sha
null
last_modified
null
library_name
stringclasses
154 values
text
stringlengths
1
900k
metadata
stringlengths
2
348k
pipeline_tag
stringclasses
45 values
id
stringlengths
5
122
tags
sequencelengths
1
1.84k
created_at
stringlengths
25
25
arxiv
sequencelengths
0
201
languages
sequencelengths
0
1.83k
tags_str
stringlengths
17
9.34k
text_str
stringlengths
0
389k
text_lists
sequencelengths
0
722
processed_texts
sequencelengths
1
723
tokens_length
sequencelengths
1
723
input_texts
sequencelengths
1
61
embeddings
sequencelengths
768
768
null
null
transformers
### opus-mt-de-pon * source languages: de * target languages: pon * OPUS readme: [de-pon](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/de-pon/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/de-pon/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/de-pon/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/de-pon/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.de.pon | 21.0 | 0.442 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-de-pon
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "de", "pon", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #de #pon #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-de-pon * source languages: de * target languages: pon * OPUS readme: de-pon * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 21.0, chr-F: 0.442
[ "### opus-mt-de-pon\n\n\n* source languages: de\n* target languages: pon\n* OPUS readme: de-pon\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.0, chr-F: 0.442" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #pon #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-de-pon\n\n\n* source languages: de\n* target languages: pon\n* OPUS readme: de-pon\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.0, chr-F: 0.442" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #pon #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-de-pon\n\n\n* source languages: de\n* target languages: pon\n* OPUS readme: de-pon\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.0, chr-F: 0.442" ]
[ -0.11000458896160126, 0.13976402580738068, -0.004522333852946758, 0.0689823254942894, 0.0666382685303688, -0.001204433268867433, 0.08694685995578766, 0.14535313844680786, -0.042365387082099915, -0.010322271846234798, 0.13553619384765625, 0.14220786094665527, 0.022161828354001045, 0.13487598299980164, -0.07333578914403915, -0.15786749124526978, 0.05675940215587616, 0.05666232854127884, -0.06919574737548828, 0.14343610405921936, 0.10387687385082245, -0.0013709570048376918, 0.08645864576101303, -0.019379746168851852, -0.02545848675072193, 0.07847341895103455, 0.01266377605497837, -0.07894367724657059, 0.0669880136847496, 0.059341784566640854, 0.029612112790346146, 0.07253088802099228, -0.02753314934670925, -0.20507648587226868, 0.013856977224349976, 0.00952070951461792, -0.05779345706105232, 0.023875121027231216, 0.038829732686281204, -0.08223827183246613, 0.09416527301073074, -0.0704246461391449, -0.030022650957107544, 0.044319991022348404, -0.05238594114780426, -0.15107537806034088, -0.0513293594121933, -0.0018695484613999724, -0.05406529828906059, 0.14722712337970734, -0.04436424747109413, 0.26981616020202637, -0.13899722695350647, 0.12939536571502686, 0.22145238518714905, -0.31137529015541077, -0.025084758177399635, 0.04793822392821312, 0.05515674874186516, 0.06492229551076889, -0.005531875882297754, -0.01651996187865734, 0.07518494129180908, 0.03562599793076515, -0.0634356439113617, -0.11932258307933807, -0.0443146638572216, 0.018760697916150093, -0.11898258328437805, -0.03975764662027359, 0.27507585287094116, 0.01262878067791462, -0.0824602022767067, 0.027515297755599022, -0.04817520081996918, -0.035864491015672684, -0.004491046536713839, 0.02226562798023224, 0.05018992722034454, 0.03706572949886322, 0.03762233257293701, -0.014658978208899498, -0.08910365402698517, -0.06319019198417664, -0.12239007651805878, 0.13096389174461365, 0.04672756791114807, -0.0040515451692044735, -0.03994692862033844, 0.055127259343862534, 0.025452811270952225, -0.1229105293750763, -0.04477103054523468, -0.05552873760461807, 0.025371283292770386, 0.050672680139541626, -0.09861709177494049, -0.05411343276500702, 0.14058032631874084, 0.16827265918254852, -0.03704703226685524, 0.0305484626442194, -0.10390605032444, 0.05147339776158333, -0.029694542288780212, 0.1968192160129547, -0.0419078953564167, -0.06571391224861145, 0.08067977428436279, 0.015436728484928608, 0.030315782874822617, 0.02880311943590641, -0.0866708904504776, -0.08889129757881165, 0.05926072224974632, 0.10200154781341553, 0.033432845026254654, 0.06718509644269943, -0.05939509719610214, -0.008216336369514465, 0.03483279421925545, -0.15304696559906006, 0.00910300575196743, 0.034401003271341324, -0.006775672547519207, 0.11407234519720078, 0.07537750154733658, -0.03065340965986252, -0.1418328881263733, -0.008398749865591526, -0.0401034951210022, 0.0011037433287128806, -0.04208969697356224, -0.090475894510746, 0.04615321382880211, -0.007419528439640999, 0.02590581774711609, -0.1438187062740326, -0.10897774994373322, -0.04728899896144867, 0.03835934028029442, -0.009546567685902119, -0.0451989509165287, -0.027645891532301903, -0.05986423417925835, -0.010042442008852959, -0.0497138574719429, -0.008569690398871899, -0.09891160577535629, 0.10004813224077225, 0.038220059126615524, 0.0481400266289711, -0.08991112560033798, 0.048088788986206055, -0.1722678393125534, -0.02150341309607029, -0.10860975831747055, 0.05507800355553627, -0.11537155508995056, 0.06474974751472473, -0.08162278681993484, -0.08994141966104507, -0.03612987697124481, 0.0770290344953537, 0.04277351126074791, 0.1707795262336731, -0.1558874100446701, -0.04634995758533478, 0.2403220236301422, -0.09113500267267227, -0.13518443703651428, 0.14126859605312347, 0.00761158112436533, -0.01358223706483841, 0.05986933410167694, 0.17492595314979553, -0.003702022833749652, -0.060991548001766205, 0.04026506468653679, 0.07657080888748169, 0.017024794593453407, -0.06520842760801315, 0.11492251604795456, -0.07092635333538055, -0.08937668800354004, 0.05980488285422325, -0.11675997823476791, 0.039325978606939316, 0.017273642122745514, -0.0578763447701931, -0.0629444271326065, -0.016080133616924286, 0.004326012451201677, 0.03571423143148422, 0.027969330549240112, -0.12518687546253204, -0.094852976500988, 0.03064284473657608, 0.08102554827928543, -0.03696855902671814, 0.06049821525812149, -0.0464937649667263, 0.10678232461214066, -0.05933843553066254, 0.035633623600006104, -0.14258898794651031, 0.06253194808959961, 0.000009703546311357059, -0.00509438244625926, 0.11586886644363403, 0.07200321555137634, 0.021726176142692566, -0.06921619921922684, -0.019036516547203064, -0.0144454101100564, 0.04644797369837761, -0.016830138862133026, -0.05280747264623642, -0.17083705961704254, 0.06323467940092087, -0.015193519182503223, 0.019908757880330086, -0.07779594510793686, -0.007425501011312008, 0.02543596178293228, 0.06610862165689468, -0.03918827325105667, 0.07022140175104141, 0.0020385030657052994, 0.04134265333414078, -0.058493852615356445, -0.011430189944803715, 0.02973582036793232, 0.02553124539554119, -0.08695490658283234, 0.15147529542446136, -0.05940162017941475, 0.19475021958351135, 0.23637104034423828, -0.15882758796215057, 0.0084314476698637, 0.025231879204511642, -0.024335242807865143, 0.008526168763637543, 0.04882391169667244, 0.00400233268737793, 0.04822532832622528, -0.011629026383161545, 0.13216349482536316, -0.1491474211215973, -0.013133245520293713, -0.03745851665735245, -0.07350397855043411, -0.04202142357826233, 0.1672518402338028, 0.05855861306190491, -0.14040528237819672, 0.14562855660915375, 0.19420216977596283, -0.13359655439853668, 0.16909019649028778, -0.0758381187915802, -0.07051397114992142, 0.05361297354102135, 0.06988011300563812, -0.017244528979063034, 0.06656557321548462, -0.20837250351905823, 0.02275204099714756, 0.057307641953229904, 0.04224574565887451, 0.06234121695160866, -0.11327163130044937, -0.0117765162140131, -0.00015183357754722238, -0.0821450725197792, -0.020382996648550034, 0.03465427830815315, 0.02587011456489563, 0.10313639789819717, -0.027167467400431633, -0.06941110640764236, 0.02962791919708252, -0.01713053323328495, -0.13044607639312744, 0.20526035130023956, -0.13751547038555145, -0.2116536647081375, -0.11983232200145721, 0.06573382019996643, -0.13946504890918732, 0.006833662278950214, 0.12298061698675156, -0.09227100759744644, -0.05076926201581955, -0.07819187641143799, 0.01517371367663145, -0.0059513826854527, -0.010058037005364895, -0.07216735929250717, 0.059701114892959595, 0.026868656277656555, -0.1494755744934082, -0.045272767543792725, -0.0020317600574344397, -0.04603210464119911, 0.03968380391597748, -0.14809106290340424, 0.09675858169794083, 0.09875407069921494, -0.01690242439508438, 0.026427432894706726, -0.013476917520165443, 0.16042645275592804, -0.053201980888843536, -0.05173199251294136, 0.14548185467720032, 0.02659432590007782, 0.00818609818816185, 0.0852707028388977, -0.02645973674952984, -0.07057743519544601, 0.0556841604411602, 0.02751169726252556, -0.008113072253763676, -0.292915016412735, -0.09196283668279648, -0.09072898328304291, 0.06809434294700623, 0.015438955277204514, 0.060611411929130554, -0.023755913600325584, 0.062197476625442505, -0.03097917139530182, 0.03870378062129021, 0.007714447099715471, 0.07788296043872833, 0.18687456846237183, -0.0016466693487018347, 0.13937988877296448, -0.0917181596159935, -0.07094087451696396, 0.09976909309625626, 0.05354354903101921, 0.04253757745027542, -0.0191362127661705, 0.10862895846366882, 0.06366455554962158, 0.1535654067993164, 0.019793661311268806, 0.07440608739852905, 0.02198847196996212, 0.025400977581739426, -0.024549705907702446, -0.08589528501033783, -0.06719710677862167, 0.058624960482120514, 0.02683994174003601, -0.024316074326634407, -0.06897582113742828, -0.08681651949882507, 0.10950453579425812, 0.12293863296508789, 0.03900150582194328, -0.19175036251544952, -0.006063947454094887, 0.045958176255226135, -0.01205331552773714, -0.043668054044246674, 0.10742684453725815, -0.06651139259338379, -0.08637096732854843, 0.08754269778728485, 0.01913013868033886, 0.1321941316127777, 0.010702470317482948, 0.025083061307668686, -0.04890260845422745, -0.026266250759363174, 0.007653509266674519, 0.11459989845752716, -0.40398523211479187, 0.22876156866550446, 0.01016836054623127, -0.009230293333530426, -0.062173813581466675, 0.012095479294657707, 0.0635056421160698, 0.10575947910547256, 0.11218372732400894, -0.008126815780997276, -0.025518910959362984, 0.006534263491630554, -0.012428182177245617, 0.0699983462691307, 0.01251667458564043, 0.07270167768001556, 0.03476547449827194, -0.03939178213477135, -0.007128309458494186, -0.01874806359410286, 0.11899713426828384, -0.14184778928756714, -0.05710989236831665, 0.02408221922814846, 0.05154252424836159, -0.023595331236720085, -0.04128076136112213, -0.0757647231221199, -0.11360131204128265, 0.26002609729766846, -0.001777737750671804, -0.0831817016005516, -0.09735536575317383, -0.010124456137418747, 0.12808358669281006, -0.1038973480463028, -0.01972428523004055, -0.08091186732053757, -0.028538808226585388, -0.012987692840397358, -0.1343395859003067, 0.12869559228420258, -0.06808462738990784, -0.0941842645406723, -0.0144753223285079, 0.13795194029808044, -0.09552347660064697, 0.05832675099372864, 0.01830265484750271, -0.024240534752607346, -0.07244978845119476, -0.10953406244516373, -0.041764821857213974, -0.05247532203793526, 0.05851002410054207, 0.11584758013486862, -0.1377779096364975, -0.12103865295648575, -0.03661463037133217, -0.042719122022390366, 0.16983777284622192, 0.19839465618133545, -0.036943353712558746, 0.016982490196824074, 0.16517704725265503, -0.09893331676721573, -0.27107587456703186, 0.019526265561580658, -0.07475324720144272, 0.009735740721225739, 0.0017187882913276553, -0.0858502984046936, 0.05722526088356972, 0.014333580620586872, -0.039319783449172974, 0.04711344093084335, -0.15334835648536682, -0.11319587379693985, 0.2180534154176712, 0.05656704306602478, 0.24136444926261902, -0.19689489901065826, -0.05833521857857704, -0.12410084158182144, -0.24128177762031555, 0.05667618662118912, -0.125479593873024, 0.08259674161672592, -0.015871895477175713, -0.03821327164769173, 0.010480827651917934, -0.026373250409960747, 0.13334909081459045, 0.02730361744761467, 0.017298579216003418, -0.061242491006851196, 0.06355737149715424, 0.014573984779417515, 0.04215758666396141, 0.15830785036087036, -0.13465945422649384, 0.06144139915704727, -0.15740638971328735, -0.035597141832113266, -0.062329187989234924, 0.07395852357149124, -0.026449261233210564, -0.052262287586927414, -0.05579041689634323, 0.01717553660273552, 0.04553588107228279, 0.017657315358519554, 0.13861814141273499, -0.10119832307100296, 0.021578803658485413, 0.18159322440624237, 0.12071070820093155, -0.07840022444725037, 0.03057882748544216, 0.03776954859495163, -0.03786307945847511, 0.05806869640946388, -0.09065175801515579, 0.06999547779560089, 0.13938027620315552, -0.03422379493713379, 0.07764576375484467, 0.049771748483181, -0.07002932578325272, -0.03672673925757408, 0.07559105008840561, -0.11239106953144073, 0.037848569452762604, -0.0328453853726387, -0.16827279329299927, 0.014321763999760151, 0.048926565796136856, 0.18746311962604523, -0.030350379645824432, -0.03411015123128891, -0.004884409252554178, 0.014075374230742455, -0.09478449076414108, 0.12453307211399078, 0.07181389629840851, -0.006510002072900534, -0.1007482036948204, 0.09441446512937546, -0.002380878198891878, -0.11276599019765854, 0.01831102930009365, 0.1349625587463379, -0.09740607440471649, -0.12936140596866608, 0.09979141503572464, 0.09657557308673859, -0.12641260027885437, -0.06958775222301483, -0.1513311117887497, -0.11560095846652985, 0.05315158888697624, 0.08280660957098007, 0.14043784141540527, 0.04196581989526749, 0.0290936641395092, -0.07305305451154709, 0.0017381897196173668, 0.06317099928855896, 0.07150689512491226, 0.029439076781272888, -0.05289549380540848, 0.0019480857299640775, -0.035419974476099014, 0.09393757581710815, -0.03278501331806183, 0.025623515248298645, -0.15833599865436554, 0.04653496295213699, -0.23902271687984467, 0.01017674058675766, -0.045793551951646805, 0.002434015041217208, 0.007737820968031883, -0.09080258011817932, -0.04727335646748543, 0.0132864098995924, -0.12393314391374588, -0.032590486109256744, -0.024657804518938065, 0.06145153194665909, -0.12489961832761765, -0.00287969084456563, 0.0713481530547142, -0.058220285922288895, 0.07202384620904922, 0.056070778518915176, -0.08588995784521103, 0.0782850980758667, -0.12984800338745117, -0.008441230282187462, 0.0296154972165823, 0.04801433905959129, 0.037080563604831696, -0.032730598002672195, 0.049137040972709656, 0.1500680148601532, 0.08152928948402405, 0.052966099232435226, 0.14388170838356018, -0.12750592827796936, -0.036517433822155, -0.07927127182483673, -0.1090092733502388, 0.001007453422062099, 0.00906639639288187, 0.09614082425832748, 0.05203676596283913, 0.13764478266239166, -0.05953853949904442, 0.003696773899719119, -0.1382814645767212, 0.0046367524191737175, -0.016328126192092896, -0.08197630941867828, -0.07894964516162872, -0.028323106467723846, 0.06363160908222198, 0.005249293055385351, 0.23076163232326508, 0.04753977060317993, 0.06609052419662476, 0.043861858546733856, -0.040277887135744095, 0.15506866574287415, 0.0328783318400383, 0.18461567163467407, 0.000018102020476362668, 0.01074101310223341, -0.0724916160106659, -0.033440377563238144, 0.049789197742938995, 0.013094021007418633, 0.11536408960819244, 0.2148379534482956, 0.10785604268312454, 0.17203907668590546, -0.00529472017660737, 0.03598456084728241, -0.03548245131969452, -0.08606117218732834, 0.06104911491274834, 0.09786725789308548, 0.004866978619247675, 0.12287892401218414, 0.14881306886672974, -0.10682984441518784, 0.042802583426237106, -0.05692777782678604, -0.03588874638080597, -0.17822881042957306, -0.10822109878063202, -0.12116792052984238, -0.17448090016841888, 0.0052895196713507175, -0.10730921477079391, 0.014842767268419266, 0.02665817178785801, 0.06833935528993607, -0.07400013506412506, 0.06741880625486374, -0.0157790407538414, -0.11577869951725006, 0.09195426851511002, -0.03039645031094551, 0.023658258840441704, 0.07168958336114883, -0.0032828606199473143, 0.015264801681041718, -0.0176829993724823, -0.0011318165343254805, 0.054603658616542816, -0.07329436391592026, 0.027975192293524742, -0.09011118113994598, -0.0436316542327404, -0.03623926267027855, 0.04426366463303566, 0.041394852101802826, 0.26520004868507385, 0.03688320517539978, -0.012342031113803387, 0.050315700471401215, 0.15637148916721344, -0.04566770792007446, -0.13569220900535583, -0.12225368618965149, 0.16330701112747192, 0.047698862850666046, 0.06379617005586624, -0.0023891215678304434, -0.06589315831661224, 0.000024076189220068045, 0.28670191764831543, 0.24832196533679962, -0.07660076022148132, 0.0050071775913238525, 0.06068902462720871, 0.014857277274131775, 0.055095769464969635, 0.07789293676614761, 0.13509640097618103, 0.2028692066669464, -0.05629383400082588, -0.05297089368104935, -0.07159741222858429, -0.021199919283390045, -0.08279205113649368, 0.0686974972486496, 0.02689536102116108, -0.10915068536996841, -0.0008075149962678552, 0.07498198002576828, -0.06333131343126297, -0.03542462736368179, -0.012032384052872658, -0.14378470182418823, -0.08432487398386002, -0.03386124223470688, 0.05247672647237778, 0.029970919713377953, 0.011338372714817524, -0.03166676685214043, -0.027557330206036568, 0.07508798688650131, -0.040997203439474106, -0.1190418004989624, -0.10605727881193161, 0.04321952909231186, -0.05595076456665993, 0.0926150232553482, 0.010640162043273449, 0.13790161907672882, 0.10312994569540024, 0.07345569133758545, -0.03839542716741562, 0.10447829216718674, 0.04317368194460869, -0.034578535705804825, 0.07142390310764313, -0.038033559918403625, -0.016868704929947853, 0.021146656945347786, 0.056240279227495193, -0.0092841237783432, 0.0675293430685997, -0.024587595835328102, -0.0703628808259964, -0.1369466781616211, 0.028330152854323387, -0.1882203370332718, 0.06173502653837204, 0.14754734933376312, -0.02347738668322563, 0.0007347107166424394, -0.0784815326333046, 0.05872834101319313, -0.02380998060107231, -0.05375416949391365, -0.01932181976735592, -0.11915146559476852, 0.003417490515857935, 0.03942037373781204, 0.02477550506591797, -0.24348223209381104, -0.01316108088940382, -0.06520052254199982, -0.014851504005491734, -0.11385176330804825, 0.09087110310792923, 0.010632706806063652, 0.0076141986064612865, -0.025668421760201454, -0.1633623242378235, 0.025469409301877022, 0.07013771682977676, -0.14246127009391785, -0.0886915996670723 ]
null
null
transformers
### deu-tgl * source group: German * target group: Tagalog * OPUS readme: [deu-tgl](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-tgl/README.md) * model: transformer-align * source language(s): deu * target language(s): tgl_Latn * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-tgl/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-tgl/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-tgl/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.deu.tgl | 21.2 | 0.541 | ### System Info: - hf_name: deu-tgl - source_languages: deu - target_languages: tgl - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-tgl/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['de', 'tl'] - src_constituents: {'deu'} - tgt_constituents: {'tgl_Latn'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-tgl/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-tgl/opus-2020-06-17.test.txt - src_alpha3: deu - tgt_alpha3: tgl - short_pair: de-tl - chrF2_score: 0.541 - bleu: 21.2 - brevity_penalty: 1.0 - ref_len: 2329.0 - src_name: German - tgt_name: Tagalog - train_date: 2020-06-17 - src_alpha2: de - tgt_alpha2: tl - prefer_old: False - long_pair: deu-tgl - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["de", "tl"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-de-tl
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "de", "tl", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "de", "tl" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #de #tl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### deu-tgl * source group: German * target group: Tagalog * OPUS readme: deu-tgl * model: transformer-align * source language(s): deu * target language(s): tgl\_Latn * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 21.2, chr-F: 0.541 ### System Info: * hf\_name: deu-tgl * source\_languages: deu * target\_languages: tgl * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['de', 'tl'] * src\_constituents: {'deu'} * tgt\_constituents: {'tgl\_Latn'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: deu * tgt\_alpha3: tgl * short\_pair: de-tl * chrF2\_score: 0.541 * bleu: 21.2 * brevity\_penalty: 1.0 * ref\_len: 2329.0 * src\_name: German * tgt\_name: Tagalog * train\_date: 2020-06-17 * src\_alpha2: de * tgt\_alpha2: tl * prefer\_old: False * long\_pair: deu-tgl * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### deu-tgl\n\n\n* source group: German\n* target group: Tagalog\n* OPUS readme: deu-tgl\n* model: transformer-align\n* source language(s): deu\n* target language(s): tgl\\_Latn\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.2, chr-F: 0.541", "### System Info:\n\n\n* hf\\_name: deu-tgl\n* source\\_languages: deu\n* target\\_languages: tgl\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['de', 'tl']\n* src\\_constituents: {'deu'}\n* tgt\\_constituents: {'tgl\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: deu\n* tgt\\_alpha3: tgl\n* short\\_pair: de-tl\n* chrF2\\_score: 0.541\n* bleu: 21.2\n* brevity\\_penalty: 1.0\n* ref\\_len: 2329.0\n* src\\_name: German\n* tgt\\_name: Tagalog\n* train\\_date: 2020-06-17\n* src\\_alpha2: de\n* tgt\\_alpha2: tl\n* prefer\\_old: False\n* long\\_pair: deu-tgl\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #tl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### deu-tgl\n\n\n* source group: German\n* target group: Tagalog\n* OPUS readme: deu-tgl\n* model: transformer-align\n* source language(s): deu\n* target language(s): tgl\\_Latn\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.2, chr-F: 0.541", "### System Info:\n\n\n* hf\\_name: deu-tgl\n* source\\_languages: deu\n* target\\_languages: tgl\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['de', 'tl']\n* src\\_constituents: {'deu'}\n* tgt\\_constituents: {'tgl\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: deu\n* tgt\\_alpha3: tgl\n* short\\_pair: de-tl\n* chrF2\\_score: 0.541\n* bleu: 21.2\n* brevity\\_penalty: 1.0\n* ref\\_len: 2329.0\n* src\\_name: German\n* tgt\\_name: Tagalog\n* train\\_date: 2020-06-17\n* src\\_alpha2: de\n* tgt\\_alpha2: tl\n* prefer\\_old: False\n* long\\_pair: deu-tgl\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 62, 130, 403 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #tl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### deu-tgl\n\n\n* source group: German\n* target group: Tagalog\n* OPUS readme: deu-tgl\n* model: transformer-align\n* source language(s): deu\n* target language(s): tgl\\_Latn\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.2, chr-F: 0.541" ]
[ -0.10191218554973602, 0.03636227920651436, -0.0035370788536965847, 0.06784836947917938, 0.06266771256923676, 0.018820328637957573, 0.08986672759056091, 0.11359945684671402, -0.031530361622571945, -0.0016837393632158637, 0.09657946228981018, 0.09060149639844894, 0.036015529185533524, 0.12314070761203766, -0.03125131502747536, -0.20187467336654663, 0.044448092579841614, 0.04279949143528938, -0.05575578659772873, 0.12897124886512756, 0.11278232932090759, -0.006347338669002056, 0.11862967908382416, -0.029084494337439537, -0.024193359538912773, 0.11185111105442047, 0.02554219402372837, -0.07680421322584152, 0.09218715131282806, 0.07801607996225357, 0.020358262583613396, 0.06427374482154846, -0.019660670310258865, -0.16068390011787415, 0.014128602109849453, 0.01597924903035164, -0.07532720267772675, 0.0023789929691702127, 0.042224571108818054, -0.08731482177972794, 0.14320875704288483, -0.10188798606395721, -0.040008414536714554, 0.05954916775226593, -0.07370075583457947, -0.14604252576828003, -0.07191918790340424, 0.0828789696097374, -0.027775036171078682, 0.10866907984018326, -0.04318199306726456, 0.20347332954406738, -0.13342614471912384, 0.12183412164449692, 0.24546681344509125, -0.32867416739463806, -0.037430670112371445, 0.12560971081256866, 0.06910158693790436, 0.060906171798706055, 0.012888963334262371, 0.029619287699460983, 0.08702162653207779, 0.05229935422539711, -0.06968493014574051, -0.1275663673877716, -0.05567577853798866, 0.01734727993607521, -0.12993590533733368, -0.019783316180109978, 0.2695038318634033, 0.016239430755376816, -0.08646173775196075, 0.007118270266801119, -0.04602070152759552, -0.030606025829911232, -0.010174721479415894, -0.005610594991594553, 0.030029509216547012, 0.004241306334733963, 0.012869474478065968, -0.026736678555607796, -0.07996165752410889, -0.08638281375169754, -0.13954071700572968, 0.2134953737258911, 0.04643707722425461, -0.015903742983937263, -0.04806086793541908, 0.09246087819337845, -0.06769407540559769, -0.1279761791229248, -0.04580356553196907, -0.055563803762197495, 0.004341277293860912, 0.04357680678367615, -0.09696350246667862, -0.12941034138202667, 0.11470049619674683, 0.17128188908100128, -0.051313333213329315, 0.04418017342686653, -0.07559290528297424, 0.042563989758491516, -0.040727078914642334, 0.2119259387254715, -0.07471530884504318, -0.08509340137243271, 0.05001694709062576, -0.0416184701025486, 0.05056590959429741, 0.03430405259132385, -0.09940465539693832, -0.11124572157859802, 0.03496868163347244, 0.09692826867103577, 0.023343123495578766, 0.10287696123123169, -0.0578470379114151, -0.047170788049697876, 0.04805692285299301, -0.12467861920595169, -0.02004455216228962, 0.02179979346692562, -0.038146331906318665, 0.10045039653778076, 0.04742623493075371, -0.040535371750593185, -0.11921098083257675, -0.0095417695119977, -0.04268840700387955, -0.027331162244081497, -0.04697710648179054, -0.13132822513580322, 0.060693006962537766, -0.01237723883241415, 0.0033739435020834208, -0.16862209141254425, -0.13213317096233368, -0.030354037880897522, 0.007589352782815695, -0.0055518620647490025, -0.009176505729556084, -0.03450554236769676, -0.06376136839389801, 0.01853555254638195, -0.04561898484826088, -0.07351764291524887, -0.08300605416297913, 0.07909099012613297, 0.014429518021643162, 0.0516154021024704, -0.07724093645811081, 0.03891131654381752, -0.15732651948928833, -0.01794007420539856, -0.20368608832359314, 0.07947330176830292, -0.12984555959701538, 0.06843232363462448, -0.0974859967827797, -0.08972829580307007, -0.0441402792930603, 0.07326900213956833, 0.04448661208152771, 0.18428708612918854, -0.18308307230472565, -0.0563487745821476, 0.2480284869670868, -0.10989250242710114, -0.12032289803028107, 0.1341184377670288, 0.026677267625927925, -0.022266507148742676, 0.10574132204055786, 0.20695999264717102, 0.03764437139034271, -0.09541504085063934, 0.03808943182229996, 0.07889619469642639, -0.012723691761493683, -0.01572026126086712, 0.1041417047381401, -0.06705782562494278, -0.10244512557983398, 0.0403066985309124, -0.12848858535289764, 0.07775472849607468, 0.004130633547902107, -0.025528941303491592, -0.03983733803033829, -0.024914178997278214, 0.07691720873117447, 0.01332056149840355, 0.014783358201384544, -0.13865917921066284, -0.09365648776292801, 0.057802118360996246, 0.08999907225370407, -0.041205815970897675, 0.030990105122327805, -0.043445222079753876, 0.06574208289384842, -0.03360271081328392, 0.05837024003267288, -0.09578533470630646, -0.0390751026570797, 0.013851413503289223, -0.00902342889457941, 0.14510442316532135, 0.0763387605547905, 0.05293731391429901, -0.06022833660244942, -0.05941961333155632, -0.040953125804662704, 0.003718875115737319, -0.011626921594142914, 0.00038298245635814965, -0.16592326760292053, 0.045432332903146744, 0.005587805062532425, -0.007917558774352074, -0.07619325071573257, 0.00973281916230917, 0.09107054769992828, 0.08781915158033371, -0.022240597754716873, 0.07109817117452621, 0.010019475594162941, 0.0458361990749836, -0.055122993886470795, -0.03069688379764557, 0.0006872570374980569, -0.008187119849026203, -0.13351914286613464, 0.20686398446559906, -0.06074465066194534, 0.16770705580711365, 0.20392954349517822, -0.1161525696516037, -0.04487685114145279, 0.06683679670095444, -0.019442273303866386, -0.002312177326530218, 0.074647918343544, -0.06787257641553879, 0.05410576984286308, -0.0089148273691535, 0.11514301598072052, -0.15135954320430756, -0.02799261175096035, -0.03513137996196747, -0.05056517571210861, -0.030898815020918846, 0.16098825633525848, -0.007777404971420765, -0.13091619312763214, 0.13039955496788025, 0.16190864145755768, -0.09897461533546448, 0.20291388034820557, -0.0628921166062355, -0.06662788987159729, 0.040557485073804855, 0.058451082557439804, -0.009364422410726547, 0.08461342751979828, -0.10978636145591736, 0.013530593365430832, 0.04482470825314522, 0.06058139726519585, 0.04652690887451172, -0.0983242392539978, -0.024456627666950226, 0.0003213348099961877, -0.09618787467479706, -0.034634046256542206, 0.07719752192497253, 0.005508899223059416, 0.11406692117452621, -0.02477326989173889, -0.04752896726131439, 0.01987408846616745, -0.0011444261763244867, -0.13796497881412506, 0.22466933727264404, -0.13202834129333496, -0.25533127784729004, -0.1260174661874771, 0.06303949654102325, -0.1639130413532257, 0.01628120243549347, 0.11047296971082687, -0.12066996097564697, -0.05367806553840637, -0.06334605067968369, 0.13989701867103577, -0.006985453423112631, -0.011515106074512005, -0.1329224407672882, 0.003091704100370407, 0.04106588289141655, -0.17002615332603455, -0.04766622930765152, 0.002113540656864643, -0.04380423575639725, 0.041684456169605255, -0.14531686902046204, 0.12227766960859299, 0.1429993212223053, -0.018663661554455757, 0.016293952241539955, -0.042157724499702454, 0.16340450942516327, -0.08780208230018616, 0.028981372714042664, 0.15464667975902557, 0.032571252435445786, 0.008169290609657764, 0.07884877175092697, -0.009865541942417622, -0.0599537268280983, 0.05600699037313461, 0.036077290773391724, -0.019193002954125404, -0.30447107553482056, -0.11140469461679459, -0.08461520075798035, 0.07946954667568207, 0.004370544105768204, 0.05423067510128021, 0.03629663959145546, 0.061515651643276215, -0.056647248566150665, 0.039812080562114716, 0.02896629087626934, 0.08710645884275436, 0.24290554225444794, -0.006960132159292698, 0.1092614158987999, -0.10530075430870056, -0.07970788329839706, 0.12126059085130692, 0.031415149569511414, 0.025383220985531807, -0.008009937591850758, 0.11627112329006195, 0.0692148208618164, 0.08626051992177963, 0.003950257319957018, 0.07949897646903992, 0.014479150995612144, -0.014440380968153477, -0.02767673321068287, -0.09714236855506897, -0.00990108773112297, 0.04247167333960533, -0.01589898020029068, -0.016745897009968758, -0.07945800572633743, -0.08009999245405197, 0.13329455256462097, 0.1114545613527298, 0.059154730290174484, -0.20304468274116516, -0.052443038672208786, 0.02087528444826603, 0.0014660595916211605, -0.022489411756396294, 0.08879651874303818, -0.014659266918897629, -0.09076949208974838, 0.1441592127084732, 0.03801063820719719, 0.11869774758815765, 0.02273865044116974, 0.022252891212701797, -0.032397255301475525, 0.018066896125674248, -0.011852236464619637, 0.11705786734819412, -0.38187068700790405, 0.20941251516342163, 0.01754521019756794, -0.00932381208986044, -0.055852457880973816, -0.016126347705721855, 0.05550333112478256, 0.13497766852378845, 0.09277327358722687, 0.019520407542586327, 0.019276047125458717, -0.014559277333319187, 0.011888976208865643, 0.03816334530711174, 0.054239846765995026, 0.04142650216817856, 0.04320250824093819, -0.01453451719135046, -0.0025429632514715195, -0.012646655552089214, 0.06886616349220276, -0.17565913498401642, 0.00624850345775485, 0.011799529194831848, 0.06055266037583351, 0.021200086921453476, -0.04308980330824852, -0.07810427248477936, -0.11551269888877869, 0.2240024358034134, -0.040389884263277054, -0.08753366768360138, -0.10172440111637115, -0.04095776379108429, 0.14798913896083832, -0.11643610894680023, 0.002794974949210882, -0.04710877686738968, -0.030042830854654312, -0.011938221752643585, -0.16145643591880798, 0.13548296689987183, -0.08090110123157501, -0.103884257376194, -0.0024617728777229786, 0.1603899896144867, -0.06520110368728638, 0.06306005269289017, 0.015734679996967316, -0.033637307584285736, -0.005040090996772051, -0.13454458117485046, -0.05111284554004669, -0.06605273485183716, -0.006436501629650593, 0.1409105807542801, -0.09890059381723404, -0.12246906757354736, -0.041604865342378616, -0.020965196192264557, 0.13252002000808716, 0.19353829324245453, -0.04735058546066284, 0.008780859410762787, 0.1107122078537941, -0.07456868886947632, -0.2815763056278229, 0.03257099539041519, -0.05087677761912346, 0.022738836705684662, 0.01978001557290554, -0.09948426485061646, 0.05541219189763069, 0.020683351904153824, -0.01678316481411457, 0.06952362507581711, -0.22567427158355713, -0.14105232059955597, 0.17925618588924408, 0.03206683322787285, 0.21086928248405457, -0.16611231863498688, -0.06777025014162064, -0.1000182256102562, -0.22983041405677795, 0.03177843242883682, -0.13153338432312012, 0.0799550712108612, -0.0065441555343568325, 0.027723725885152817, 0.02549053728580475, -0.009973214939236641, 0.1235320195555687, 0.0540829636156559, 0.033643629401922226, -0.09666430950164795, 0.04176941141486168, 0.0883907601237297, 0.025391798466444016, 0.2002861201763153, -0.1388143002986908, 0.06748216599225998, -0.11639063060283661, -0.033452149480581284, -0.0838652029633522, 0.09094268083572388, -0.02553420141339302, -0.06081099063158035, -0.08086562901735306, 0.028117813169956207, 0.01614898256957531, -0.0016457198653370142, 0.12531091272830963, -0.09474353492259979, 0.014079677872359753, 0.08117757737636566, 0.13379940390586853, -0.03526710346341133, 0.01378673780709505, 0.017450764775276184, -0.037292540073394775, 0.07289306074380875, -0.11981046199798584, 0.05940651893615723, 0.1393192708492279, -0.010201940312981606, 0.08095035701990128, 0.03647879511117935, -0.0853852704167366, -0.03333192318677902, 0.0983835756778717, -0.11986682564020157, -0.02273726463317871, -0.06960402429103851, -0.20671890676021576, 0.0357530377805233, 0.11085665971040726, 0.18835747241973877, -0.04152299463748932, -0.02111286111176014, -0.0008678787271492183, -0.013177541084587574, -0.11245852708816528, 0.13119515776634216, 0.08678122609853745, -0.007197702303528786, -0.10009943693876266, 0.10290476679801941, -0.00015198941400740296, -0.10690713673830032, 0.03060724027454853, 0.1254916489124298, -0.0911925658583641, -0.10625498741865158, 0.0670124888420105, 0.06497490406036377, -0.1880919635295868, -0.06657566875219345, -0.14850106835365295, -0.10761353373527527, 0.03954806923866272, 0.14646340906620026, 0.12036311626434326, 0.04976719245314598, 0.023448744788765907, -0.043776221573352814, 0.03654804453253746, 0.05432330444455147, 0.09602199494838715, 0.06501081585884094, -0.11888019740581512, 0.07288698852062225, -0.009564675390720367, 0.10612427443265915, -0.04703205078840256, 0.029131852090358734, -0.15155203640460968, 0.02299628034234047, -0.24007052183151245, -0.017603106796741486, -0.0239865705370903, 0.006110575515776873, -0.017181875184178352, -0.09796842187643051, -0.05020144581794739, 0.03323502093553543, -0.10792648792266846, -0.018107332289218903, -0.005747598595917225, 0.08780090510845184, -0.12469201534986496, -0.02030841074883938, 0.06028937175869942, -0.034219276160001755, 0.08261072635650635, 0.05406435206532478, -0.06399254500865936, 0.10211052000522614, -0.1349046230316162, 0.006899800151586533, 0.03492274880409241, 0.045047566294670105, 0.02640404924750328, 0.02786187082529068, 0.041594915091991425, 0.09677647799253464, 0.0655733123421669, 0.051591649651527405, 0.06240865960717201, -0.12396921217441559, -0.008665638044476509, -0.06291422247886658, -0.1143404096364975, -0.02082902006804943, 0.03903038799762726, 0.07859320938587189, 0.04592835530638695, 0.11067119985818863, -0.09207821637392044, -0.005477311089634895, -0.13363449275493622, 0.0047403667122125626, -0.010038916021585464, -0.08298654854297638, -0.10159444808959961, -0.023921659216284752, 0.06152864918112755, 0.0020663472823798656, 0.20207425951957703, 0.03113236464560032, 0.06196897476911545, 0.032757580280303955, -0.00811450183391571, 0.13309775292873383, 0.01669895090162754, 0.19165395200252533, -0.050809625536203384, 0.0022755146492272615, -0.13136227428913116, -0.003502435516566038, 0.04462851211428642, -0.014096248894929886, 0.1364409625530243, 0.17632661759853363, 0.03333042934536934, 0.13779962062835693, 0.03385389223694801, 0.02565658837556839, -0.04717119038105011, -0.119667187333107, 0.05260873958468437, 0.08964955806732178, 0.017549507319927216, 0.14861726760864258, 0.1498623490333557, -0.12191268056631088, 0.05304444953799248, -0.026155931875109673, -0.02263031154870987, -0.12925870716571808, -0.13824862241744995, -0.1026797890663147, -0.2096429318189621, -0.005606560036540031, -0.12042354047298431, -0.008431206457316875, -0.00017642670718487352, 0.07813210040330887, -0.07867109775543213, 0.17410925030708313, -0.05138671025633812, -0.1487848460674286, 0.10525831580162048, -0.013421413488686085, 0.0218956395983696, 0.08586278557777405, -0.01495325192809105, 0.027400145307183266, -0.00660733925178647, -0.013289563357830048, 0.04520279914140701, -0.056021008640527725, 0.0074015455320477486, -0.0796835720539093, -0.04027024656534195, -0.03310270607471466, 0.057465191930532455, 0.04840227961540222, 0.1943395584821701, 0.051349613815546036, -0.019951727241277695, 0.022715630009770393, 0.12906047701835632, -0.03772963583469391, -0.16392731666564941, -0.09654358774423599, 0.20956240594387054, 0.051163915544748306, 0.07345553487539291, -0.022622868418693542, -0.09877480566501617, -0.01282992772758007, 0.24572141468524933, 0.26057371497154236, -0.06101730465888977, 0.002503966446965933, 0.020472362637519836, 0.01877487823367119, 0.07653051614761353, 0.0919533520936966, 0.08589619398117065, 0.24102100729942322, -0.0238514207303524, -0.02869316190481186, -0.058622974902391434, -0.0007675233646295965, -0.054649434983730316, 0.08214142918586731, 0.0159100703895092, -0.12111499160528183, -0.005210170987993479, 0.12488017976284027, -0.07173873484134674, -0.0025039734318852425, -0.03374781832098961, -0.13545681536197662, -0.068998321890831, -0.0640663355588913, 0.024439197033643723, 0.06751112639904022, 0.030500784516334534, -0.04556908458471298, -0.023559650406241417, 0.03855963796377182, -0.005674423184245825, -0.1293644905090332, -0.12368578463792801, 0.05620691552758217, -0.03758295997977257, 0.11798856407403946, -0.02146700769662857, 0.1385137140750885, 0.10681505501270294, 0.056646931916475296, -0.027879828587174416, 0.09882783889770508, 0.04301633685827255, -0.051361486315727234, 0.06114732846617699, -0.02742156758904457, -0.016435803845524788, 0.035878561437129974, 0.055406443774700165, -0.04390111565589905, 0.04808838665485382, 0.08463999629020691, -0.04678967595100403, -0.1501529961824417, 0.0624510794878006, -0.16435439884662628, 0.07333637028932571, 0.1779780238866806, -0.020265886560082436, -0.007601013407111168, -0.10091301053762436, 0.03366576135158539, 0.03021182119846344, -0.048497918993234634, 0.008770016953349113, -0.09843759983778, 0.0001854180736700073, 0.025194281712174416, 0.0342358760535717, -0.23790369927883148, -0.003350916551426053, -0.06560597568750381, 0.017221756279468536, -0.09129397571086884, 0.11688177287578583, 0.0440044030547142, 0.012842158786952496, 0.0008616691338829696, -0.14975281059741974, 0.026413917541503906, 0.0881931409239769, -0.1588049978017807, -0.09898491203784943 ]
null
null
transformers
### deu-ukr * source group: German * target group: Ukrainian * OPUS readme: [deu-ukr](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-ukr/README.md) * model: transformer-align * source language(s): deu * target language(s): ukr * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-ukr/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-ukr/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-ukr/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.deu.ukr | 40.2 | 0.612 | ### System Info: - hf_name: deu-ukr - source_languages: deu - target_languages: ukr - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-ukr/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['de', 'uk'] - src_constituents: {'deu'} - tgt_constituents: {'ukr'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-ukr/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-ukr/opus-2020-06-17.test.txt - src_alpha3: deu - tgt_alpha3: ukr - short_pair: de-uk - chrF2_score: 0.612 - bleu: 40.2 - brevity_penalty: 0.9840000000000001 - ref_len: 54213.0 - src_name: German - tgt_name: Ukrainian - train_date: 2020-06-17 - src_alpha2: de - tgt_alpha2: uk - prefer_old: False - long_pair: deu-ukr - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["de", "uk"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-de-uk
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "de", "uk", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "de", "uk" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #de #uk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### deu-ukr * source group: German * target group: Ukrainian * OPUS readme: deu-ukr * model: transformer-align * source language(s): deu * target language(s): ukr * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 40.2, chr-F: 0.612 ### System Info: * hf\_name: deu-ukr * source\_languages: deu * target\_languages: ukr * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['de', 'uk'] * src\_constituents: {'deu'} * tgt\_constituents: {'ukr'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: deu * tgt\_alpha3: ukr * short\_pair: de-uk * chrF2\_score: 0.612 * bleu: 40.2 * brevity\_penalty: 0.9840000000000001 * ref\_len: 54213.0 * src\_name: German * tgt\_name: Ukrainian * train\_date: 2020-06-17 * src\_alpha2: de * tgt\_alpha2: uk * prefer\_old: False * long\_pair: deu-ukr * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### deu-ukr\n\n\n* source group: German\n* target group: Ukrainian\n* OPUS readme: deu-ukr\n* model: transformer-align\n* source language(s): deu\n* target language(s): ukr\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.2, chr-F: 0.612", "### System Info:\n\n\n* hf\\_name: deu-ukr\n* source\\_languages: deu\n* target\\_languages: ukr\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['de', 'uk']\n* src\\_constituents: {'deu'}\n* tgt\\_constituents: {'ukr'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: deu\n* tgt\\_alpha3: ukr\n* short\\_pair: de-uk\n* chrF2\\_score: 0.612\n* bleu: 40.2\n* brevity\\_penalty: 0.9840000000000001\n* ref\\_len: 54213.0\n* src\\_name: German\n* tgt\\_name: Ukrainian\n* train\\_date: 2020-06-17\n* src\\_alpha2: de\n* tgt\\_alpha2: uk\n* prefer\\_old: False\n* long\\_pair: deu-ukr\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #uk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### deu-ukr\n\n\n* source group: German\n* target group: Ukrainian\n* OPUS readme: deu-ukr\n* model: transformer-align\n* source language(s): deu\n* target language(s): ukr\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.2, chr-F: 0.612", "### System Info:\n\n\n* hf\\_name: deu-ukr\n* source\\_languages: deu\n* target\\_languages: ukr\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['de', 'uk']\n* src\\_constituents: {'deu'}\n* tgt\\_constituents: {'ukr'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: deu\n* tgt\\_alpha3: ukr\n* short\\_pair: de-uk\n* chrF2\\_score: 0.612\n* bleu: 40.2\n* brevity\\_penalty: 0.9840000000000001\n* ref\\_len: 54213.0\n* src\\_name: German\n* tgt\\_name: Ukrainian\n* train\\_date: 2020-06-17\n* src\\_alpha2: de\n* tgt\\_alpha2: uk\n* prefer\\_old: False\n* long\\_pair: deu-ukr\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 127, 401 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #uk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### deu-ukr\n\n\n* source group: German\n* target group: Ukrainian\n* OPUS readme: deu-ukr\n* model: transformer-align\n* source language(s): deu\n* target language(s): ukr\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.2, chr-F: 0.612" ]
[ -0.10384901612997055, 0.013130743987858295, -0.0033348065335303545, 0.04553084075450897, 0.11009886860847473, 0.04268738254904747, 0.13178890943527222, 0.10079902410507202, 0.03448555991053581, 0.02007538639008999, 0.10567519068717957, 0.08749312907457352, 0.027313629165291786, 0.10385022312402725, 0.006777612026780844, -0.21606306731700897, 0.08760988712310791, 0.03081635944545269, -0.09807878732681274, 0.10180369764566422, 0.12354273349046707, -0.04361677169799805, 0.09514418989419937, -0.030505197122693062, -0.024031667038798332, 0.10561002045869827, -0.004801543895155191, -0.06797536462545395, 0.06750448793172836, 0.05744573101401329, 0.046196430921554565, 0.06100963056087494, -0.01674184389412403, -0.160135880112648, 0.011324956081807613, -0.0018617730820551515, -0.07396718114614487, 0.019992271438241005, 0.05624787509441376, -0.08312978595495224, 0.1897122859954834, -0.12280020862817764, -0.05506770685315132, 0.025862306356430054, -0.026287034153938293, -0.17377223074436188, -0.07131417840719223, 0.10765848308801651, -0.0037613052409142256, 0.15425913035869598, -0.05586889386177063, 0.21722936630249023, -0.12325292825698853, 0.1102873682975769, 0.2077755481004715, -0.2916277050971985, -0.015053223818540573, 0.12354274839162827, 0.019647648558020592, 0.08708691596984863, 0.020811542868614197, 0.00035431855940259993, 0.05225815251469612, 0.04839892312884331, -0.11511798948049545, -0.07653752714395523, -0.07046888768672943, 0.01669313572347164, -0.13457441329956055, -0.045988261699676514, 0.2916930019855499, 0.026713164523243904, -0.039762064814567566, 0.002458547940477729, -0.04776619002223015, -0.020823534578084946, -0.03407920524477959, 0.033958449959754944, 0.014507048763334751, -0.003966484684497118, -0.02788473851978779, -0.01222731452435255, -0.1077054962515831, -0.07230277359485626, -0.1576189547777176, 0.27053943276405334, 0.06897539645433426, 0.031511154025793076, -0.009612105786800385, 0.09310787916183472, -0.036317791789770126, -0.11588902026414871, -0.033737245947122574, -0.037702515721321106, 0.02750491537153721, 0.04925774037837982, -0.08883737772703171, -0.111383356153965, 0.12612441182136536, 0.11728616803884506, -0.10778934508562088, 0.03373323753476143, -0.014018981717526913, 0.07335180044174194, -0.029179438948631287, 0.18702282011508942, -0.09496214985847473, -0.034288328140974045, 0.004333756398409605, -0.02897174097597599, 0.046177372336387634, 0.05148749426007271, -0.11614426970481873, -0.12146427482366562, 0.019102083519101143, 0.06565398722887039, 0.02488812617957592, 0.09553510695695877, -0.04804421588778496, -0.040194686502218246, 0.1169361099600792, -0.09544610977172852, -0.012398428283631802, 0.032680612057447433, -0.05337265133857727, 0.1272997409105301, 0.03963141888380051, -0.026189139112830162, -0.12419059127569199, 0.026275387033820152, -0.01852908730506897, 0.01325790211558342, -0.05508331581950188, -0.15407435595989227, 0.07165063917636871, -0.0178438201546669, 0.025020217522978783, -0.17565403878688812, -0.11687669157981873, -0.039624642580747604, 0.005157838109880686, 0.01706422120332718, 0.017475483939051628, -0.034491512924432755, -0.07412571460008621, 0.013375864364206791, -0.040726613253355026, -0.0701247975230217, -0.09736558794975281, 0.07239139825105667, -0.020270736888051033, 0.04606245830655098, -0.08721265196800232, 0.04779116436839104, -0.173592209815979, -0.07425325363874435, -0.1860818862915039, 0.07875829935073853, -0.14819331467151642, 0.05561535432934761, -0.08045312017202377, -0.08264986425638199, -0.03190264478325844, 0.07108276337385178, 0.04646405577659607, 0.1675182729959488, -0.12896223366260529, -0.0808330550789833, 0.18194371461868286, -0.1207607164978981, -0.10036277770996094, 0.1149473562836647, 0.0193825364112854, -0.04908187687397003, 0.11243030428886414, 0.1234305202960968, 0.07951825857162476, -0.08607552200555801, -0.04558328911662102, 0.07034757733345032, -0.05408194661140442, -0.08925057202577591, 0.11787233501672745, -0.08208785206079483, -0.07748156785964966, 0.059859950095415115, -0.1546276956796646, 0.0920301303267479, -0.01735599897801876, -0.021884210407733917, -0.03181448206305504, -0.031240208074450493, 0.05120369791984558, 0.05258789658546448, 0.04996216669678688, -0.14497555792331696, -0.08572974801063538, 0.07788416743278503, 0.11297111958265305, -0.053423743695020676, 0.04387815669178963, -0.01926148124039173, 0.07242165505886078, -0.06341937184333801, 0.056723665446043015, -0.13065390288829803, -0.017305005341768265, 0.005139195825904608, -0.03558719530701637, 0.10643429309129715, 0.07091840356588364, 0.06087255850434303, -0.05592253804206848, -0.05286134406924248, -0.04880842939019203, -0.009902247227728367, -0.03041636385023594, -0.028683627024292946, -0.17661786079406738, 0.03434004262089729, 0.005064066965132952, -0.03340637683868408, -0.03536156192421913, 0.01116939727216959, 0.05862514674663544, 0.10188887268304825, -0.04347939416766167, 0.08638735860586166, -0.016480959951877594, 0.07298114150762558, -0.06192818284034729, 0.011194483377039433, 0.027177719399333, -0.034654222428798676, -0.12782947719097137, 0.17109282314777374, -0.031726572662591934, 0.10902119427919388, 0.24889971315860748, -0.07680831104516983, 0.005278007593005896, 0.0843406617641449, -0.019627513363957405, 0.00868630688637495, 0.06159566715359688, -0.04398755356669426, 0.014155343174934387, 0.0026497123762965202, 0.09058049321174622, -0.11933526396751404, -0.012629798613488674, -0.02598879672586918, -0.04041968286037445, -0.05740666389465332, 0.1833658069372177, 0.023437486961483955, -0.08005788177251816, 0.14176012575626373, 0.12211960554122925, -0.09792650490999222, 0.21177028119564056, -0.08310878276824951, -0.09959276765584946, 0.06972494721412659, 0.02240891195833683, -0.037511806935071945, 0.11113929748535156, -0.1216457188129425, 0.014480353333055973, 0.062626414000988, 0.05727408826351166, 0.04708413407206535, -0.10964492708444595, -0.020288679748773575, -0.029256103560328484, -0.12157342582941055, -0.09577722102403641, 0.0726722851395607, 0.022358400747179985, 0.09097522497177124, -0.03717783838510513, -0.012534241192042828, 0.01790820062160492, -0.01664603501558304, -0.1266658902168274, 0.19561199843883514, -0.15448042750358582, -0.19402392208576202, -0.14973331987857819, 0.09105586260557175, -0.14972098171710968, 0.00601864093914628, 0.1069626733660698, -0.1422329992055893, -0.059524934738874435, -0.04843110963702202, 0.17958861589431763, -0.018299896270036697, -0.01650887541472912, -0.12701848149299622, 0.04164137318730354, 0.0012284312397241592, -0.1437373161315918, -0.03692423179745674, -0.037658464163541794, 0.00996485073119402, 0.06669516861438751, -0.12542542815208435, 0.11091414839029312, 0.08780055493116379, -0.03435071185231209, 0.019989410415291786, -0.037027958780527115, 0.157719686627388, -0.08722493052482605, -0.003938375040888786, 0.12919916212558746, 0.07362305372953415, 0.006719762459397316, 0.11706618219614029, 0.0014932496706023812, -0.006199795752763748, 0.049397632479667664, -0.0036110070068389177, -0.006905925925821066, -0.2949617803096771, -0.14765779674053192, -0.07168040424585342, 0.08297296613454819, -0.005602675024420023, 0.04580261930823326, -0.042078837752342224, 0.09068816900253296, -0.08686232566833496, -0.03251171484589577, 0.024693379178643227, 0.07736310362815857, 0.20974034070968628, 0.01704556494951248, 0.1233893632888794, -0.13616281747817993, -0.055747419595718384, 0.12390349060297012, -0.024511011317372322, 0.08804100751876831, -0.013648717664182186, 0.07974234223365784, 0.04882550612092018, 0.1324852854013443, 0.030303193256258965, 0.12596748769283295, 0.07554461807012558, -0.007547836750745773, 0.007341904100030661, -0.08422994613647461, 0.006933172699064016, 0.039106372743844986, 0.03207824006676674, -0.0330980084836483, -0.0995292067527771, -0.06935795396566391, 0.12004739046096802, 0.12085423618555069, 0.04468163847923279, -0.201787069439888, -0.08230527490377426, 0.013883225619792938, 0.006715794559568167, -0.004709617700427771, 0.052079323679208755, -0.038135286420583725, -0.10827942937612534, 0.11090298742055893, 0.041307482868433, 0.10629598051309586, 0.01912742294371128, 0.01925942674279213, -0.03472006693482399, 0.025073790922760963, -0.005275969859212637, 0.12123086303472519, -0.3502369821071625, 0.24084067344665527, 0.00023983558639883995, 0.018423067405819893, -0.047067370265722275, -0.029004352167248726, 0.06372890621423721, 0.12789008021354675, 0.06263669580221176, 0.023933270946145058, -0.06481141597032547, -0.06367310136556625, -0.003846263512969017, 0.058042820543050766, 0.04372294619679451, 0.034663815051317215, 0.08304285258054733, 0.00031627793214283884, 0.004532497376203537, -0.01994463987648487, 0.023670682683587074, -0.17136071622371674, -0.027998462319374084, -0.012347775511443615, 0.08296132832765579, 0.040197912603616714, -0.03206343576312065, -0.10293377190828323, -0.14022769033908844, 0.13773976266384125, -0.07699137926101685, -0.1429465264081955, -0.08775120973587036, -0.008739645592868328, 0.17797218263149261, -0.14266927540302277, -0.013165784068405628, -0.05307185649871826, -0.027247151359915733, -0.02330213040113449, -0.16153420507907867, 0.08354267477989197, -0.07947898656129837, -0.12463585287332535, 0.03333907946944237, 0.14241866767406464, -0.016085945069789886, 0.059240538626909256, -0.031028231605887413, 0.0007668070611543953, -0.046961065381765366, -0.10889703780412674, -0.05013147369027138, -0.008907926268875599, 0.03282393142580986, 0.20408184826374054, -0.08472415059804916, -0.12864752113819122, -0.061062391847372055, -0.0353996567428112, 0.1317598670721054, 0.1894204467535019, -0.06321492046117783, -0.007152319420129061, 0.12575627863407135, -0.041280150413513184, -0.29363733530044556, 0.011696414090692997, -0.030810849741101265, 0.03665388002991676, -0.014999502338469028, -0.11684497445821762, 0.06541132181882858, 0.01556542981415987, -0.022423155605793, 0.055133238434791565, -0.17847763001918793, -0.13394427299499512, 0.19239628314971924, 0.04049205407500267, 0.23935283720493317, -0.13176590204238892, -0.025778189301490784, -0.09946394711732864, -0.2288149744272232, 0.02212412655353546, -0.0895032212138176, 0.09018698334693909, -0.03492818400263786, 0.05060951039195061, 0.030351385474205017, -0.024145588278770447, 0.14167383313179016, 0.05852791294455528, 0.02901131473481655, -0.07060813158750534, 0.06663040071725845, 0.08772920817136765, 0.022439787164330482, 0.20184099674224854, -0.10182130336761475, 0.05058084428310394, -0.10988715291023254, -0.028090568259358406, -0.0896584764122963, 0.07611770182847977, -0.008848464116454124, -0.02468045987188816, -0.11029311269521713, 0.02105657570064068, 0.005584722850471735, 0.011523275636136532, 0.20117628574371338, -0.0447307825088501, -0.01954667828977108, 0.05292976275086403, 0.11312645673751831, -0.009247581474483013, 0.010260994546115398, 0.04110503941774368, -0.056349679827690125, 0.07591863721609116, -0.12847168743610382, 0.028367014601826668, 0.1510818749666214, -0.04084988310933113, 0.02357947640120983, 0.04465605691075325, -0.10761076956987381, -0.027583330869674683, 0.10023599863052368, -0.10943740606307983, -0.06013816222548485, -0.03750523924827576, -0.24974186718463898, 0.015534956008195877, 0.06801807135343552, 0.14341525733470917, -0.057623934000730515, -0.004733767360448837, -0.006189099047333002, -0.03880120813846588, -0.09351062029600143, 0.14112019538879395, 0.07026585936546326, -0.015983616933226585, -0.11258205026388168, 0.13605697453022003, -0.01623021624982357, -0.1158088743686676, 0.026776866987347603, 0.08812164515256882, -0.1321655511856079, -0.1196369007229805, 0.07803349941968918, 0.07011072337627411, -0.2027464658021927, -0.10729062557220459, -0.13758765161037445, -0.11680348962545395, 0.045764047652482986, 0.07735342532396317, 0.1462065428495407, 0.030613945797085762, 0.03289016708731651, -0.01805318333208561, -0.00881918054074049, 0.08125411719083786, 0.10277878493070602, 0.03649546578526497, -0.13069824874401093, 0.03119855560362339, 0.001389324781484902, 0.09327369928359985, -0.03536847606301308, 0.03673858568072319, -0.10601761937141418, 0.02565448172390461, -0.23576317727565765, -0.048310279846191406, -0.06363179534673691, -0.035729680210351944, -0.018468394875526428, -0.10788169503211975, -0.03897485509514809, 0.03847968950867653, -0.1048601046204567, -0.034871529787778854, -0.014069534838199615, 0.07665445655584335, -0.11877938359975815, -0.009155165404081345, 0.05723853036761284, -0.02254013903439045, 0.07831013947725296, 0.13351769745349884, -0.022293634712696075, 0.11721884459257126, -0.07610270380973816, 0.008321788161993027, 0.03102121688425541, 0.04603703320026398, 0.03445855528116226, 0.041119787842035294, 0.02512604556977749, 0.10003777593374252, 0.09060216695070267, 0.060685571283102036, 0.09117409586906433, -0.11041519045829773, 0.012752859853208065, -0.07589991390705109, -0.06382647156715393, -0.035567235201597214, 0.04234611988067627, 0.08580493927001953, 0.09164544194936752, 0.19326424598693848, -0.09805165976285934, -0.002801379421725869, -0.10719167441129684, 0.027271440252661705, -0.022502927109599113, -0.08379501104354858, -0.1403847336769104, -0.03527510166168213, 0.05450215935707092, -0.026421988382935524, 0.20670755207538605, 0.03482099995017052, 0.061821017414331436, 0.04299330338835716, 0.02121674083173275, 0.11194097250699997, 0.009991731494665146, 0.19220054149627686, -0.01980549655854702, -0.006024610251188278, -0.09646109491586685, 0.029983995482325554, 0.0484696626663208, -0.08100156486034393, 0.09718791395425797, 0.19118814170360565, 0.10652387142181396, 0.14371590316295624, 0.03131556138396263, 0.04092080146074295, -0.03962605074048042, -0.15095123648643494, 0.03293226286768913, 0.03390955924987793, 0.022351248189806938, 0.18970592319965363, 0.160079225897789, -0.13408297300338745, 0.05501742288470268, 0.007118995767086744, -0.026993518695235252, -0.12592370808124542, -0.11407077312469482, -0.10758503526449203, -0.2496316283941269, 0.014217190444469452, -0.10812109708786011, -0.05371137335896492, 0.05089901387691498, 0.060287173837423325, -0.07467173784971237, 0.11764547973871231, -0.035170990973711014, -0.124321848154068, 0.08083518594503403, -0.031844884157180786, 0.013644389808177948, 0.10769947618246078, -0.030587056651711464, 0.049334924668073654, -0.04920758306980133, 0.000124135403893888, 0.06938139349222183, -0.10672522336244583, 0.040701307356357574, -0.07006579637527466, -0.06759346276521683, -0.03300691023468971, 0.09781485050916672, 0.05900704860687256, 0.23987525701522827, 0.06259623169898987, -0.007239076774567366, -0.005355336237698793, 0.14123393595218658, -0.027585668489336967, -0.15204854309558868, -0.0837225690484047, 0.1917801946401596, 0.07802537083625793, 0.06821984052658081, 0.010567433200776577, -0.12380918115377426, -0.06622035056352615, 0.24202241003513336, 0.28199663758277893, -0.013478265143930912, 0.006117159500718117, 0.02084979973733425, 0.011306583881378174, 0.05701607093214989, 0.06708518415689468, 0.10684242099523544, 0.1807214766740799, -0.04384145140647888, -0.030407384037971497, -0.09672453254461288, 0.005034671165049076, -0.09455867856740952, 0.02656346559524536, 0.01887831650674343, -0.1666942685842514, -0.011415611021220684, 0.10894784331321716, -0.10300038009881973, 0.0047341566532850266, -0.01877971552312374, -0.10337277501821518, -0.03733322024345398, -0.03204676881432533, 0.06370147317647934, 0.10845082998275757, 0.025633350014686584, -0.058103930205106735, -0.00847222376614809, 0.0533771812915802, -0.008255484513938427, -0.15206919610500336, -0.10002397745847702, 0.042635876685380936, -0.02199544571340084, 0.0742332935333252, -0.009810726158320904, 0.1596859097480774, 0.10153653472661972, 0.06932312250137329, -0.04942479357123375, 0.09214024990797043, 0.0316578634083271, -0.046964436769485474, 0.0626816526055336, -0.02873161993920803, -0.014353652484714985, 0.005894442554563284, 0.06598164141178131, -0.05818646773695946, 0.0436723567545414, 0.06726933270692825, -0.03741711378097534, -0.1377991884946823, 0.08528828620910645, -0.1524394005537033, 0.053090546280145645, 0.1784779578447342, -0.004470068495720625, -0.023335060104727745, -0.06601429730653763, 0.022617995738983154, 0.03158418834209442, -0.03806314989924431, 0.0020371130667626858, -0.09708336740732193, -0.007510590832680464, 0.025484472513198853, 0.04371627792716026, -0.2062714546918869, 0.007436063140630722, -0.0772925317287445, -0.015118442475795746, -0.05523393675684929, 0.09185122698545456, 0.04902031645178795, -0.0007288060151040554, -0.0019262783462181687, -0.1111275851726532, 0.028102537617087364, 0.08754026889801025, -0.17642289400100708, -0.12022906541824341 ]
null
null
transformers
### deu-vie * source group: German * target group: Vietnamese * OPUS readme: [deu-vie](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-vie/README.md) * model: transformer-align * source language(s): deu * target language(s): vie * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-vie/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-vie/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-vie/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.deu.vie | 25.0 | 0.443 | ### System Info: - hf_name: deu-vie - source_languages: deu - target_languages: vie - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-vie/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['de', 'vi'] - src_constituents: {'deu'} - tgt_constituents: {'vie', 'vie_Hani'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-vie/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-vie/opus-2020-06-17.test.txt - src_alpha3: deu - tgt_alpha3: vie - short_pair: de-vi - chrF2_score: 0.44299999999999995 - bleu: 25.0 - brevity_penalty: 1.0 - ref_len: 3768.0 - src_name: German - tgt_name: Vietnamese - train_date: 2020-06-17 - src_alpha2: de - tgt_alpha2: vi - prefer_old: False - long_pair: deu-vie - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["de", "vi"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-de-vi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "de", "vi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "de", "vi" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #de #vi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### deu-vie * source group: German * target group: Vietnamese * OPUS readme: deu-vie * model: transformer-align * source language(s): deu * target language(s): vie * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 25.0, chr-F: 0.443 ### System Info: * hf\_name: deu-vie * source\_languages: deu * target\_languages: vie * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['de', 'vi'] * src\_constituents: {'deu'} * tgt\_constituents: {'vie', 'vie\_Hani'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: deu * tgt\_alpha3: vie * short\_pair: de-vi * chrF2\_score: 0.44299999999999995 * bleu: 25.0 * brevity\_penalty: 1.0 * ref\_len: 3768.0 * src\_name: German * tgt\_name: Vietnamese * train\_date: 2020-06-17 * src\_alpha2: de * tgt\_alpha2: vi * prefer\_old: False * long\_pair: deu-vie * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### deu-vie\n\n\n* source group: German\n* target group: Vietnamese\n* OPUS readme: deu-vie\n* model: transformer-align\n* source language(s): deu\n* target language(s): vie\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.0, chr-F: 0.443", "### System Info:\n\n\n* hf\\_name: deu-vie\n* source\\_languages: deu\n* target\\_languages: vie\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['de', 'vi']\n* src\\_constituents: {'deu'}\n* tgt\\_constituents: {'vie', 'vie\\_Hani'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: deu\n* tgt\\_alpha3: vie\n* short\\_pair: de-vi\n* chrF2\\_score: 0.44299999999999995\n* bleu: 25.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 3768.0\n* src\\_name: German\n* tgt\\_name: Vietnamese\n* train\\_date: 2020-06-17\n* src\\_alpha2: de\n* tgt\\_alpha2: vi\n* prefer\\_old: False\n* long\\_pair: deu-vie\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #vi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### deu-vie\n\n\n* source group: German\n* target group: Vietnamese\n* OPUS readme: deu-vie\n* model: transformer-align\n* source language(s): deu\n* target language(s): vie\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.0, chr-F: 0.443", "### System Info:\n\n\n* hf\\_name: deu-vie\n* source\\_languages: deu\n* target\\_languages: vie\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['de', 'vi']\n* src\\_constituents: {'deu'}\n* tgt\\_constituents: {'vie', 'vie\\_Hani'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: deu\n* tgt\\_alpha3: vie\n* short\\_pair: de-vi\n* chrF2\\_score: 0.44299999999999995\n* bleu: 25.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 3768.0\n* src\\_name: German\n* tgt\\_name: Vietnamese\n* train\\_date: 2020-06-17\n* src\\_alpha2: de\n* tgt\\_alpha2: vi\n* prefer\\_old: False\n* long\\_pair: deu-vie\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 124, 406 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #de #vi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### deu-vie\n\n\n* source group: German\n* target group: Vietnamese\n* OPUS readme: deu-vie\n* model: transformer-align\n* source language(s): deu\n* target language(s): vie\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.0, chr-F: 0.443" ]
[ -0.08773621171712875, 0.05565773323178291, -0.002775253728032112, 0.05348989740014076, 0.0988762155175209, 0.0007981840753927827, 0.06875520199537277, 0.11100378632545471, -0.032777898013591766, 0.013067061081528664, 0.10127105563879013, 0.08560146391391754, 0.04195883497595787, 0.12286524474620819, -0.021745096892118454, -0.20331230759620667, 0.09334563463926315, 0.06407269090414047, -0.0660373643040657, 0.10020067542791367, 0.10566578060388565, -0.038268208503723145, 0.14458896219730377, -0.011103255674242973, -0.011000091210007668, 0.10242323577404022, -0.028424108400940895, -0.0530409999191761, 0.07876396924257278, 0.03524462506175041, 0.04611746966838837, 0.06533108651638031, -0.008310668170452118, -0.1590549498796463, 0.012964642606675625, 0.021449757739901543, -0.07581356167793274, -0.004505694378167391, 0.011392912827432156, -0.04681744799017906, 0.166625514626503, -0.11303446441888809, -0.029513943940401077, 0.030805230140686035, -0.048049043864011765, -0.17836037278175354, -0.08687689155340195, 0.052837710827589035, 0.004389598034322262, 0.12870143353939056, -0.041260119527578354, 0.21920804679393768, -0.15304911136627197, 0.08382860571146011, 0.2001887857913971, -0.3041667342185974, -0.022251015529036522, 0.13841776549816132, 0.09565310925245285, 0.05211006477475166, -0.021308066323399544, 0.006820913404226303, 0.08446936309337616, 0.0480332188308239, -0.06612127274274826, -0.11951377242803574, -0.003597606671974063, 0.01797189749777317, -0.12502510845661163, -0.005933969747275114, 0.28121626377105713, 0.033905886113643646, -0.06242871284484863, 0.010521190240979195, -0.05903153121471405, -0.02057533524930477, -0.03809363394975662, -0.030078688636422157, 0.058601364493370056, -0.0013957765186205506, 0.057946816086769104, -0.005155929364264011, -0.07926452904939651, -0.09035775810480118, -0.12284716963768005, 0.12944556772708893, 0.055903851985931396, -0.018008723855018616, -0.05242561176419258, 0.05496732518076897, -0.09190277010202408, -0.11860416829586029, -0.0659959614276886, -0.05676797404885292, 0.015019611455500126, 0.04121864587068558, -0.06959238648414612, -0.11578024923801422, 0.11517088860273361, 0.12361353635787964, -0.08529950678348541, 0.06515616178512573, -0.07548020035028458, 0.031022243201732635, -0.022842615842819214, 0.22145730257034302, -0.09623617678880692, -0.07227344810962677, 0.016461897641420364, 0.009977991692721844, 0.03833390399813652, 0.04678061604499817, -0.10123685747385025, -0.08117597550153732, 0.022374603897333145, 0.05115910619497299, -0.008911690674722195, 0.08549527823925018, -0.05170297250151634, -0.044183261692523956, 0.13447925448417664, -0.09300367534160614, -0.004779082257300615, 0.044547028839588165, -0.02443639375269413, 0.15547965466976166, 0.05041774362325668, -0.017541278153657913, -0.10906375199556351, 0.016014661639928818, -0.04418770596385002, -0.02420412376523018, -0.06887775659561157, -0.14363087713718414, 0.05597114562988281, -0.04308566823601723, 0.010358717292547226, -0.1406533122062683, -0.10529486835002899, -0.05399903282523155, 0.021642649546265602, -0.0029282053001224995, -0.009499950334429741, -0.04274473711848259, -0.07914523780345917, 0.01406912412494421, -0.0034578212071210146, -0.08188526332378387, -0.07820413261651993, 0.05429256334900856, 0.012406086549162865, 0.06978201121091843, -0.04666513577103615, 0.07054873555898666, -0.12179005146026611, -0.006124512292444706, -0.1897324025630951, 0.054549627006053925, -0.13535389304161072, 0.05798224359750748, -0.08284541219472885, -0.10434578359127045, -0.03520392253994942, 0.052796632051467896, 0.04352404922246933, 0.17141690850257874, -0.15697504580020905, -0.06400024890899658, 0.20053116977214813, -0.13721105456352234, -0.12229719758033752, 0.1441560983657837, 0.02854037843644619, -0.06258463114500046, 0.07267472892999649, 0.1607995182275772, 0.057118188589811325, -0.13826718926429749, 0.022160286083817482, 0.08456525951623917, -0.004687244072556496, -0.05732613056898117, 0.12306512892246246, -0.041772499680519104, -0.12111065536737442, 0.034950222820043564, -0.15742839872837067, 0.04872996360063553, -0.00270381523296237, -0.026418929919600487, -0.027420079335570335, -0.03200113773345947, 0.0744650587439537, 0.03976929560303688, 0.042906489223241806, -0.09182752668857574, -0.06250898540019989, 0.0736328735947609, 0.12891089916229248, -0.04641875624656677, 0.019873008131980896, -0.0506938137114048, 0.08292119204998016, -0.037581101059913635, 0.0599360391497612, -0.08242272585630417, 0.0247037373483181, 0.03770685940980911, -0.03573732078075409, 0.0582238994538784, 0.09989107400178909, 0.04258367419242859, -0.03717777878046036, -0.04340256750583649, -0.04080967605113983, -0.02649892121553421, -0.0014849248109385371, -0.002174379536882043, -0.16202415525913239, 0.04519489407539368, -0.012636355124413967, -0.013669327832758427, -0.09273751825094223, 0.0029594753868877888, 0.09136872738599777, 0.07739328593015671, -0.0223971176892519, 0.08628159016370773, 0.001573042245581746, 0.06616321951150894, -0.04811304435133934, -0.002407873049378395, 0.00984325259923935, -0.011209821328520775, -0.07386381924152374, 0.18317081034183502, -0.03248077630996704, 0.1744207888841629, 0.21984446048736572, -0.09456676989793777, -0.016560116782784462, 0.0807662159204483, -0.0025028930976986885, -0.01196436770260334, 0.05107411742210388, -0.034360118210315704, 0.01209515891969204, -0.002524780109524727, 0.1448451727628708, -0.1312054842710495, 0.006818280089646578, -0.010494296438992023, -0.025547292083501816, -0.047605741769075394, 0.1651056557893753, 0.06427623331546783, -0.07444288581609726, 0.14767998456954956, 0.17302314937114716, -0.10177358239889145, 0.15888141095638275, -0.055118005722761154, -0.058501217514276505, 0.032308246940374374, 0.05717930570244789, -0.02368575893342495, 0.09987252205610275, -0.19590206444263458, 0.004918534774333239, 0.03865142911672592, 0.06631151586771011, 0.03345460817217827, -0.10657472163438797, -0.029284030199050903, 0.00018595971050672233, -0.0759366825222969, -0.04368039220571518, 0.08091233670711517, 0.011439455673098564, 0.07987939566373825, -0.00406400253996253, -0.03900986164808273, -0.0010839586611837149, -0.013919206336140633, -0.11978334933519363, 0.23273253440856934, -0.13529200851917267, -0.2778615951538086, -0.09937096387147903, 0.05682407692074776, -0.1530638337135315, 0.014931834302842617, 0.09967326372861862, -0.1648070067167282, -0.07581637054681778, -0.05209677666425705, 0.11483243852853775, -0.0055628190748393536, -0.00919701810926199, -0.0651669055223465, 0.020295824855566025, 0.018626006320118904, -0.13851889967918396, -0.045712485909461975, -0.039499081671237946, -0.029942991212010384, 0.033798959106206894, -0.13108018040657043, 0.10778743773698807, 0.11068332940340042, -0.017300905659794807, 0.0142105333507061, -0.010805238038301468, 0.17406290769577026, -0.07809904217720032, 0.0074647474102675915, 0.18128108978271484, 0.07312579452991486, 0.03036324493587017, 0.09919203817844391, -0.01456921175122261, -0.04862375557422638, 0.065620556473732, 0.042292334139347076, -0.005883772391825914, -0.2582889497280121, -0.11303842067718506, -0.10098381340503693, 0.06245614215731621, 0.013683035038411617, 0.052702728658914566, 0.008742778562009335, 0.07226002216339111, -0.03808940574526787, 0.07600080221891403, 0.010236981324851513, 0.06632480770349503, 0.2684438228607178, -0.015312795527279377, 0.10176721960306168, -0.12004649639129639, -0.0785033330321312, 0.11426392942667007, 0.04042600840330124, 0.0366884283721447, 0.010144044645130634, 0.08991473913192749, 0.08162067830562592, 0.12812760472297668, 0.032432977110147476, 0.06905179470777512, -0.023368459194898605, -0.023423947393894196, -0.03514241799712181, -0.09318318217992783, 0.006571666803210974, 0.05286909639835358, -0.00839240662753582, -0.03968947380781174, -0.09497815370559692, -0.027790851891040802, 0.11516018956899643, 0.11379751563072205, 0.06473735719919205, -0.19953200221061707, -0.038993678987026215, 0.03285664692521095, 0.030986623838543892, -0.010469740256667137, 0.08230254054069519, 0.0018061107257381082, -0.11079882085323334, 0.13193689286708832, 0.04212731122970581, 0.11748203635215759, -0.003364556934684515, 0.041805852204561234, -0.005696890875697136, 0.0061937603168189526, 0.02230037935078144, 0.09266869723796844, -0.3565509617328644, 0.21232019364833832, -0.011182568036019802, -0.02297704480588436, -0.04635205492377281, -0.003840418066829443, 0.06169559434056282, 0.19548934698104858, 0.09463176131248474, 0.02461313083767891, 0.03404127433896065, -0.01150831300765276, 0.010259058326482773, 0.047579534351825714, 0.009786385111510754, 0.06322773545980453, 0.02838112786412239, -0.014909581281244755, -0.020933277904987335, -0.020207852125167847, 0.08970808237791061, -0.1632341891527176, -0.01333082839846611, 0.01338034588843584, 0.03584438934922218, 0.03509528189897537, -0.03790126368403435, -0.08151283115148544, -0.15194514393806458, 0.21211650967597961, -0.06702537834644318, -0.061398010700941086, -0.08527090400457382, -0.05668961629271507, 0.11931134760379791, -0.11303012818098068, 0.009284700267016888, -0.074163518846035, -0.008646896108984947, -0.02642248570919037, -0.13163232803344727, 0.1072736531496048, -0.08775278180837631, -0.10004449635744095, 0.00588369881734252, 0.10914400964975357, -0.06409736722707748, 0.04091496393084526, 0.008658049628138542, -0.02222789265215397, -0.02801739051938057, -0.14776313304901123, -0.06902765482664108, -0.003431203542277217, 0.0082193398848176, 0.11073150485754013, -0.10303046554327011, -0.1352841556072235, -0.015280758030712605, -0.02472919039428234, 0.11453539878129959, 0.1742636263370514, -0.047068387269973755, 0.02501620724797249, 0.1556321531534195, -0.06110664829611778, -0.31445077061653137, 0.008697662502527237, -0.0518912710249424, 0.02881351299583912, -0.0050748903304338455, -0.134531632065773, 0.06081768870353699, 0.004682840313762426, -0.02198004350066185, -0.0018295199843123555, -0.22110804915428162, -0.13391408324241638, 0.16365991532802582, 0.0453876331448555, 0.2397572547197342, -0.13472577929496765, -0.04684588685631752, -0.0935768112540245, -0.24591058492660522, 0.04088433459401131, -0.10285520553588867, 0.0687825009226799, -0.030680451542139053, -0.013858824037015438, 0.010581831447780132, -0.02526858262717724, 0.14688469469547272, 0.048427093774080276, 0.03381427004933357, -0.07803540676832199, 0.012868237681686878, 0.05948414281010628, 0.016223009675741196, 0.2061561942100525, -0.10400021076202393, 0.05884560942649841, -0.14188657701015472, -0.028157658874988556, -0.07994189858436584, 0.058880411088466644, -0.019579116255044937, -0.026354260742664337, -0.09019792079925537, 0.05013669654726982, 0.024634474888443947, 0.009080352261662483, 0.15023574233055115, -0.03925500065088272, -0.027327224612236023, 0.08873233199119568, 0.10847136378288269, -0.049640387296676636, 0.03298351168632507, 0.039228085428476334, -0.018337713554501534, 0.09689240157604218, -0.14073587954044342, 0.06296826153993607, 0.1392775923013687, -0.03296147286891937, 0.09668277204036713, 0.041924092918634415, -0.08017083257436752, -0.018461989238858223, 0.08969861268997192, -0.09952282905578613, -0.07128596305847168, -0.04820496216416359, -0.19663405418395996, 0.04471304640173912, 0.09046004712581635, 0.1452724039554596, -0.06063007190823555, -0.016083426773548126, -0.014332117512822151, 0.00012400903506204486, -0.10330461710691452, 0.08410947024822235, 0.05704980343580246, 0.007181168999522924, -0.11034942418336868, 0.10447587817907333, 0.02895924635231495, -0.17285850644111633, 0.030920876190066338, 0.13911041617393494, -0.1111760139465332, -0.11554601788520813, 0.07219534367322922, 0.10647021234035492, -0.13122206926345825, -0.08717767894268036, -0.14481788873672485, -0.12942498922348022, 0.05457036569714546, 0.11596006900072098, 0.1469513475894928, 0.060169342905282974, 0.030312681570649147, -0.04921993240714073, -0.008207617327570915, 0.049816932529211044, 0.0812474936246872, 0.041995882987976074, -0.1360720843076706, -0.046748436987400055, 0.021164849400520325, 0.13766390085220337, -0.04320415481925011, 0.009673906490206718, -0.16402877867221832, 0.0025609706062823534, -0.23963876068592072, -0.002975477371364832, -0.05097324028611183, -0.005594437941908836, -0.02439195103943348, -0.10100740939378738, -0.05523114651441574, 0.05283351615071297, -0.10323119908571243, -0.012500086799263954, -0.011308111250400543, 0.08936557173728943, -0.1361086070537567, -0.007621948141604662, 0.0792408213019371, -0.04426318407058716, 0.07137415558099747, 0.028972730040550232, -0.03398272022604942, 0.06769149750471115, -0.09517712146043777, -0.01686873473227024, 0.033974964171648026, 0.06043243035674095, 0.04056016728281975, -0.01706135831773281, 0.051461901515722275, 0.09210655093193054, 0.06525231152772903, 0.03303854912519455, 0.12057188153266907, -0.12133032828569412, -0.03183668479323387, -0.0887061357498169, -0.11649276316165924, -0.019081003963947296, 0.04998753219842911, 0.08881831169128418, 0.05588122829794884, 0.11852395534515381, -0.07420443743467331, -0.006549486890435219, -0.11610475182533264, 0.0004107863060198724, -0.025651901960372925, -0.0858340859413147, -0.12791278958320618, -0.03887392580509186, 0.05399312078952789, 0.012153212912380695, 0.1854984313249588, 0.04448859393596649, 0.07151654362678528, 0.04713764414191246, -0.01540239155292511, 0.07972318679094315, 0.03434782102704048, 0.13652880489826202, -0.022733893245458603, 0.009119276888668537, -0.11398445814847946, -0.0018725492991507053, 0.04201222211122513, 0.024883562698960304, 0.08747772872447968, 0.1986471563577652, 0.06955006718635559, 0.135663241147995, 0.023890545591711998, 0.03923117741942406, -0.09548790007829666, -0.07045838236808777, -0.024663738906383514, 0.07924746721982956, -0.010575434193015099, 0.10266395658254623, 0.12321724742650986, -0.12504230439662933, 0.06635728478431702, -0.038719289004802704, -0.03367680683732033, -0.1317278891801834, -0.11719358712434769, -0.12470859289169312, -0.24802175164222717, -0.0032080821692943573, -0.10334496200084686, -0.01343806553632021, -0.0014030181337147951, 0.08938535302877426, -0.07428652793169022, 0.15736104547977448, -0.051092617213726044, -0.10341350734233856, 0.08472410589456558, -0.020107926800847054, -0.00033528226776979864, 0.09460051357746124, 0.008495211601257324, 0.046420712023973465, -0.027320992201566696, -0.006595076527446508, 0.051434390246868134, -0.07196122407913208, 0.041177939623594284, -0.04596896469593048, -0.042364850640296936, -0.022413266822695732, 0.03718751668930054, 0.02694610320031643, 0.2209654301404953, 0.05223281681537628, -0.010113025084137917, 0.023296603932976723, 0.10285715758800507, -0.03090548887848854, -0.1410827934741974, -0.13609462976455688, 0.21068915724754333, 0.07247236371040344, 0.0808904692530632, -0.012952769175171852, -0.06940767168998718, -0.05753921717405319, 0.28706157207489014, 0.23739099502563477, -0.04429129883646965, 0.0022499551996588707, 0.03619270771741867, 0.020431898534297943, 0.06313350051641464, 0.06126180291175842, 0.13121327757835388, 0.2160855382680893, -0.04512429237365723, -0.04914097487926483, -0.08565652370452881, -0.029025468975305557, -0.047977689653635025, 0.028249019756913185, 0.04840945079922676, -0.10730563849210739, -0.00517292320728302, 0.09837057441473007, -0.07256344705820084, 0.0029231442604213953, 0.0251395832747221, -0.14975203573703766, -0.0594467893242836, -0.05222567170858383, 0.057445742189884186, 0.06391913443803787, 0.0036668896209448576, -0.03316356614232063, -0.023004138842225075, 0.10762991011142731, -0.010463139042258263, -0.10381566733121872, -0.12695689499378204, 0.0662020742893219, -0.02619911916553974, 0.09732995182275772, -0.013683205470442772, 0.09208511561155319, 0.09655709564685822, 0.061643097549676895, -0.03912925347685814, 0.0872589573264122, 0.03406350687146187, -0.04957478120923042, 0.014751709066331387, -0.030167164281010628, -0.023979879915714264, 0.058965325355529785, 0.024089060723781586, -0.042907971888780594, 0.044069476425647736, 0.024288702756166458, -0.051590122282505035, -0.11849301308393478, 0.08810583502054214, -0.1592242270708084, 0.07132772356271744, 0.17899645864963531, -0.0018946746131405234, -0.001931006321683526, -0.08671224862337112, 0.05275781452655792, -0.01835959404706955, -0.07189497351646423, 0.004782611969858408, -0.11353529244661331, 0.0349915586411953, -0.0016969707794487476, 0.06501340866088867, -0.20452119410037994, -0.015675343573093414, -0.06512181460857391, 0.026466945186257362, -0.08038979768753052, 0.08265946805477142, 0.014382988214492798, 0.011702814139425755, -0.02751067280769348, -0.16677765548229218, 0.008252226747572422, 0.0825655609369278, -0.13271230459213257, -0.11821185052394867 ]
null
null
transformers
### dra-eng * source group: Dravidian languages * target group: English * OPUS readme: [dra-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/dra-eng/README.md) * model: transformer * source language(s): kan mal tam tel * target language(s): eng * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus2m-2020-07-31.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/dra-eng/opus2m-2020-07-31.zip) * test set translations: [opus2m-2020-07-31.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/dra-eng/opus2m-2020-07-31.test.txt) * test set scores: [opus2m-2020-07-31.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/dra-eng/opus2m-2020-07-31.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.kan-eng.kan.eng | 9.1 | 0.312 | | Tatoeba-test.mal-eng.mal.eng | 42.0 | 0.584 | | Tatoeba-test.multi.eng | 30.0 | 0.493 | | Tatoeba-test.tam-eng.tam.eng | 30.2 | 0.467 | | Tatoeba-test.tel-eng.tel.eng | 15.9 | 0.378 | ### System Info: - hf_name: dra-eng - source_languages: dra - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/dra-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ta', 'kn', 'ml', 'te', 'dra', 'en'] - src_constituents: {'tam', 'kan', 'mal', 'tel'} - tgt_constituents: {'eng'} - src_multilingual: True - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/dra-eng/opus2m-2020-07-31.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/dra-eng/opus2m-2020-07-31.test.txt - src_alpha3: dra - tgt_alpha3: eng - short_pair: dra-en - chrF2_score: 0.493 - bleu: 30.0 - brevity_penalty: 1.0 - ref_len: 10641.0 - src_name: Dravidian languages - tgt_name: English - train_date: 2020-07-31 - src_alpha2: dra - tgt_alpha2: en - prefer_old: False - long_pair: dra-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["ta", "kn", "ml", "te", "dra", "en"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-dra-en
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ta", "kn", "ml", "te", "dra", "en", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "ta", "kn", "ml", "te", "dra", "en" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ta #kn #ml #te #dra #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### dra-eng * source group: Dravidian languages * target group: English * OPUS readme: dra-eng * model: transformer * source language(s): kan mal tam tel * target language(s): eng * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 9.1, chr-F: 0.312 testset: URL, BLEU: 42.0, chr-F: 0.584 testset: URL, BLEU: 30.0, chr-F: 0.493 testset: URL, BLEU: 30.2, chr-F: 0.467 testset: URL, BLEU: 15.9, chr-F: 0.378 ### System Info: * hf\_name: dra-eng * source\_languages: dra * target\_languages: eng * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['ta', 'kn', 'ml', 'te', 'dra', 'en'] * src\_constituents: {'tam', 'kan', 'mal', 'tel'} * tgt\_constituents: {'eng'} * src\_multilingual: True * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: dra * tgt\_alpha3: eng * short\_pair: dra-en * chrF2\_score: 0.493 * bleu: 30.0 * brevity\_penalty: 1.0 * ref\_len: 10641.0 * src\_name: Dravidian languages * tgt\_name: English * train\_date: 2020-07-31 * src\_alpha2: dra * tgt\_alpha2: en * prefer\_old: False * long\_pair: dra-eng * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### dra-eng\n\n\n* source group: Dravidian languages\n* target group: English\n* OPUS readme: dra-eng\n* model: transformer\n* source language(s): kan mal tam tel\n* target language(s): eng\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 9.1, chr-F: 0.312\ntestset: URL, BLEU: 42.0, chr-F: 0.584\ntestset: URL, BLEU: 30.0, chr-F: 0.493\ntestset: URL, BLEU: 30.2, chr-F: 0.467\ntestset: URL, BLEU: 15.9, chr-F: 0.378", "### System Info:\n\n\n* hf\\_name: dra-eng\n* source\\_languages: dra\n* target\\_languages: eng\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['ta', 'kn', 'ml', 'te', 'dra', 'en']\n* src\\_constituents: {'tam', 'kan', 'mal', 'tel'}\n* tgt\\_constituents: {'eng'}\n* src\\_multilingual: True\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: dra\n* tgt\\_alpha3: eng\n* short\\_pair: dra-en\n* chrF2\\_score: 0.493\n* bleu: 30.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 10641.0\n* src\\_name: Dravidian languages\n* tgt\\_name: English\n* train\\_date: 2020-07-31\n* src\\_alpha2: dra\n* tgt\\_alpha2: en\n* prefer\\_old: False\n* long\\_pair: dra-eng\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ta #kn #ml #te #dra #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### dra-eng\n\n\n* source group: Dravidian languages\n* target group: English\n* OPUS readme: dra-eng\n* model: transformer\n* source language(s): kan mal tam tel\n* target language(s): eng\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 9.1, chr-F: 0.312\ntestset: URL, BLEU: 42.0, chr-F: 0.584\ntestset: URL, BLEU: 30.0, chr-F: 0.493\ntestset: URL, BLEU: 30.2, chr-F: 0.467\ntestset: URL, BLEU: 15.9, chr-F: 0.378", "### System Info:\n\n\n* hf\\_name: dra-eng\n* source\\_languages: dra\n* target\\_languages: eng\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['ta', 'kn', 'ml', 'te', 'dra', 'en']\n* src\\_constituents: {'tam', 'kan', 'mal', 'tel'}\n* tgt\\_constituents: {'eng'}\n* src\\_multilingual: True\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: dra\n* tgt\\_alpha3: eng\n* short\\_pair: dra-en\n* chrF2\\_score: 0.493\n* bleu: 30.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 10641.0\n* src\\_name: Dravidian languages\n* tgt\\_name: English\n* train\\_date: 2020-07-31\n* src\\_alpha2: dra\n* tgt\\_alpha2: en\n* prefer\\_old: False\n* long\\_pair: dra-eng\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 69, 193, 417 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ta #kn #ml #te #dra #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### dra-eng\n\n\n* source group: Dravidian languages\n* target group: English\n* OPUS readme: dra-eng\n* model: transformer\n* source language(s): kan mal tam tel\n* target language(s): eng\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 9.1, chr-F: 0.312\ntestset: URL, BLEU: 42.0, chr-F: 0.584\ntestset: URL, BLEU: 30.0, chr-F: 0.493\ntestset: URL, BLEU: 30.2, chr-F: 0.467\ntestset: URL, BLEU: 15.9, chr-F: 0.378" ]
[ -0.14369329810142517, 0.08815145492553711, -0.005096763372421265, 0.04695527255535126, 0.0351446233689785, 0.05489511042833328, 0.07444733381271362, 0.145406112074852, 0.017936542630195618, 0.06470812857151031, 0.12810181081295013, 0.05750598385930061, 0.036806415766477585, 0.14752303063869476, -0.05428057536482811, -0.09065525978803635, -0.007259049452841282, 0.05669271945953369, -0.06572448462247849, 0.14086805284023285, 0.0645982176065445, -0.045066241174936295, 0.0824560672044754, -0.06795668601989746, -0.01915130950510502, 0.06176888942718506, 0.031207188963890076, -0.05871475860476494, 0.037043195217847824, 0.06705881655216217, 0.05636557564139366, 0.08621492236852646, 0.010067479684948921, -0.20686061680316925, 0.011049630120396614, 0.002200166694819927, -0.02088327705860138, 0.032204769551754, 0.035380769520998, -0.0592375248670578, 0.1418398916721344, -0.06744746118783951, 0.0004920862265862525, 0.04499121382832527, -0.026280833408236504, -0.20605941116809845, -0.08513955026865005, 0.05080325901508331, -0.05553469806909561, 0.12886323034763336, -0.024056028574705124, 0.2242281585931778, -0.1185763031244278, 0.13274240493774414, 0.26158398389816284, -0.25256025791168213, -0.017034796997904778, 0.13588671386241913, 0.11254953593015671, 0.04850025102496147, -0.030586952343583107, -0.019500697031617165, 0.0786447748541832, 0.05052720755338669, -0.04504399374127388, -0.11398867517709732, 0.011006620712578297, 0.001833258313126862, -0.09759246557950974, -0.03726141154766083, 0.2699078321456909, 0.017051635310053825, -0.08532456308603287, 0.012757906690239906, -0.024580970406532288, -0.08487650007009506, -0.01962323673069477, 0.05411254242062569, 0.031188061460852623, -0.042951036244630814, -0.017518866807222366, 0.02100193500518799, -0.041660889983177185, -0.1150127425789833, -0.03729965165257454, 0.15250153839588165, 0.045998215675354004, -0.0013993019238114357, -0.044189441949129105, 0.06259006261825562, 0.05976618826389313, -0.15098105370998383, -0.08282162249088287, -0.0451870933175087, 0.010395100340247154, 0.04941729083657265, -0.07778383046388626, -0.08982876688241959, 0.15143148601055145, 0.14995700120925903, -0.13571694493293762, 0.09414353221654892, -0.07917287945747375, 0.008986841887235641, -0.06124044582247734, 0.22347675263881683, 0.005980128888040781, -0.04471132904291153, 0.04990971460938454, 0.06745263189077377, 0.0270730871707201, 0.03295041248202324, -0.03729791194200516, -0.07689177989959717, 0.06736481189727783, 0.09454742819070816, -0.021458793431520462, 0.051119498908519745, -0.04684329777956009, -0.006903060246258974, 0.009839092381298542, -0.13952116668224335, 0.008737987838685513, 0.11626280099153519, -0.05360045284032822, 0.03547057509422302, 0.09366059303283691, -0.11635670810937881, -0.09144648909568787, 0.014047854579985142, -0.0365639254450798, -0.03227141126990318, -0.05578329786658287, -0.12738828361034393, 0.04912038892507553, 0.023862628266215324, 0.00861678272485733, -0.1014600396156311, -0.0989079549908638, -0.08003731071949005, -0.006549757905304432, -0.015686295926570892, 0.032148633152246475, -0.012814993970096111, -0.07264051586389542, 0.0317082479596138, -0.017335090786218643, -0.011239996179938316, -0.06479164212942123, 0.13054218888282776, 0.05797378718852997, 0.042269475758075714, -0.00030008237808942795, 0.03166484832763672, -0.106861911714077, 0.029232434928417206, -0.15197741985321045, 0.05484304949641228, -0.18160109221935272, 0.049148786813020706, -0.07532864063978195, -0.12133067846298218, -0.01838431879878044, 0.04246068373322487, 0.07604143023490906, 0.15688924491405487, -0.15901967883110046, -0.03970964998006821, 0.21020911633968353, -0.0877888947725296, -0.1207156777381897, 0.04960441216826439, 0.010545887984335423, -0.11474227160215378, 0.04827463626861572, 0.16969838738441467, 0.08785296976566315, -0.09367895126342773, -0.02138497494161129, 0.06549622863531113, 0.08634036779403687, -0.030547339469194412, 0.1288776397705078, -0.06936497986316681, -0.07582998275756836, 0.03807419538497925, -0.10488366335630417, 0.03726692125201225, -0.02905595488846302, -0.013560994528234005, -0.08238252252340317, -0.0484994575381279, 0.032145123928785324, 0.05197605490684509, 0.01307221781462431, -0.12538570165634155, -0.09057579189538956, 0.04211407154798508, 0.15167468786239624, -0.0797741562128067, 0.025045879185199738, -0.04705474525690079, 0.13728351891040802, -0.048077140003442764, 0.01748359203338623, -0.14076930284500122, -0.057477306574583054, 0.06780371069908142, -0.05042030289769173, 0.05656170845031738, 0.01591484621167183, 0.05124201998114586, -0.036826539784669876, -0.03503139317035675, -0.049364179372787476, -0.009944897145032883, -0.0370849072933197, -0.04150119423866272, -0.18932701647281647, 0.005386736709624529, -0.03212208300828934, -0.006023410242050886, -0.17388761043548584, -0.022312616929411888, 0.07951872050762177, 0.09678936749696732, -0.012004542164504528, 0.01968478038907051, 0.045374710112810135, 0.023786349222064018, -0.062322553247213364, -0.031211398541927338, -0.00525581743568182, -0.03213305398821831, -0.14654099941253662, 0.06319279968738556, -0.040589507669210434, 0.11205197125673294, 0.1719350963830948, -0.008806494064629078, -0.0390700064599514, 0.033129654824733734, -0.03405243903398514, 0.007159286644309759, 0.06197240203619003, -0.022556299343705177, 0.0406477227807045, 0.007422580849379301, 0.1498299241065979, -0.15053358674049377, -0.049888502806425095, -0.019689736887812614, -0.0075893341563642025, -0.03976656496524811, 0.21137064695358276, 0.010731513611972332, -0.04412825405597687, 0.07468008995056152, 0.10337170958518982, -0.06605524569749832, 0.18291376531124115, -0.11315083503723145, -0.10135603696107864, 0.024455653503537178, 0.08330289274454117, -0.008947331458330154, 0.13745920360088348, -0.07485748827457428, 0.039733655750751495, 0.040306080132722855, 0.003935910761356354, 0.023894432932138443, -0.07926666736602783, -0.0016462106723338366, -0.010664134286344051, -0.11799678951501846, -0.05028868839144707, 0.04933429881930351, 0.033079396933317184, 0.0912800282239914, -0.04039793834090233, -0.02651427872478962, -0.017708294093608856, -0.03415475785732269, -0.1379004418849945, 0.24104328453540802, -0.1228657066822052, -0.18551892042160034, -0.10184819251298904, 0.11761697381734848, -0.12099842727184296, -0.03922334313392639, 0.06238653510808945, -0.13926982879638672, -0.058266088366508484, -0.09438782930374146, 0.022332094609737396, 0.007427328731864691, -0.0007409253739751875, -0.03673045337200165, 0.022615531459450722, 0.07363877445459366, -0.19072861969470978, -0.016774483025074005, -0.0296673234552145, 0.01721668429672718, 0.02172352746129036, -0.08640742301940918, 0.08928684145212173, 0.1070946678519249, -0.014503978192806244, 0.04711458459496498, -0.003372348379343748, 0.2026745080947876, -0.05142427235841751, -0.02268967777490616, 0.10454506427049637, 0.01296749897301197, -0.00630553625524044, 0.053333330899477005, 0.002458888804540038, -0.07188545167446136, 0.043549794703722, 0.02593321166932583, 0.018289193511009216, -0.3347589671611786, -0.07860364019870758, -0.0436827689409256, 0.014643673785030842, -0.0022626621648669243, 0.06993420422077179, -0.07669925689697266, 0.029187217354774475, -0.028961125761270523, 0.013605354353785515, -0.006201131269335747, 0.053048551082611084, 0.16443870961666107, 0.02094738557934761, 0.07367539405822754, -0.10960115492343903, 0.006972779519855976, 0.0852665975689888, -0.012217381969094276, 0.13025447726249695, -0.06253568083047867, 0.11237668991088867, 0.05278383567929268, 0.11976031959056854, 0.015307636000216007, 0.0430450513958931, -0.025845274329185486, 0.017519323155283928, 0.02826472371816635, -0.09336070716381073, -0.021164169535040855, 0.007038744166493416, -0.019723912701010704, 0.057823531329631805, -0.09271808713674545, -0.07234548032283783, 0.06351032853126526, 0.09438619762659073, 0.0533904992043972, -0.20382124185562134, -0.051838040351867676, 0.024584399536252022, 0.01080282311886549, -0.04926297813653946, 0.05724995210766792, 0.02642512507736683, -0.07515707612037659, 0.11635508388280869, 0.02562033198773861, 0.09692578762769699, 0.021815374493598938, 0.008152764290571213, -0.005454427096992731, 0.027926741167902946, -0.0073462966829538345, 0.08327911794185638, -0.36593154072761536, 0.20545007288455963, 0.032635875046253204, 0.013691081665456295, -0.02336220070719719, 0.0002151330845663324, 0.03251548111438751, 0.074122354388237, 0.07849422842264175, 0.008535590954124928, -0.03936729207634926, -0.07081213593482971, -0.0011870419839397073, 0.060423269867897034, 0.06421893835067749, 0.07225356251001358, 0.09253708273172379, -0.02419866807758808, -0.038003962486982346, -0.016884643584489822, -0.06864827126264572, -0.16491961479187012, 0.01620982401072979, 0.04183230549097061, 0.01003076322376728, -0.04668474197387695, -0.06770593672990799, -0.06435687839984894, -0.06372322142124176, 0.14915411174297333, -0.1113726794719696, -0.08662950247526169, -0.1015293300151825, 0.02340240217745304, 0.2087949961423874, -0.12612761557102203, 0.001399598433636129, -0.04918091744184494, -0.011196311563253403, 0.014602850191295147, -0.14077399671077728, 0.06420418620109558, -0.04422479122877121, -0.1862991452217102, -0.025498518720269203, 0.17307132482528687, -0.07621922343969345, 0.07764987647533417, 0.015850629657506943, -0.026791656389832497, -0.00214435369707644, -0.11070720106363297, -0.045853763818740845, -0.025869617238640785, 0.023145616054534912, 0.12044641375541687, -0.1329668015241623, -0.080619677901268, -0.026560379192233086, -0.03080160729587078, 0.1001855880022049, 0.22874321043491364, -0.06809907406568527, 0.02562171220779419, 0.0850931778550148, -0.1029384508728981, -0.20306295156478882, 0.0596286840736866, 0.0007482318906113505, 0.01818574219942093, -0.0016014262801036239, -0.12669886648654938, 0.03950437158346176, -0.011940250173211098, 0.0004662963328883052, 0.12010908126831055, -0.2183947116136551, -0.13144198060035706, 0.14108440279960632, 0.09301802515983582, 0.1417723447084427, -0.216936394572258, -0.1033426895737648, -0.08165350556373596, -0.1758251041173935, -0.01432868279516697, -0.0738849863409996, 0.09546559303998947, -0.07128901779651642, -0.045730143785476685, 0.04858717694878578, -0.03668626770377159, 0.12237261980772018, 0.0034640408121049404, 0.044351089745759964, -0.06333743035793304, 0.04994506761431694, 0.06720523536205292, 0.018070006743073463, 0.18440909683704376, -0.15311692655086517, 0.10528991371393204, -0.19548091292381287, -0.021589260548353195, -0.07941552996635437, 0.051493965089321136, -0.06508118659257889, 0.0038655700627714396, -0.07718965411186218, 0.020557327196002007, 0.03315945342183113, 0.0008080957923084497, 0.06974000483751297, -0.08743982017040253, 0.040282368659973145, 0.11762794107198715, 0.13850454986095428, 0.053559742867946625, -0.03471473231911659, 0.07433033734560013, -0.018331535160541534, 0.04008488729596138, -0.16340403258800507, 0.03983781114220619, 0.1721121370792389, 0.020302698016166687, 0.06372104585170746, 0.019006960093975067, -0.1089385598897934, -0.019021950662136078, 0.07918950170278549, -0.08746656775474548, -0.009624527767300606, -0.040804751217365265, -0.23083579540252686, -0.0637427344918251, 0.03670594096183777, 0.17465299367904663, -0.017145982012152672, -0.009746999479830265, -0.014264816418290138, -0.0010125223780050874, -0.05149364098906517, 0.18266306817531586, 0.10287906974554062, 0.038750119507312775, -0.09241291880607605, 0.061186354607343674, -0.011078933253884315, -0.058273475617170334, 0.05208719149231911, 0.15836107730865479, -0.09445933252573013, -0.08113955706357956, 0.09184933453798294, 0.14542195200920105, -0.0918218269944191, -0.03665313869714737, -0.17989367246627808, -0.12606851756572723, 0.06239169090986252, 0.23818351328372955, 0.0948018953204155, 0.03887707740068436, 0.07759425789117813, -0.051520176231861115, -0.02717638947069645, 0.11728790402412415, 0.08349195867776871, 0.051232099533081055, -0.10595481842756271, 0.04119633883237839, -0.006037083920091391, 0.08722870796918869, -0.02396327443420887, 0.04774652421474457, -0.18629828095436096, 0.018738770857453346, -0.2809567451477051, 0.040795985609292984, 0.030687421560287476, 0.0035752689000219107, -0.01159468200057745, -0.08717408031225204, -0.03699083998799324, 0.045209988951683044, -0.09798972308635712, -0.03276548162102699, 0.0030524188186973333, 0.0707457885146141, -0.14113262295722961, -0.022239400073885918, 0.021964019164443016, -0.07550438493490219, 0.08134341984987259, 0.043044380843639374, -0.03992072865366936, 0.0724274218082428, -0.09574837237596512, 0.008726713247597218, -0.005936981178820133, 0.04948540776968002, 0.0012138052843511105, -0.030067697167396545, 0.06718964874744415, 0.0694795623421669, 0.059355828911066055, 0.07383059710264206, 0.13956452906131744, -0.1131979450583458, -0.05870143324136734, -0.09830117225646973, -0.06076309457421303, -0.014455737546086311, 0.06517437100410461, 0.0897979587316513, 0.06602471321821213, 0.09853340685367584, -0.08042930066585541, 0.009013148956000805, -0.1863037496805191, -0.0230155847966671, -0.028588591143488884, -0.0732785239815712, -0.13950203359127045, 0.026821386069059372, 0.09431730955839157, -0.014623226597905159, 0.14754456281661987, -0.02675492689013481, 0.06880977749824524, 0.017370818182826042, -0.014345761388540268, 0.10055926442146301, 0.026471447199583054, 0.1988910436630249, -0.043372392654418945, 0.009235254488885403, -0.022535625845193863, -0.018731242045760155, 0.03476085141301155, -0.009434542618691921, 0.10420609265565872, 0.20924802124500275, 0.07216105610132217, 0.12024618685245514, 0.05756474286317825, -0.019775891676545143, 0.02265215665102005, -0.03294428437948227, 0.015067344531416893, 0.11203286051750183, 0.014846312813460827, 0.19178982079029083, 0.10742907226085663, -0.1471944898366928, 0.054275836795568466, -0.0595528781414032, -0.06251543015241623, -0.12896813452243805, -0.03851231187582016, -0.11925153434276581, -0.16085270047187805, 0.04051472619175911, -0.12206502258777618, 0.017378974705934525, -0.0029837721958756447, 0.05719006061553955, -0.038290124386548996, 0.12660039961338043, 0.04116802662611008, -0.07370268553495407, 0.11106481403112411, 0.007889186032116413, -0.0247965045273304, 0.10045463591814041, 0.006128082051873207, 0.07911223918199539, -0.07149404287338257, -0.02254672348499298, 0.06505224108695984, -0.056248731911182404, 0.02560514025390148, -0.027267297729849815, -0.05395350605249405, -0.00935523770749569, 0.03972815349698067, 0.08088411390781403, 0.22297868132591248, 0.05238667130470276, -0.006238788366317749, -0.012624954804778099, 0.14138641953468323, -0.03163458779454231, -0.09222905337810516, -0.0698322206735611, 0.13281488418579102, 0.05755209922790527, 0.026177633553743362, 0.008562348783016205, -0.09084989875555038, -0.003392952959984541, 0.24795477092266083, 0.16620869934558868, -0.02155369520187378, -0.003439436899498105, 0.044395845383405685, 0.009524967521429062, 0.03298891708254814, 0.10781794786453247, 0.10754050314426422, 0.1816115826368332, -0.003719436237588525, -0.07735738903284073, -0.05581796541810036, -0.020556990057229996, -0.05156484618782997, 0.060163404792547226, 0.02365039475262165, -0.10043742507696152, -0.005516089498996735, 0.03874699026346207, -0.046668294817209244, -0.07878877967596054, 0.03852178156375885, -0.17526307702064514, -0.07429895550012589, -0.0863255187869072, 0.015139143913984299, 0.03316569700837135, -0.037379078567028046, -0.04097917675971985, -0.03592006489634514, 0.09209337085485458, -0.058672092854976654, -0.11531660705804825, -0.13461574912071228, 0.04160157963633537, -0.14819367229938507, 0.15263833105564117, 0.0032335594296455383, 0.1666848510503769, 0.11986882239580154, 0.02277320623397827, -0.0735778734087944, 0.09707289189100266, 0.08729039877653122, -0.09492914378643036, 0.07228551059961319, 0.053093839436769485, 0.0005408081924542785, 0.14336909353733063, 0.023705700412392616, 0.010939165018498898, 0.036134205758571625, 0.05442940443754196, -0.08235247433185577, -0.1413630098104477, 0.02504262886941433, -0.14738121628761292, 0.08746318519115448, 0.1976085603237152, -0.03698784112930298, -0.006812178064137697, -0.07560905814170837, 0.05575229972600937, -0.01185761671513319, 0.023242630064487457, 0.030138034373521805, -0.1420796811580658, 0.04604262486100197, 0.020700454711914062, 0.02893638424575329, -0.2907430827617645, -0.014418954961001873, -0.04024311527609825, -0.02656487375497818, -0.06752055138349533, 0.1369430124759674, 0.040252454578876495, 0.03775057941675186, -0.023531103506684303, -0.12493417412042618, 0.024616103619337082, 0.11075537651777267, -0.19713135063648224, -0.08419790118932724 ]
null
null
transformers
### opus-mt-ee-de * source languages: ee * target languages: de * OPUS readme: [ee-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-de/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-de/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-de/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-de/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.ee.de | 22.3 | 0.430 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-ee-de
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ee", "de", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ee #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-ee-de * source languages: ee * target languages: de * OPUS readme: ee-de * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 22.3, chr-F: 0.430
[ "### opus-mt-ee-de\n\n\n* source languages: ee\n* target languages: de\n* OPUS readme: ee-de\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.3, chr-F: 0.430" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-ee-de\n\n\n* source languages: ee\n* target languages: de\n* OPUS readme: ee-de\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.3, chr-F: 0.430" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-ee-de\n\n\n* source languages: ee\n* target languages: de\n* OPUS readme: ee-de\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.3, chr-F: 0.430" ]
[ -0.09870021790266037, 0.10537459701299667, -0.004894265905022621, 0.06708705425262451, 0.06247357279062271, 0.009849386289715767, 0.07418974488973618, 0.13836592435836792, -0.00601242296397686, -0.0020881800446659327, 0.13729123771190643, 0.1453985720872879, 0.013673162087798119, 0.15204931795597076, -0.08245349675416946, -0.14673596620559692, 0.05311991274356842, 0.07178406417369843, -0.06598500162363052, 0.12137297540903091, 0.12156552076339722, -0.01738574728369713, 0.09921780228614807, -0.014916309155523777, -0.03206491470336914, 0.11734717339277267, -0.01486614253371954, -0.07039996981620789, 0.07247718423604965, 0.06310337781906128, 0.03133638575673103, 0.06082454323768616, -0.02634035237133503, -0.22393466532230377, 0.008691881783306599, -0.00305781583301723, -0.06642701476812363, 0.00968945398926735, 0.017017405480146408, -0.09214147180318832, 0.07422797381877899, -0.06326718628406525, -0.012214221060276031, 0.026635736227035522, -0.028652673587203026, -0.1562219262123108, -0.027090229094028473, -0.019317831844091415, -0.007896007038652897, 0.1456821858882904, -0.05182771384716034, 0.25075599551200867, -0.13017503917217255, 0.12892170250415802, 0.23819740116596222, -0.2878032922744751, -0.00658012181520462, 0.00827458593994379, 0.05307798832654953, 0.05940553545951843, -0.008755725808441639, -0.025208687409758568, 0.09983372688293457, 0.05631300434470177, -0.03689202666282654, -0.11348600685596466, -0.06214504316449165, 0.02568124048411846, -0.11949912458658218, -0.021391207352280617, 0.30847927927970886, 0.020846892148256302, -0.07355362921953201, 0.027578206732869148, -0.05254989489912987, -0.014134952798485756, 0.01136683113873005, -0.0012083398178219795, 0.05938735604286194, 0.009596307761967182, 0.05394282564520836, -0.01069634035229683, -0.10401640087366104, -0.06366068124771118, -0.12754490971565247, 0.1757100373506546, 0.06653577089309692, -0.015184957534074783, -0.03829250484704971, 0.050243642181158066, 0.010534807108342648, -0.1259044110774994, -0.06260862201452255, -0.03383762016892433, 0.02800362929701805, 0.05504745617508888, -0.0863313376903534, -0.06296741962432861, 0.12124884873628616, 0.21427679061889648, -0.03293387219309807, 0.04534803703427315, -0.06236816197633743, 0.057705484330654144, -0.015020391903817654, 0.18313345313072205, -0.012566539458930492, -0.06844457238912582, 0.06822371482849121, 0.005883215460926294, 0.04847223311662674, 0.021260986104607582, -0.09968920797109604, -0.08099868148565292, 0.047161392867565155, 0.09035423398017883, 0.004616552963852882, 0.04556862637400627, -0.06668342649936676, -0.005714260973036289, 0.06617145985364914, -0.14984887838363647, 0.007382137700915337, 0.03654385730624199, -0.02030978351831436, 0.07312598079442978, 0.06556244194507599, -0.023356352001428604, -0.12724822759628296, 0.0023220328148454428, -0.05159491300582886, -0.015726376324892044, -0.039938341826200485, -0.10153400897979736, 0.05302693322300911, -0.01869000494480133, 0.05063735321164131, -0.1627778559923172, -0.12745554745197296, -0.043750520795583725, 0.01704900711774826, -0.007422955706715584, -0.03853864595293999, -0.04889437183737755, -0.06374907493591309, 0.0006617034669034183, -0.05855301395058632, -0.02163102850317955, -0.10286266356706619, 0.06791362911462784, 0.04793017730116844, 0.05125468224287033, -0.08295908570289612, 0.049406617879867554, -0.1560017615556717, -0.03460359573364258, -0.10983628779649734, 0.03532159700989723, -0.12008807808160782, 0.0499190129339695, -0.06809370964765549, -0.07686134427785873, -0.03541664779186249, 0.09799821674823761, 0.04633595794439316, 0.16795997321605682, -0.1562301069498062, -0.06346579641103745, 0.17538614571094513, -0.09532482177019119, -0.15100014209747314, 0.1455056220293045, 0.010969524271786213, -0.034510452300310135, 0.05347024276852608, 0.2189711332321167, -0.04799242690205574, -0.06251928955316544, 0.024729827418923378, 0.07858669012784958, 0.03616606816649437, -0.06719091534614563, 0.12335257977247238, -0.07485716789960861, -0.031176289543509483, 0.04162345454096794, -0.09708060324192047, 0.028938576579093933, 0.00740770623087883, -0.034765228629112244, -0.04461853578686714, -0.02371317334473133, 0.002214612439274788, 0.020695166662335396, 0.032602064311504364, -0.15112319588661194, -0.09276390075683594, 0.0359516441822052, 0.09274586290121078, -0.057189300656318665, 0.06626182049512863, -0.046596650034189224, 0.09982949495315552, -0.044500526040792465, 0.023570846766233444, -0.12077446281909943, 0.031784024089574814, 0.02169359289109707, -0.014396371319890022, 0.11738276481628418, 0.0694953128695488, 0.013028442859649658, -0.06521499156951904, -0.022099899128079414, -0.04471556469798088, 0.022889280691742897, -0.009759810753166676, -0.07071762531995773, -0.17710602283477783, 0.06541534513235092, -0.022198792546987534, -0.021218836307525635, -0.09921325743198395, -0.0030229289550334215, 0.0449589341878891, 0.09521849453449249, -0.02705524116754532, 0.07698564976453781, -0.018011877313256264, 0.041205938905477524, -0.08299116045236588, -0.006970743183046579, -0.002515943953767419, 0.007129755336791277, -0.09732229262590408, 0.15405714511871338, -0.06620919704437256, 0.21703825891017914, 0.2197878509759903, -0.16216817498207092, 0.008003676310181618, 0.05753719434142113, -0.01851792261004448, -0.0029596651438623667, 0.04166532680392265, -0.04295376315712929, 0.07378719002008438, -0.027441004291176796, 0.1399361789226532, -0.14583882689476013, -0.039780113846063614, -0.05631224438548088, -0.07255436480045319, -0.05652139335870743, 0.17677588760852814, 0.05211042985320091, -0.11256007850170135, 0.14841949939727783, 0.2055324912071228, -0.15057672560214996, 0.18348683416843414, -0.05065351724624634, -0.0724244937300682, 0.06384061276912689, 0.03701363876461983, -0.039673205465078354, 0.07814916968345642, -0.20697201788425446, 0.006996817421168089, 0.04576485976576805, 0.05799981206655502, 0.08213508874177933, -0.11515967547893524, -0.006446968298405409, 0.006979404017329216, -0.07688815146684647, -0.0025276076048612595, 0.04149843007326126, 0.00335169886238873, 0.09223449975252151, -0.03902534022927284, -0.08278489857912064, 0.02415504679083824, -0.019940944388508797, -0.14571630954742432, 0.22870813310146332, -0.15247303247451782, -0.21383890509605408, -0.12790901958942413, 0.08856918662786484, -0.12017800658941269, 0.012611722573637962, 0.147223100066185, -0.10327867418527603, -0.07275733351707458, -0.0851689875125885, 0.056835271418094635, -0.01610492914915085, -0.01256420835852623, -0.04188727214932442, 0.03207554295659065, 0.008585186675190926, -0.16849756240844727, -0.047959309071302414, -0.006107782479375601, -0.008135652169585228, 0.04133787006139755, -0.14852969348430634, 0.11378280073404312, 0.09871996194124222, -0.010511793196201324, 0.02311958372592926, -0.023787101730704308, 0.18479251861572266, -0.05959943309426308, -0.04369717836380005, 0.14854933321475983, 0.011860528960824013, 0.009431551210582256, 0.07431194186210632, -0.03033336251974106, -0.07798030972480774, 0.060372501611709595, 0.03539728373289108, 0.009322945028543472, -0.3146578371524811, -0.08147016167640686, -0.0757255107164383, 0.03329752758145332, -0.003407794749364257, 0.06694415211677551, -0.034734513610601425, 0.05550411716103554, -0.03025549091398716, 0.044678304344415665, 0.004469604697078466, 0.0813208669424057, 0.19274571537971497, 0.003272883826866746, 0.13137756288051605, -0.08411408960819244, -0.08159670978784561, 0.09735918045043945, 0.06048892065882683, 0.05776292085647583, -0.0037098603788763285, 0.12718184292316437, 0.06196451559662819, 0.10726702213287354, 0.0025927196256816387, 0.07265231013298035, 0.008511664345860481, 0.018846018239855766, -0.035895656794309616, -0.06770795583724976, -0.027110455557703972, 0.08391944319009781, 0.02024037390947342, -0.023470012471079826, -0.08733241260051727, -0.07816226780414581, 0.12133916467428207, 0.09708098322153091, 0.043230533599853516, -0.20124004781246185, 0.0009060915908776224, 0.06275498867034912, -0.0335841178894043, -0.03299001231789589, 0.10811621695756912, -0.03808294236660004, -0.07600883394479752, 0.10005156695842743, 0.053792212158441544, 0.11945945024490356, 0.00005171980956220068, 0.024224665015935898, -0.0587029904127121, -0.010949918068945408, 0.008266029879450798, 0.11064043641090393, -0.3946724534034729, 0.22813330590724945, 0.006997615564614534, 0.004180269315838814, -0.055322565138339996, 0.014375484548509121, 0.053109023720026016, 0.10975408554077148, 0.11276564002037048, -0.0183264072984457, -0.03250735253095627, -0.009844636544585228, 0.008164138533174992, 0.07698887586593628, 0.03174921125173569, 0.04833109304308891, 0.038700662553310394, -0.011355002410709858, 0.0018385471776127815, -0.0005110295605845749, 0.10211575776338577, -0.151876300573349, -0.04831884056329727, 0.013397871516644955, 0.07348387688398361, -0.03830808028578758, -0.04028056561946869, -0.08495189994573593, -0.11329225450754166, 0.23564310371875763, -0.05223378166556358, -0.08650655299425125, -0.09528104215860367, -0.027489298954606056, 0.12284385412931442, -0.12297288328409195, -0.009639902971684933, -0.04995318502187729, 0.013190146535634995, -0.019990961998701096, -0.12378554791212082, 0.12434732913970947, -0.08450406044721603, -0.09319701045751572, -0.013898571021854877, 0.11861252039670944, -0.0784711167216301, 0.05202629789710045, 0.0218498632311821, -0.029340533539652824, -0.07640428841114044, -0.10438820719718933, -0.019115088507533073, -0.050983976572752, 0.04211282730102539, 0.13988135755062103, -0.13834621012210846, -0.11795737594366074, -0.039314717054367065, -0.06317583471536636, 0.15150508284568787, 0.22977329790592194, -0.024313611909747124, -0.00746203912422061, 0.17754536867141724, -0.11373461782932281, -0.2731305956840515, 0.015726039186120033, -0.06898137927055359, 0.028056636452674866, 0.01311225164681673, -0.09143802523612976, 0.06738349795341492, 0.020832542330026627, -0.03321940824389458, 0.05041446164250374, -0.12617889046669006, -0.12900850176811218, 0.22482219338417053, 0.0638984814286232, 0.21932412683963776, -0.18068049848079681, -0.054037950932979584, -0.12949113547801971, -0.2276301085948944, 0.04200810566544533, -0.12277849018573761, 0.07627872377634048, -0.01626824401319027, -0.026317374780774117, -0.0029727043583989143, -0.008940997533500195, 0.14741787314414978, 0.05527172237634659, 0.03378569707274437, -0.03802153468132019, 0.05531668663024902, -0.016872426494956017, 0.0352335050702095, 0.17745256423950195, -0.14740267395973206, 0.043374672532081604, -0.15353135764598846, -0.038222141563892365, -0.050967827439308167, 0.08490555733442307, -0.02103123813867569, -0.04770873859524727, -0.06391539424657822, -0.004080136306583881, 0.0338587686419487, 0.016015199944376945, 0.17610980570316315, -0.07850310951471329, 0.0021134307608008385, 0.13912279903888702, 0.13366129994392395, -0.11518675833940506, 0.020247062668204308, 0.04078696668148041, -0.043522898107767105, 0.05756679177284241, -0.09774976968765259, 0.06749752908945084, 0.14503800868988037, -0.044625841081142426, 0.09559409320354462, 0.06100192293524742, -0.09377063065767288, -0.027144435793161392, 0.08418484777212143, -0.09758006036281586, 0.05793498083949089, -0.03782229870557785, -0.20126083493232727, 0.030169721692800522, 0.06701795011758804, 0.1881093531847, -0.020058609545230865, -0.03353140875697136, -0.017626916989684105, 0.008856483735144138, -0.07168597728013992, 0.14142978191375732, 0.10235989093780518, -0.004808840807527304, -0.08856251090765, 0.11122690886259079, -0.019257182255387306, -0.1026960164308548, 0.04876469075679779, 0.12971875071525574, -0.07776081562042236, -0.12282216548919678, 0.0853080004453659, 0.140700101852417, -0.14946214854717255, -0.08978761732578278, -0.17716406285762787, -0.11267197132110596, 0.04482971131801605, 0.09178586304187775, 0.15381398797035217, 0.02375592105090618, 0.038787320256233215, -0.05118666961789131, 0.021088704466819763, 0.07537810504436493, 0.08493835479021072, 0.04489055648446083, -0.07694248855113983, 0.0025071343407034874, -0.02498398907482624, 0.09924107044935226, -0.027901114895939827, 0.04907921701669693, -0.14932464063167572, 0.0456947423517704, -0.19534114003181458, 0.01908884570002556, -0.029476072639226913, -0.00748419901356101, 0.01962292194366455, -0.09643080085515976, -0.07050856947898865, 0.0341259241104126, -0.1287902593612671, -0.0344909243285656, -0.016698045656085014, 0.07268830388784409, -0.1257975995540619, -0.02500232867896557, 0.06782334297895432, -0.0691893920302391, 0.07508312165737152, 0.04562315717339516, -0.07445719093084335, 0.09739638864994049, -0.1441410928964615, -0.00008241611067205667, 0.05372568592429161, 0.061396315693855286, 0.04594191163778305, -0.018684983253479004, 0.031188519671559334, 0.1383538395166397, 0.08667068183422089, 0.03548520803451538, 0.11036528646945953, -0.11615491658449173, -0.0490650050342083, -0.09532314538955688, -0.1323188692331314, -0.005312683992087841, 0.013208412565290928, 0.090239018201828, 0.04294153302907944, 0.1421203315258026, -0.05557367578148842, -0.004770819563418627, -0.11988560110330582, 0.02243052050471306, 0.0025008057709783316, -0.08236806839704514, -0.08471362292766571, -0.019147580489516258, 0.06292355805635452, -0.023437919095158577, 0.24159416556358337, 0.03163499757647514, 0.06027375906705856, 0.04989666864275932, -0.051031216979026794, 0.14212264120578766, 0.03656063601374626, 0.14265449345111847, -0.030853087082505226, 0.0092461621388793, -0.10848546773195267, -0.04113869369029999, 0.08815552294254303, 0.007698925212025642, 0.10789106786251068, 0.18866288661956787, 0.09770233929157257, 0.20550014078617096, -0.0006602862849831581, 0.0061094011180102825, -0.052672818303108215, -0.10930562764406204, 0.07680590450763702, 0.0812845528125763, 0.0462803952395916, 0.12949764728546143, 0.15563353896141052, -0.11961332708597183, 0.027299953624606133, -0.05344557762145996, -0.03675652667880058, -0.1805238574743271, -0.07227973639965057, -0.1350657194852829, -0.17217251658439636, 0.014541083946824074, -0.12791751325130463, 0.006762298755347729, 0.024629587307572365, 0.06602080911397934, -0.06492157280445099, 0.0808398500084877, -0.0026120126713067293, -0.111592598259449, 0.07981237024068832, -0.03615246340632439, 0.013773228973150253, 0.06908176094293594, -0.005790841765701771, 0.016293251886963844, -0.017840543761849403, -0.01735098846256733, 0.03713051602244377, -0.08793950825929642, 0.026521453633904457, -0.07699503004550934, -0.0323602631688118, -0.03839321807026863, 0.04113273695111275, 0.029961517080664635, 0.22266866266727448, 0.04154995456337929, -0.016673794016242027, 0.05434278026223183, 0.12633949518203735, -0.03920866176486015, -0.11495208740234375, -0.10910768061876297, 0.13378751277923584, 0.08235302567481995, 0.0918525904417038, 0.00818858202546835, -0.08398213982582092, -0.02847849577665329, 0.26765817403793335, 0.21783345937728882, -0.06987893581390381, 0.0030221613124012947, 0.05921043083071709, 0.01743215136229992, 0.050411153584718704, 0.04337421432137489, 0.1448686569929123, 0.21973074972629547, -0.05172537639737129, -0.0565931536257267, -0.07718970626592636, -0.0033033962827175856, -0.08067768812179565, 0.07676473259925842, 0.03629792481660843, -0.09891130775213242, -0.008383387699723244, 0.05319145694375038, -0.03276082128286362, -0.05419297516345978, -0.023321423679590225, -0.1548929065465927, -0.07219645380973816, -0.02150871604681015, 0.06465061753988266, 0.011674678884446621, 0.021140173077583313, -0.03823629394173622, -0.05196750536561012, 0.07129228115081787, -0.031459957361221313, -0.13252966105937958, -0.08908138424158096, 0.04243936017155647, -0.09651092439889908, 0.10845804959535599, 0.004258515778928995, 0.17106617987155914, 0.1027788370847702, 0.07903414964675903, -0.01882120780646801, 0.11925649642944336, 0.04252423346042633, -0.004471709951758385, 0.08327119052410126, -0.016374919563531876, -0.02367180772125721, 0.03264458850026131, 0.0558449886739254, -0.023413926362991333, 0.060593727976083755, 0.01854623481631279, -0.101643867790699, -0.1185041218996048, 0.025294113904237747, -0.1990891695022583, 0.05316724628210068, 0.12262974679470062, -0.015064006671309471, -0.014277390204370022, -0.050494395196437836, 0.06324555724859238, -0.0026337348390370607, -0.029419757425785065, 0.006023192312568426, -0.13268400728702545, 0.02424713782966137, 0.06055563688278198, 0.025052526965737343, -0.24289636313915253, -0.02078082412481308, -0.0813307836651802, -0.015230691991746426, -0.11440657079219818, 0.08122589439153671, 0.039325810968875885, 0.005012195091694593, -0.03831081464886665, -0.15907470881938934, 0.011791604571044445, 0.06880807876586914, -0.13776174187660217, -0.11526208370923996 ]
null
null
transformers
### opus-mt-ee-en * source languages: ee * target languages: en * OPUS readme: [ee-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-en/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-en/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-en/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-en/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.ee.en | 39.3 | 0.556 | | Tatoeba.ee.en | 21.2 | 0.569 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-ee-en
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ee", "en", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ee #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-ee-en * source languages: ee * target languages: en * OPUS readme: ee-en * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 39.3, chr-F: 0.556 testset: URL, BLEU: 21.2, chr-F: 0.569
[ "### opus-mt-ee-en\n\n\n* source languages: ee\n* target languages: en\n* OPUS readme: ee-en\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.3, chr-F: 0.556\ntestset: URL, BLEU: 21.2, chr-F: 0.569" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-ee-en\n\n\n* source languages: ee\n* target languages: en\n* OPUS readme: ee-en\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.3, chr-F: 0.556\ntestset: URL, BLEU: 21.2, chr-F: 0.569" ]
[ 61, 117 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-ee-en\n\n\n* source languages: ee\n* target languages: en\n* OPUS readme: ee-en\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.3, chr-F: 0.556\ntestset: URL, BLEU: 21.2, chr-F: 0.569" ]
[ -0.11760694533586502, 0.09553144127130508, -0.005011443048715591, 0.06823593378067017, 0.050733111798763275, 0.014622228220105171, 0.06818185746669769, 0.13915087282657623, 0.002199658425524831, 0.013714877888560295, 0.13945908844470978, 0.1263681799173355, 0.007291792426258326, 0.15898063778877258, -0.08710893988609314, -0.1206100583076477, 0.030435016378760338, 0.08082358539104462, -0.05791764333844185, 0.13430628180503845, 0.10552361607551575, -0.029578454792499542, 0.09496761113405228, -0.025212274864315987, -0.03746423125267029, 0.10923473536968231, -0.00300551182590425, -0.06930959969758987, 0.06633257865905762, 0.06908762454986572, 0.04363296926021576, 0.065328449010849, -0.02481677196919918, -0.22492089867591858, 0.009621765464544296, -0.01204102486371994, -0.05864400044083595, 0.01380204875022173, 0.016055282205343246, -0.08664244413375854, 0.06688451021909714, -0.06274054944515228, -0.01143657136708498, 0.03139800950884819, -0.028979972004890442, -0.1409527212381363, -0.032246705144643784, -0.008121714927256107, -0.02222413755953312, 0.14121587574481964, -0.049985431134700775, 0.2593764364719391, -0.13693484663963318, 0.14301975071430206, 0.263530433177948, -0.28576430678367615, -0.01031249389052391, 0.021617194637656212, 0.0676230788230896, 0.05711844563484192, -0.012392623350024223, -0.025268439203500748, 0.10619933903217316, 0.048645082861185074, -0.041996728628873825, -0.12214524298906326, -0.06839845329523087, 0.030415929853916168, -0.11682760715484619, -0.027637559920549393, 0.2987719178199768, 0.026826759800314903, -0.08573165535926819, 0.03718610107898712, -0.04722047224640846, -0.037362053990364075, 0.012659584172070026, 0.008057857863605022, 0.055761415511369705, -0.012219035066664219, 0.034811317920684814, -0.008062630891799927, -0.09416995197534561, -0.07722043246030807, -0.11566824465990067, 0.17970383167266846, 0.058325111865997314, -0.011747815646231174, -0.04341774806380272, 0.04732578992843628, 0.025984514504671097, -0.12153105437755585, -0.06699898093938828, -0.030916806310415268, 0.019469156861305237, 0.04535667598247528, -0.09411401301622391, -0.06992132216691971, 0.11609043180942535, 0.1987789273262024, -0.05339434742927551, 0.05247880145907402, -0.0744442343711853, 0.05653488636016846, -0.0255909226834774, 0.20296090841293335, 0.0020472414325922728, -0.059840258210897446, 0.07003167271614075, 0.017834678292274475, 0.04779838025569916, 0.025135839357972145, -0.08742710947990417, -0.09345793724060059, 0.05823821946978569, 0.09322488307952881, -0.013253369368612766, 0.04126066341996193, -0.07238184660673141, -0.0018464592285454273, 0.027209319174289703, -0.1553415209054947, 0.012211139313876629, 0.05059527978301048, -0.029036497697234154, 0.04875662550330162, 0.08150003850460052, -0.04919805750250816, -0.12354912608861923, 0.00010222024866379797, -0.05037333443760872, -0.009274221956729889, -0.040397271513938904, -0.10721041262149811, 0.050435494631528854, -0.016602227464318275, 0.04449332505464554, -0.1571156233549118, -0.11701387912034988, -0.041686251759529114, 0.013364850543439388, -0.00405432702973485, -0.023312343284487724, -0.0473242811858654, -0.05733718350529671, -0.0028605395928025246, -0.05544854700565338, -0.004689457826316357, -0.09286122024059296, 0.08778675645589828, 0.06167297065258026, 0.05878693610429764, -0.06405190378427505, 0.041391387581825256, -0.14653681218624115, -0.02058599330484867, -0.10787782818078995, 0.030306376516819, -0.1287769228219986, 0.04350084066390991, -0.0632694661617279, -0.08688754588365555, -0.03129887580871582, 0.0918624997138977, 0.058434899896383286, 0.16423417627811432, -0.13481636345386505, -0.06037313863635063, 0.17981261014938354, -0.08652136474847794, -0.15477506816387177, 0.12752902507781982, 0.0095742242410779, -0.05034168064594269, 0.04688708856701851, 0.20817126333713531, -0.03626870736479759, -0.06908288598060608, 0.018534794449806213, 0.0766180232167244, 0.04315248131752014, -0.06517345458269119, 0.12324518710374832, -0.07058887183666229, -0.04673973098397255, 0.04223630577325821, -0.0797022134065628, 0.03353981301188469, -0.0019477210007607937, -0.03350682556629181, -0.06074608862400055, -0.03065974824130535, 0.013792214915156364, 0.02832632325589657, 0.03169221431016922, -0.15308047831058502, -0.10097283869981766, 0.03594626486301422, 0.09700790792703629, -0.06115918979048729, 0.06607535481452942, -0.0480475015938282, 0.12364565581083298, -0.0647355392575264, 0.01507520116865635, -0.13313792645931244, 0.020844845101237297, 0.026293369010090828, -0.012175565585494041, 0.10908836126327515, 0.06650862097740173, 0.017970170825719833, -0.060820914804935455, -0.027453884482383728, -0.04461923614144325, 0.015161354094743729, -0.020288817584514618, -0.07695528864860535, -0.1741279661655426, 0.050171151757240295, -0.02349134348332882, -0.0290629081428051, -0.11087962239980698, -0.016667643561959267, 0.04993085190653801, 0.08918202668428421, -0.022612957283854485, 0.0698392316699028, -0.003470345865935087, 0.03999613970518112, -0.08145605027675629, -0.004985419102013111, 0.0011597475968301296, -0.001267840270884335, -0.10557254403829575, 0.1296309232711792, -0.054505687206983566, 0.19484451413154602, 0.2115538865327835, -0.14435748755931854, -0.007977418601512909, 0.04935067147016525, -0.027382614091038704, 0.0005652783438563347, 0.03742443397641182, -0.030891405418515205, 0.07112777233123779, -0.02661162242293358, 0.15241235494613647, -0.15359285473823547, -0.04540839418768883, -0.046735942363739014, -0.06677941232919693, -0.05839359387755394, 0.19432830810546875, 0.04420220106840134, -0.1091732382774353, 0.13324248790740967, 0.18572089076042175, -0.1509789079427719, 0.20011241734027863, -0.05290571600198746, -0.08494503796100616, 0.05706080421805382, 0.05713684856891632, -0.03566597029566765, 0.10196556150913239, -0.20717377960681915, 0.014661692082881927, 0.04128747805953026, 0.045770905911922455, 0.07544346153736115, -0.11021748185157776, -0.006812848150730133, 0.00516634713858366, -0.08349066972732544, -0.01368349976837635, 0.04124784469604492, 0.013605362735688686, 0.09725043177604675, -0.03624919056892395, -0.07750119268894196, 0.017405811697244644, -0.023674193769693375, -0.14964328706264496, 0.23189812898635864, -0.13995951414108276, -0.20788367092609406, -0.12375634908676147, 0.08667773753404617, -0.12504339218139648, -0.000047691741201560944, 0.13276444375514984, -0.10983982682228088, -0.06630529463291168, -0.09184090048074722, 0.04549790918827057, -0.009571840986609459, -0.005654787644743919, -0.036595240235328674, 0.03940529748797417, 0.021472381427884102, -0.16753517091274261, -0.04216006025671959, -0.02254367433488369, -0.0014366707764565945, 0.043933555483818054, -0.1395723819732666, 0.11509892344474792, 0.09818606078624725, -0.024173859506845474, 0.031206022948026657, -0.019238825887441635, 0.1907127946615219, -0.05403725802898407, -0.050346411764621735, 0.1293467879295349, 0.004339838866144419, -0.0014970646006986499, 0.0643724575638771, -0.03173327445983887, -0.0813136175274849, 0.0598553828895092, 0.03265433385968208, 0.014936101622879505, -0.32346153259277344, -0.08069772273302078, -0.06859932094812393, 0.03387003019452095, -0.004663276020437479, 0.06516938656568527, -0.06286145001649857, 0.050856251269578934, -0.015040166676044464, 0.04152924194931984, -0.009486186318099499, 0.07916010171175003, 0.1824524998664856, 0.0015465783653780818, 0.11982031911611557, -0.08118713647127151, -0.06676178425550461, 0.08987635374069214, 0.05789148062467575, 0.07968582957983017, -0.02167256735265255, 0.11650584638118744, 0.05915621295571327, 0.11417130380868912, 0.009335030801594257, 0.06491249054670334, 0.0015471134101971984, 0.01269744522869587, -0.01982768252491951, -0.06752949208021164, -0.031759947538375854, 0.07034526765346527, 0.021647406741976738, 0.011785767041146755, -0.09608310461044312, -0.08311572670936584, 0.11110714823007584, 0.10002458840608597, 0.05371022969484329, -0.1971605271100998, -0.00993643794208765, 0.0522022470831871, -0.032496679574251175, -0.034453731030225754, 0.09742546081542969, -0.013570583425462246, -0.07465856522321701, 0.0903538167476654, 0.04575082287192345, 0.11564316600561142, 0.01649191789329052, 0.02074998803436756, -0.06508836150169373, -0.00835828110575676, 0.002369450405240059, 0.11112061887979507, -0.3930557072162628, 0.2415536493062973, 0.01720294915139675, 0.00042032983037643135, -0.04775424674153328, 0.008377060294151306, 0.039576880633831024, 0.09934010356664658, 0.11313322931528091, -0.015433430671691895, -0.030473316088318825, -0.03926052153110504, 0.01668582856655121, 0.08010400831699371, 0.046812597662210464, 0.07175752520561218, 0.04898897185921669, -0.01078210212290287, -0.0069732749834656715, -0.006038488354533911, 0.07917274534702301, -0.14671871066093445, -0.028578314930200577, 0.009255414828658104, 0.05818726494908333, -0.06392059475183487, -0.04026658833026886, -0.08274313062429428, -0.09593895822763443, 0.23650261759757996, -0.06000232324004173, -0.07975468039512634, -0.09556746482849121, 0.00042156907147727907, 0.1328284740447998, -0.12807482481002808, -0.01004013791680336, -0.04940886050462723, 0.0079716257750988, -0.014344061724841595, -0.12372664362192154, 0.11787287890911102, -0.07585825771093369, -0.10518460720777512, -0.020079834386706352, 0.1312936246395111, -0.08834142237901688, 0.05808999389410019, 0.021716544404625893, -0.034554675221443176, -0.06893043965101242, -0.10051163285970688, -0.022087005898356438, -0.05456998199224472, 0.0474369041621685, 0.15175317227840424, -0.15375110507011414, -0.11153022199869156, -0.03539038076996803, -0.06036084517836571, 0.16121701896190643, 0.24788056313991547, -0.033559273928403854, -0.0034004005137830973, 0.16117218136787415, -0.11306409537792206, -0.2568383812904358, 0.037425290793180466, -0.05851111561059952, 0.03653830662369728, 0.015915175899863243, -0.08073151111602783, 0.06262794137001038, 0.012780050747096539, -0.022763757035136223, 0.06388622522354126, -0.13136588037014008, -0.13377587497234344, 0.21291975677013397, 0.08482540398836136, 0.2213566154241562, -0.18247944116592407, -0.057474952191114426, -0.12123868614435196, -0.21871498227119446, 0.022502833977341652, -0.09978211671113968, 0.08686663210391998, -0.032463762909173965, -0.03135770186781883, 0.010488422587513924, -0.015925832092761993, 0.13643008470535278, 0.0335211418569088, 0.029917221516370773, -0.03971335291862488, 0.04788976535201073, -0.006831413600593805, 0.03352561965584755, 0.17765773832798004, -0.15084019303321838, 0.05720311403274536, -0.1603652983903885, -0.03506830707192421, -0.0591140016913414, 0.08086377382278442, -0.02895396575331688, -0.038724128156900406, -0.06684152036905289, 0.0017742350464686751, 0.03426636382937431, 0.015603452920913696, 0.1540413349866867, -0.08919815719127655, 0.013068601489067078, 0.15343964099884033, 0.14451716840267181, -0.1029360219836235, 0.01060573011636734, 0.055058758705854416, -0.03959427401423454, 0.05360003933310509, -0.10330570489168167, 0.06652477383613586, 0.1507616937160492, -0.026122501119971275, 0.09195516258478165, 0.05438057333230972, -0.09600723534822464, -0.024221014231443405, 0.08085941523313522, -0.1032346785068512, 0.05995946004986763, -0.04091048613190651, -0.21708741784095764, 0.006691484712064266, 0.0559391975402832, 0.19262385368347168, -0.01782616414129734, -0.026116641238331795, -0.020792560651898384, 0.001507829874753952, -0.07360667735338211, 0.14687080681324005, 0.11173761636018753, 0.007477687671780586, -0.08073384314775467, 0.1001046672463417, -0.02720356173813343, -0.09180893748998642, 0.052711550146341324, 0.127012699842453, -0.07784418761730194, -0.1170600950717926, 0.08956702798604965, 0.14635802805423737, -0.13505761325359344, -0.07345308363437653, -0.18369390070438385, -0.10163838416337967, 0.05197002738714218, 0.14165297150611877, 0.1467103809118271, 0.021263835951685905, 0.049897439777851105, -0.05268110707402229, 0.007829553447663784, 0.08734337240457535, 0.07945450395345688, 0.04518003389239311, -0.07575620710849762, 0.015307118184864521, -0.02687382884323597, 0.1128310114145279, -0.02740982361137867, 0.047891177237033844, -0.1672411561012268, 0.051778461784124374, -0.20822596549987793, 0.02438116818666458, -0.01082004513591528, -0.0036156787537038326, 0.010501372627913952, -0.09276193380355835, -0.07254350930452347, 0.036987919360399246, -0.12468243390321732, -0.02753782458603382, -0.0036573722027242184, 0.06420876085758209, -0.13059072196483612, -0.022868869826197624, 0.06353206932544708, -0.06953355669975281, 0.07370550185441971, 0.035922832787036896, -0.07344380766153336, 0.09817175567150116, -0.15516653656959534, 0.002656386699527502, 0.04484330117702484, 0.056729499250650406, 0.04204856604337692, -0.021662814542651176, 0.04161500185728073, 0.13128037750720978, 0.09237699210643768, 0.051293645054101944, 0.12622715532779694, -0.11150055378675461, -0.05741039291024208, -0.09890371561050415, -0.1306416541337967, -0.012103873305022717, 0.029496923089027405, 0.0786055400967598, 0.04470532760024071, 0.128337562084198, -0.05760898068547249, -0.00853799469769001, -0.13002941012382507, 0.01338784210383892, 0.00009575695003150031, -0.07720573991537094, -0.08659867197275162, -0.00960660818964243, 0.06836864352226257, -0.024092689156532288, 0.229096919298172, 0.021753014996647835, 0.07212867587804794, 0.04175828397274017, -0.0554487518966198, 0.13738775253295898, 0.03246745467185974, 0.153904989361763, -0.046569786965847015, 0.010491929017007351, -0.08556536585092545, -0.03421870246529579, 0.08726800978183746, 0.01916070654988289, 0.11870363354682922, 0.1982177346944809, 0.0901704803109169, 0.19878092408180237, 0.006638104561716318, 0.003943926654756069, -0.03440696746110916, -0.10673889517784119, 0.06313119828701019, 0.09793132543563843, 0.043061234056949615, 0.14733535051345825, 0.1432502269744873, -0.12529443204402924, 0.034822214394807816, -0.057535361498594284, -0.042708870023489, -0.17425958812236786, -0.06118500977754593, -0.13293127715587616, -0.1716606467962265, 0.0326831191778183, -0.12719497084617615, 0.008709629997611046, 0.018419405445456505, 0.06600669026374817, -0.0586126334965229, 0.0861097201704979, 0.008611450903117657, -0.10033480823040009, 0.0879727452993393, -0.02824721485376358, 0.007803143933415413, 0.07068297266960144, 0.0016830393578857183, 0.03096153400838375, -0.03989052027463913, -0.022887902334332466, 0.04060850664973259, -0.08487417548894882, 0.020370446145534515, -0.07061242312192917, -0.03242628648877144, -0.03746844083070755, 0.0371849462389946, 0.04791979864239693, 0.21100713312625885, 0.03947450965642929, -0.0077842301689088345, 0.03583693876862526, 0.1418352723121643, -0.03549441695213318, -0.09751871228218079, -0.10219144076108932, 0.11945722252130508, 0.07690388709306717, 0.08514977246522903, 0.006326598115265369, -0.08821755647659302, -0.01920926384627819, 0.2718350887298584, 0.1917765736579895, -0.06889200210571289, 0.006406123749911785, 0.060643814504146576, 0.016414951533079147, 0.050215065479278564, 0.054711345583200455, 0.13982681930065155, 0.21319684386253357, -0.042901404201984406, -0.07074203342199326, -0.06775148957967758, -0.013219497166574001, -0.06006976589560509, 0.07399720698595047, 0.034009721130132675, -0.095367431640625, -0.016661768779158592, 0.03784777224063873, -0.0303835179656744, -0.05433256924152374, -0.0025434696581214666, -0.1766081005334854, -0.07511879503726959, -0.03332457318902016, 0.06905459612607956, 0.001007822691462934, 0.015136579982936382, -0.04291706904768944, -0.05160852149128914, 0.061342883855104446, -0.04396114870905876, -0.13106133043766022, -0.10882251709699631, 0.038049597293138504, -0.11832989752292633, 0.1202145665884018, 0.006994874216616154, 0.1771043986082077, 0.10769877582788467, 0.07271310687065125, -0.021938202902674675, 0.12058381736278534, 0.047272566705942154, -0.020528258755803108, 0.08946892619132996, 0.011060344986617565, -0.0209303367882967, 0.057611364871263504, 0.05179835855960846, -0.007228642236441374, 0.059088800102472305, 0.002579741645604372, -0.09317386895418167, -0.12800297141075134, 0.020687038078904152, -0.19398333132266998, 0.05717795342206955, 0.14376570284366608, -0.021164963021874428, -0.010526789352297783, -0.0598047636449337, 0.07081234455108643, -0.008996761403977871, -0.009501808322966099, 0.008796225301921368, -0.1378912776708603, 0.02780071273446083, 0.060213737189769745, 0.014761109836399555, -0.26097533106803894, -0.027132395654916763, -0.0714765191078186, -0.024645216763019562, -0.10712363570928574, 0.09706268459558487, 0.054027315229177475, 0.012730169110000134, -0.03735014796257019, -0.16216127574443817, 0.016609162092208862, 0.07533511519432068, -0.14875741302967072, -0.11220642924308777 ]
null
null
transformers
### opus-mt-ee-es * source languages: ee * target languages: es * OPUS readme: [ee-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-es/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-15.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-es/opus-2020-01-15.zip) * test set translations: [opus-2020-01-15.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-es/opus-2020-01-15.test.txt) * test set scores: [opus-2020-01-15.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-es/opus-2020-01-15.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.ee.es | 26.4 | 0.449 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-ee-es
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ee", "es", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ee #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-ee-es * source languages: ee * target languages: es * OPUS readme: ee-es * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 26.4, chr-F: 0.449
[ "### opus-mt-ee-es\n\n\n* source languages: ee\n* target languages: es\n* OPUS readme: ee-es\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.4, chr-F: 0.449" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-ee-es\n\n\n* source languages: ee\n* target languages: es\n* OPUS readme: ee-es\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.4, chr-F: 0.449" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-ee-es\n\n\n* source languages: ee\n* target languages: es\n* OPUS readme: ee-es\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.4, chr-F: 0.449" ]
[ -0.09700873494148254, 0.0896020159125328, -0.005151731893420219, 0.064899742603302, 0.06654604524374008, 0.016390198841691017, 0.07273311167955399, 0.13720501959323883, 0.01568121276795864, -0.005101202987134457, 0.1415887475013733, 0.1386232227087021, 0.012778119184076786, 0.16285893321037292, -0.0805869922041893, -0.14605426788330078, 0.05432117357850075, 0.06899889558553696, -0.06006419286131859, 0.11925315856933594, 0.12219265848398209, -0.0185476653277874, 0.10100067406892776, -0.016799991950392723, -0.018977835774421692, 0.12407340109348297, -0.014350398443639278, -0.0742897018790245, 0.0688110888004303, 0.06925893574953079, 0.03670581057667732, 0.058374229818582535, -0.021184545010328293, -0.22723735868930817, 0.005618515890091658, -0.009724361822009087, -0.0665818601846695, 0.008927908726036549, 0.013617233373224735, -0.08778264373540878, 0.05429307371377945, -0.06193462759256363, -0.010577007196843624, 0.017565732821822166, -0.02257450483739376, -0.14987273514270782, -0.020809032022953033, -0.03334033861756325, 0.004955803044140339, 0.15218880772590637, -0.05164509266614914, 0.24876026809215546, -0.1255245953798294, 0.12602896988391876, 0.24327631294727325, -0.28176021575927734, -0.00021601314074359834, -0.016134679317474365, 0.04387911781668663, 0.07284684479236603, -0.0053526172414422035, -0.026199745014309883, 0.10737260431051254, 0.054169707000255585, -0.03701457008719444, -0.10755044221878052, -0.07308316975831985, 0.02635723538696766, -0.11510824412107468, -0.02263001538813114, 0.32378292083740234, 0.02209983393549919, -0.07074599713087082, 0.03265174478292465, -0.058298930525779724, -0.011181327514350414, 0.02591014839708805, -0.010319151915609837, 0.06595980376005173, 0.004645121283829212, 0.06826095283031464, -0.009254783391952515, -0.1119251400232315, -0.056582011282444, -0.13648909330368042, 0.16854079067707062, 0.07059124112129211, -0.011990919709205627, -0.03642546758055687, 0.0412132628262043, 0.027335859835147858, -0.12709292769432068, -0.06609468162059784, -0.02089953050017357, 0.028323005884885788, 0.05488170310854912, -0.07945253700017929, -0.05672161653637886, 0.10868215560913086, 0.2001427412033081, -0.05248536169528961, 0.05026039853692055, -0.03604728728532791, 0.06330738961696625, -0.00816675927489996, 0.17694544792175293, 0.0038676380645483732, -0.06533515453338623, 0.05870302766561508, -0.0038815049920231104, 0.048215027898550034, 0.012164482846856117, -0.10626814514398575, -0.07208418846130371, 0.034237299114465714, 0.08009616285562515, -0.006780239287763834, 0.03641785681247711, -0.06564633548259735, 0.0004379497258923948, 0.06024828925728798, -0.15637920796871185, 0.014223551377654076, 0.028403496369719505, -0.020842935889959335, 0.08214601129293442, 0.06606370210647583, -0.02732800878584385, -0.12581758201122284, 0.010054619051516056, -0.05613737553358078, -0.015538600273430347, -0.04342538118362427, -0.0955360159277916, 0.0535481832921505, -0.015043321996927261, 0.05126476287841797, -0.1655554324388504, -0.13319090008735657, -0.044801294803619385, 0.01656842976808548, -0.001338364090770483, -0.0379004180431366, -0.05437519773840904, -0.058518946170806885, 0.009683176875114441, -0.06621436774730682, -0.0226959977298975, -0.1007518619298935, 0.05701488256454468, 0.04751744121313095, 0.049688998609781265, -0.0718822181224823, 0.046930860728025436, -0.16013400256633759, -0.04027105122804642, -0.10798223316669464, 0.0297774076461792, -0.1196441501379013, 0.04119427874684334, -0.061031028628349304, -0.07161416858434677, -0.027484098449349403, 0.10516751557588577, 0.038446154445409775, 0.16855160892009735, -0.1446724683046341, -0.06408131867647171, 0.15885458886623383, -0.10223023593425751, -0.1512373685836792, 0.14321766793727875, 0.015251874923706055, -0.03824951499700546, 0.0510382205247879, 0.22120881080627441, -0.0691460594534874, -0.04893563687801361, 0.014741305261850357, 0.07965385913848877, 0.04703681170940399, -0.06922552734613419, 0.1286112517118454, -0.07366298884153366, -0.028042295947670937, 0.03774517774581909, -0.10479889810085297, 0.025513863191008568, 0.0036470862105488777, -0.02709401212632656, -0.0400758795440197, -0.019312970340251923, -0.00048677728045731783, 0.01265528704971075, 0.03783774748444557, -0.15146438777446747, -0.09943538904190063, 0.04565954953432083, 0.0892956554889679, -0.05562286823987961, 0.07042235881090164, -0.0545194111764431, 0.0970882996916771, -0.03293789178133011, 0.018070368096232414, -0.11340311169624329, 0.023052874952554703, 0.022089971229434013, -0.015405788086354733, 0.11671166867017746, 0.05920065566897392, 0.008587207645177841, -0.059274137020111084, -0.023349836468696594, -0.048995427787303925, 0.018909873440861702, -0.011499907821416855, -0.0751616358757019, -0.18277928233146667, 0.06505492329597473, -0.021580558270215988, -0.039302174001932144, -0.09666872024536133, -0.00528391357511282, 0.03997677192091942, 0.09425046294927597, -0.030053023248910904, 0.07938704639673233, -0.03248613700270653, 0.03819464147090912, -0.08789881318807602, -0.0029225132893770933, -0.008417021483182907, 0.005127804819494486, -0.09817798435688019, 0.15788839757442474, -0.06401429325342178, 0.21787609159946442, 0.21556459367275238, -0.16342398524284363, 0.0015495701227337122, 0.06523355096578598, -0.011714422143995762, -0.0036660924088209867, 0.030038414523005486, -0.04757831245660782, 0.09365161508321762, -0.03502129763364792, 0.1406029313802719, -0.14350759983062744, -0.044357798993587494, -0.05799972638487816, -0.07959457486867905, -0.057575907558202744, 0.17752201855182648, 0.06455225497484207, -0.11089693754911423, 0.15335580706596375, 0.2128598988056183, -0.1488618701696396, 0.18785616755485535, -0.04370419308543205, -0.0741417407989502, 0.06301848590373993, 0.03146877512335777, -0.04696155712008476, 0.078212670981884, -0.2067411243915558, 0.007705072872340679, 0.04192421957850456, 0.0658607929944992, 0.08290757983922958, -0.11791250854730606, -0.005461808759719133, 0.017611900344491005, -0.07542147487401962, -0.011294353753328323, 0.025116275995969772, -0.0070310598239302635, 0.08992695808410645, -0.04987297207117081, -0.07760021090507507, 0.01812860369682312, -0.01841939613223076, -0.15157075226306915, 0.23163165152072906, -0.16132523119449615, -0.21027427911758423, -0.13397137820720673, 0.09473942220211029, -0.10206539183855057, 0.01633070781826973, 0.1550946682691574, -0.10479612648487091, -0.07601304352283478, -0.0894974023103714, 0.06074229255318642, -0.01688111387193203, -0.013380074873566628, -0.024015281349420547, 0.020228268578648567, -0.00010096783080371097, -0.16292805969715118, -0.048890456557273865, -0.00846912246197462, -0.012556950561702251, 0.03947455808520317, -0.1428709477186203, 0.10887288302183151, 0.1022447794675827, -0.01824839413166046, 0.013761915266513824, -0.029663782566785812, 0.18121561408042908, -0.0592244416475296, -0.03976340964436531, 0.14394375681877136, 0.008451505564153194, 0.007126488722860813, 0.06319703906774521, -0.032720211893320084, -0.07578359544277191, 0.05747664347290993, 0.027153069153428078, 0.006944657769054174, -0.32784944772720337, -0.077198326587677, -0.07065708935260773, 0.02520657517015934, -0.009883489459753036, 0.0670449510216713, -0.0476115383207798, 0.05944289639592171, -0.030648693442344666, 0.03953132778406143, -0.002642181469127536, 0.07622766494750977, 0.17813359200954437, -0.001369912875816226, 0.1277831792831421, -0.08211441338062286, -0.07687238603830338, 0.10062703490257263, 0.0619022361934185, 0.06789891421794891, 0.005094271618872881, 0.12794063985347748, 0.06006751209497452, 0.10597381740808487, 0.001535107847303152, 0.07411566376686096, 0.009450603276491165, 0.019033106043934822, -0.04358495771884918, -0.057742949575185776, -0.0242226030677557, 0.09199615567922592, 0.012093906290829182, -0.017749307677149773, -0.09507603943347931, -0.06557969748973846, 0.11871322989463806, 0.08927851170301437, 0.03414430841803551, -0.20198318362236023, 0.004046743735671043, 0.06887754052877426, -0.03743550181388855, -0.02959493361413479, 0.10967367887496948, -0.016246596351265907, -0.0676591619849205, 0.1083340048789978, 0.06280137598514557, 0.1159406378865242, 0.007190311327576637, 0.02176450751721859, -0.05420435220003128, -0.011809070594608784, 0.010885114781558514, 0.11520708352327347, -0.3823356032371521, 0.2399892807006836, 0.0019908552058041096, 0.005989208817481995, -0.05030466616153717, 0.01934061571955681, 0.045532260090112686, 0.1150355264544487, 0.12019869685173035, -0.012184957973659039, -0.0778941661119461, -0.010109986178576946, 0.015486504882574081, 0.08004552125930786, 0.03380363807082176, 0.04403160512447357, 0.04019598290324211, -0.007805294822901487, 0.008488437160849571, 0.0042896275408566, 0.11074459552764893, -0.14335501194000244, -0.059253253042697906, 0.004071572329849005, 0.08226130157709122, -0.05466270446777344, -0.037081703543663025, -0.0867207869887352, -0.10827789455652237, 0.22477518022060394, -0.07333917170763016, -0.0895875096321106, -0.09335395693778992, -0.04045550897717476, 0.11670242249965668, -0.12919016182422638, -0.013157288543879986, -0.033508382737636566, 0.020886484533548355, -0.017428431659936905, -0.11415305733680725, 0.1294703334569931, -0.0925794467329979, -0.09513582289218903, -0.021330540999770164, 0.10950671136379242, -0.07344138622283936, 0.05372476205229759, 0.020509963855147362, -0.028072545304894447, -0.07408339530229568, -0.1052166298031807, -0.012576802633702755, -0.037835102528333664, 0.03107473999261856, 0.1494944989681244, -0.1400105506181717, -0.114882692694664, -0.04320476949214935, -0.07662308216094971, 0.14691609144210815, 0.23491589725017548, -0.026516079902648926, -0.007856654934585094, 0.18374358117580414, -0.12556888163089752, -0.26810964941978455, 0.004917933139950037, -0.05867521092295647, 0.030652958899736404, 0.022985411807894707, -0.09538371115922928, 0.07277500629425049, 0.027884991839528084, -0.031813886016607285, 0.03713899850845337, -0.12197284400463104, -0.13187570869922638, 0.21597567200660706, 0.05932465195655823, 0.2149287313222885, -0.17884184420108795, -0.05445416271686554, -0.12847258150577545, -0.1984049677848816, 0.0438421256840229, -0.10595044493675232, 0.07212921231985092, -0.007874312810599804, -0.017239786684513092, -0.010763050988316536, -0.00019987559062428772, 0.15537965297698975, 0.058529213070869446, 0.02848782390356064, -0.035007767379283905, 0.05669445917010307, -0.03248317912220955, 0.03581822291016579, 0.17365019023418427, -0.14151185750961304, 0.03526927903294563, -0.16018256545066833, -0.03906986862421036, -0.044927772134542465, 0.0832483321428299, -0.013327199965715408, -0.04435201361775398, -0.06453371047973633, -0.0178233589977026, 0.03921835497021675, 0.010668720118701458, 0.19664029777050018, -0.07034943997859955, 0.010740427300333977, 0.1500111073255539, 0.12812620401382446, -0.131829634308815, 0.007846553809940815, 0.036956656724214554, -0.04422464221715927, 0.05928022041916847, -0.09571545571088791, 0.06369875371456146, 0.1463296115398407, -0.04795205220580101, 0.09612049162387848, 0.06440063565969467, -0.09293229877948761, -0.02098505012691021, 0.08913402259349823, -0.09120938181877136, 0.046409059315919876, -0.03809288889169693, -0.18881916999816895, 0.03402376547455788, 0.057758256793022156, 0.18735456466674805, -0.02487076260149479, -0.031138457357883453, -0.0222544614225626, 0.016122745350003242, -0.0638834536075592, 0.1511995941400528, 0.09532146155834198, -0.004052804782986641, -0.08751215785741806, 0.12017742544412613, -0.018739188089966774, -0.11032140254974365, 0.054709747433662415, 0.13171643018722534, -0.0721418708562851, -0.11695247143507004, 0.08222877234220505, 0.13890360295772552, -0.15935377776622772, -0.0987328290939331, -0.1773664802312851, -0.11549381166696548, 0.04968101531267166, 0.08599179983139038, 0.15241996943950653, 0.013131214305758476, 0.0419827476143837, -0.04276980832219124, 0.027654197067022324, 0.07035764306783676, 0.08661821484565735, 0.04881427809596062, -0.08577953279018402, 0.0007187111186794937, -0.014540688134729862, 0.0992041751742363, -0.028412776067852974, 0.05271667242050171, -0.14067064225673676, 0.048754170536994934, -0.16012194752693176, 0.03476303070783615, -0.023952094838023186, -0.017601290717720985, 0.033817607909440994, -0.10271376371383667, -0.0805828869342804, 0.0388193316757679, -0.12837035953998566, -0.02836471237242222, -0.012348881922662258, 0.08158837258815765, -0.12106466293334961, -0.029201406985521317, 0.07002157717943192, -0.06920795142650604, 0.0677373856306076, 0.04408096894621849, -0.07892529666423798, 0.10384465754032135, -0.16714830696582794, 0.0017839724896475673, 0.06013455241918564, 0.07013344764709473, 0.04514317214488983, -0.023749584332108498, 0.029493264853954315, 0.14054009318351746, 0.08274543285369873, 0.027936048805713654, 0.10003060102462769, -0.11247354000806808, -0.054787907749414444, -0.09165647625923157, -0.13758523762226105, -0.0028903442434966564, 0.00636918842792511, 0.09259974956512451, 0.0317600816488266, 0.14928863942623138, -0.057367440313100815, -0.004703233018517494, -0.11888478696346283, 0.028598742559552193, 0.009513757191598415, -0.07563518732786179, -0.09191296994686127, -0.01808849349617958, 0.061689261347055435, -0.030881641432642937, 0.2462024986743927, 0.024472253397107124, 0.07213621586561203, 0.05493377521634102, -0.051952656358480453, 0.14402250945568085, 0.03645702078938484, 0.13012251257896423, -0.038293253630399704, 0.009423450566828251, -0.11290933191776276, -0.04217604920268059, 0.09341086447238922, -0.0000980518088908866, 0.11122497916221619, 0.17472568154335022, 0.09749161452054977, 0.2189759761095047, -0.005411675199866295, 0.004236541222780943, -0.0539797805249691, -0.12824814021587372, 0.08229828625917435, 0.07659550756216049, 0.05632811412215233, 0.12394297122955322, 0.1606692671775818, -0.12152376025915146, 0.030086880549788475, -0.058726537972688675, -0.037008944898843765, -0.1883556991815567, -0.07155108451843262, -0.13463658094406128, -0.17981721460819244, 0.01297437958419323, -0.13502664864063263, 0.01229670736938715, 0.0383249893784523, 0.0669507086277008, -0.056250039488077164, 0.07358076423406601, -0.009642470628023148, -0.11451738327741623, 0.0670747309923172, -0.03358079865574837, 0.021898683160543442, 0.05558245629072189, -0.015202545560896397, 0.024338800460100174, -0.018013358116149902, -0.0216534323990345, 0.036892905831336975, -0.08630848675966263, 0.02835276909172535, -0.07125586271286011, -0.026174984872341156, -0.03988157585263252, 0.03380236402153969, 0.026492927223443985, 0.20433659851551056, 0.03705434501171112, -0.0159007515758276, 0.05447601154446602, 0.13912826776504517, -0.047892212867736816, -0.10047903656959534, -0.10390882939100266, 0.11843203008174896, 0.09365860372781754, 0.10451769083738327, 0.01198905985802412, -0.08311087638139725, -0.04294034093618393, 0.26033815741539, 0.2064714878797531, -0.06643111258745193, -0.0036203349009156227, 0.04524202272295952, 0.023091735318303108, 0.05274400860071182, 0.04546892270445824, 0.14159683883190155, 0.2347862869501114, -0.04782802611589432, -0.05205429717898369, -0.07754374295473099, 0.010432627983391285, -0.0800565779209137, 0.07877545803785324, 0.03385766223073006, -0.09490162879228592, -0.009473205544054508, 0.04697858542203903, -0.022421833127737045, -0.06825748831033707, -0.024546079337596893, -0.1609494388103485, -0.06715459376573563, -0.014401915483176708, 0.1021653264760971, 0.01650645211338997, 0.025647714734077454, -0.03135283291339874, -0.054857444018125534, 0.06544473022222519, -0.021816745400428772, -0.1479722112417221, -0.08677400648593903, 0.03637963533401489, -0.1275687962770462, 0.12466028332710266, 0.010460874065756798, 0.17485332489013672, 0.09158983826637268, 0.08065899461507797, -0.013742640614509583, 0.1227213516831398, 0.04034913331270218, 0.00015283434186130762, 0.09034333378076553, -0.014191863127052784, -0.025435302406549454, 0.03994966670870781, 0.05918891727924347, -0.032849475741386414, 0.061604030430316925, 0.030193239450454712, -0.10464045405387878, -0.10541635006666183, 0.022217702120542526, -0.20187298953533173, 0.049491848796606064, 0.11681763827800751, -0.013564599677920341, -0.018399791792035103, -0.0420551598072052, 0.06673603504896164, -0.003061426803469658, -0.020906103774905205, 0.017832668498158455, -0.1389538198709488, 0.01800372079014778, 0.05771475285291672, 0.034079235047101974, -0.22303332388401031, -0.020372947677969933, -0.08806473016738892, -0.01911189965903759, -0.11933428794145584, 0.07771995663642883, 0.04769235849380493, 0.00738975265994668, -0.041800111532211304, -0.16493017971515656, 0.01611386612057686, 0.07272180169820786, -0.1300613284111023, -0.11778014153242111 ]
null
null
transformers
### opus-mt-ee-fi * source languages: ee * target languages: fi * OPUS readme: [ee-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-fi/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-fi/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-fi/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.ee.fi | 25.0 | 0.482 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-ee-fi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ee", "fi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ee #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-ee-fi * source languages: ee * target languages: fi * OPUS readme: ee-fi * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 25.0, chr-F: 0.482
[ "### opus-mt-ee-fi\n\n\n* source languages: ee\n* target languages: fi\n* OPUS readme: ee-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.0, chr-F: 0.482" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-ee-fi\n\n\n* source languages: ee\n* target languages: fi\n* OPUS readme: ee-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.0, chr-F: 0.482" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-ee-fi\n\n\n* source languages: ee\n* target languages: fi\n* OPUS readme: ee-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.0, chr-F: 0.482" ]
[ -0.11023186147212982, 0.1041991114616394, -0.005122519098222256, 0.07035161554813385, 0.05846944823861122, 0.004362174775451422, 0.07271812111139297, 0.13899898529052734, 0.009932263754308224, 0.005552687682211399, 0.12594112753868103, 0.12126993387937546, 0.030780332162976265, 0.17020244896411896, -0.10044879466295242, -0.12698812782764435, 0.056110549718141556, 0.0683700293302536, -0.06702648848295212, 0.11797984689474106, 0.12125106900930405, -0.012405768036842346, 0.1034805178642273, -0.01105831004679203, -0.06073591485619545, 0.10972996056079865, -0.007278872188180685, -0.06448633968830109, 0.06811096519231796, 0.08940299600362778, 0.03380624204874039, 0.04670010879635811, -0.033321090042591095, -0.2243291437625885, 0.011402804404497147, -0.0011344965314492583, -0.058049850165843964, 0.013505890965461731, 0.02946644462645054, -0.07755358517169952, 0.06964869797229767, -0.025672780349850655, -0.015394902788102627, 0.0316566564142704, -0.025126095861196518, -0.11050056666135788, -0.027885884046554565, -0.012807178311049938, -0.01772160828113556, 0.15043935179710388, -0.04782884940505028, 0.24458301067352295, -0.12303551286458969, 0.14190982282161713, 0.2525224983692169, -0.2779184877872467, -0.010082291439175606, 0.007468033581972122, 0.0467168465256691, 0.04551146551966667, -0.012673508375883102, -0.03672301396727562, 0.10447194427251816, 0.05117345228791237, -0.04119431599974632, -0.11207076907157898, -0.08939287811517715, 0.01779964007437229, -0.12706544995307922, -0.011396708898246288, 0.29377806186676025, 0.025638306513428688, -0.08187481015920639, 0.03544347360730171, -0.055045418441295624, -0.022424224764108658, 0.006482572294771671, 0.015015237964689732, 0.051352791488170624, 0.0024605575017631054, 0.0920582041144371, -0.01397819072008133, -0.09842369705438614, -0.07346869260072708, -0.13777746260166168, 0.1919444352388382, 0.07192685455083847, -0.0041282461024820805, -0.037602365016937256, 0.039875831454992294, -0.029094627127051353, -0.11888183653354645, -0.06781244277954102, -0.031115902587771416, 0.012762690894305706, 0.050593629479408264, -0.10091064125299454, -0.06044527515769005, 0.125916987657547, 0.19679653644561768, -0.049834851175546646, 0.04173997789621353, -0.05865707993507385, 0.05965298041701317, -0.023444777354598045, 0.1526898443698883, -0.011718143709003925, -0.0411052368581295, 0.06464030593633652, 0.005907952785491943, 0.029100684449076653, 0.011121882125735283, -0.08773662149906158, -0.07296985387802124, 0.02927100472152233, 0.07807490974664688, -0.0010330829536542296, 0.04421475902199745, -0.05892069265246391, -0.002744536381214857, 0.040680937469005585, -0.1597219854593277, 0.006620384752750397, 0.04349346458911896, -0.026765823364257812, 0.061919745057821274, 0.06438558548688889, -0.02502530999481678, -0.12786193192005157, 0.006248655263334513, -0.050236914306879044, -0.00872755516320467, -0.038766585290431976, -0.10515313595533371, 0.05067163705825806, -0.039510149508714676, 0.049695923924446106, -0.16775177419185638, -0.12236404418945312, -0.04765729233622551, 0.016497904434800148, -0.010515640489757061, -0.03969269618391991, -0.03196319565176964, -0.0785699412226677, 0.0005828080466017127, -0.054407998919487, -0.004968962632119656, -0.10182041674852371, 0.0713244304060936, 0.054684463888406754, 0.04835241287946701, -0.08635815978050232, 0.04374002665281296, -0.1410837471485138, -0.0378052294254303, -0.08727958798408508, 0.023454781621694565, -0.13026538491249084, 0.044356685131788254, -0.06427796930074692, -0.06391245871782303, -0.031682372093200684, 0.10115893930196762, 0.04484255984425545, 0.17743335664272308, -0.1591116040945053, -0.060012336820364, 0.18522530794143677, -0.10640718787908554, -0.1537359356880188, 0.1511087417602539, 0.019493183121085167, -0.052555281668901443, 0.04438435658812523, 0.2279139906167984, -0.03408748283982277, -0.08589260280132294, 0.02229289524257183, 0.0793914645910263, 0.04716264829039574, -0.0702233538031578, 0.1217552199959755, -0.06312771141529083, -0.044660329818725586, 0.03883324936032295, -0.10903329402208328, 0.03936481475830078, -0.0028435946442186832, -0.03839747980237007, -0.05989408865571022, -0.03753126040101051, -0.011707505211234093, 0.022518977522850037, 0.03577088192105293, -0.14375633001327515, -0.07593946158885956, 0.015392408706247807, 0.09978746622800827, -0.050326861441135406, 0.06457725167274475, -0.058320675045251846, 0.12860949337482452, -0.04475753754377365, 0.02509230189025402, -0.13156898319721222, 0.039717528969049454, 0.015231847763061523, -0.006669776979833841, 0.1058831512928009, 0.06617152690887451, 0.017107725143432617, -0.057046085596084595, -0.01631833054125309, -0.03230578824877739, 0.030848274007439613, -0.014129688031971455, -0.08205349743366241, -0.18675704300403595, 0.05445529893040657, -0.023028628900647163, -0.0067252665758132935, -0.13600218296051025, 0.0039411550387740135, 0.04902559518814087, 0.09409662336111069, -0.017534218728542328, 0.06993498653173447, -0.01610637456178665, 0.0408884733915329, -0.08148336410522461, -0.003349027829244733, -0.008712401613593102, 0.016112344339489937, -0.08548016101121902, 0.14631563425064087, -0.05414854735136032, 0.2536388635635376, 0.2175823152065277, -0.1429724544286728, -0.008680957369506359, 0.06140861660242081, -0.018979312852025032, -0.002906128764152527, 0.02354622446000576, -0.037597764283418655, 0.0590687021613121, -0.026736320927739143, 0.14622189104557037, -0.14232885837554932, -0.035055384039878845, -0.039675720036029816, -0.08476176857948303, -0.047467250376939774, 0.18998464941978455, 0.04961397498846054, -0.10028523206710815, 0.1447380781173706, 0.18098679184913635, -0.16295863687992096, 0.17789743840694427, -0.055365413427352905, -0.08526173233985901, 0.06833434849977493, 0.05116593465209007, -0.03167863190174103, 0.08272536098957062, -0.19595927000045776, 0.008325576782226562, 0.04330676048994064, 0.04760012403130531, 0.07707034796476364, -0.11033263057470322, -0.008291438221931458, 0.013999479822814465, -0.0835878849029541, 0.007022270932793617, 0.03546995669603348, 0.007532142102718353, 0.0977347195148468, -0.042703211307525635, -0.0921100452542305, 0.007376775611191988, -0.022882502526044846, -0.15406565368175507, 0.2271255999803543, -0.13667069375514984, -0.19117580354213715, -0.12761861085891724, 0.05668778344988823, -0.12522952258586884, 0.006309377029538155, 0.13904806971549988, -0.09946233779191971, -0.07301951944828033, -0.10312847048044205, 0.06129217520356178, -0.008070915006101131, -0.0018313927575945854, -0.03641100600361824, 0.029896048828959465, 0.015523413196206093, -0.1557026207447052, -0.0410228967666626, -0.0060419500805437565, 0.0025605885311961174, 0.039923008531332016, -0.13813535869121552, 0.12632592022418976, 0.09447138011455536, -0.010946152731776237, 0.031229106709361076, -0.016062991693615913, 0.2177230566740036, -0.06184495985507965, -0.04297124221920967, 0.1534561812877655, -0.0032189541961997747, 0.00727583933621645, 0.07227139174938202, -0.024017130956053734, -0.07717430591583252, 0.052978985011577606, 0.041992273181676865, 0.013557792641222477, -0.29886242747306824, -0.08161858469247818, -0.07871298491954803, 0.03628954291343689, -0.00023938374943099916, 0.07194427400827408, -0.03284198418259621, 0.05485356226563454, -0.02269117906689644, 0.0346316322684288, -0.002586341230198741, 0.07370732724666595, 0.1631269007921219, 0.008522609248757362, 0.12930919229984283, -0.08649250119924545, -0.07160481810569763, 0.10297872126102448, 0.05892552435398102, 0.08036436885595322, -0.008699529804289341, 0.11001168191432953, 0.06326474249362946, 0.12044227868318558, 0.014836355112493038, 0.07365527749061584, -0.008276274427771568, 0.00904220249503851, -0.024739863350987434, -0.06795020401477814, -0.02054886892437935, 0.07851361483335495, 0.003430654527619481, -0.01072103064507246, -0.09645310044288635, -0.09514182806015015, 0.10805509984493256, 0.10575677454471588, 0.03800463303923607, -0.1967356652021408, -0.002777766901999712, 0.05494894087314606, -0.044306837022304535, -0.038080066442489624, 0.10570588707923889, -0.008526173420250416, -0.07364252954721451, 0.09405500441789627, 0.04882681742310524, 0.12863963842391968, 0.006618058308959007, 0.01585513912141323, -0.056074317544698715, -0.010081417858600616, 0.003818318946287036, 0.10379715263843536, -0.3933832347393036, 0.23188596963882446, 0.010999252088367939, 0.008811943233013153, -0.05578722059726715, 0.014744654297828674, 0.05213191360235214, 0.1246488019824028, 0.11484488099813461, -0.017798110842704773, -0.007674935273826122, -0.061496052891016006, 0.011301005259156227, 0.07138772308826447, 0.03755439445376396, 0.051661305129528046, 0.050795987248420715, -0.013916358351707458, 0.005599339958280325, -0.004629187285900116, 0.10536997020244598, -0.13127370178699493, -0.05471839755773544, 0.019046328961849213, 0.09247253090143204, -0.05686688423156738, -0.04068059101700783, -0.08682573586702347, -0.12607146799564362, 0.2313411831855774, -0.07111658900976181, -0.08406473696231842, -0.10650324821472168, -0.028745848685503006, 0.12341520190238953, -0.11995483189821243, -0.006233281921595335, -0.04890257120132446, 0.02336331084370613, -0.019276192411780357, -0.12419044971466064, 0.11396723985671997, -0.08891894668340683, -0.08884314447641373, -0.010777286253869534, 0.11687662452459335, -0.0786493644118309, 0.04953712597489357, 0.017992395907640457, -0.03057190589606762, -0.07964353263378143, -0.10761619359254837, -0.03237902745604515, -0.04777649790048599, 0.033583421260118484, 0.1404138058423996, -0.13153083622455597, -0.10491075366735458, -0.04241922125220299, -0.07540451735258102, 0.14760851860046387, 0.23501184582710266, -0.02218543365597725, -0.014801948331296444, 0.15727217495441437, -0.10961601883172989, -0.2525925934314728, 0.020704278722405434, -0.061530228704214096, 0.03707354888319969, 0.0007819558377377689, -0.08069247007369995, 0.07363805174827576, 0.025396866723895073, -0.030981246381998062, 0.08195144683122635, -0.12544873356819153, -0.11917740851640701, 0.22654397785663605, 0.07806841284036636, 0.21862435340881348, -0.19635996222496033, -0.0650167241692543, -0.11881671100854874, -0.23847168684005737, 0.047628846019506454, -0.1417955607175827, 0.07785550504922867, -0.014003334566950798, -0.03529181331396103, 0.0029266790952533484, -0.006805041339248419, 0.14908148348331451, 0.04356340691447258, 0.030394937843084335, -0.03944652900099754, 0.06477683037519455, -0.037131644785404205, 0.039311181753873825, 0.1830078661441803, -0.14783121645450592, 0.046505242586135864, -0.15821847319602966, -0.039110422134399414, -0.050930969417095184, 0.08510436862707138, -0.018757358193397522, -0.035598304122686386, -0.06203124299645424, -0.004129659850150347, 0.03422818332910538, 0.013271080330014229, 0.15383949875831604, -0.0852382630109787, 0.027522141113877296, 0.16538499295711517, 0.11262061446905136, -0.1177285760641098, 0.005855916999280453, 0.048636917024850845, -0.04209055379033089, 0.06498845666646957, -0.09045291692018509, 0.061776284128427505, 0.14590226113796234, -0.038004320114851, 0.09692142903804779, 0.057629410177469254, -0.09360136091709137, -0.03576647490262985, 0.08300407975912094, -0.10959140956401825, 0.05907530337572098, -0.038399212062358856, -0.19452688097953796, 0.017637494951486588, 0.06520169973373413, 0.1912282556295395, -0.03415586054325104, -0.018825866281986237, -0.017268268391489983, 0.008596009574830532, -0.07304473221302032, 0.15538986027240753, 0.11669942736625671, -0.001479289960116148, -0.098623126745224, 0.09873105585575104, -0.02591612935066223, -0.0885339006781578, 0.04465734586119652, 0.1267966777086258, -0.08152490109205246, -0.1201801523566246, 0.0840783640742302, 0.1361706405878067, -0.14214497804641724, -0.0973367840051651, -0.16109514236450195, -0.12254533171653748, 0.05071772262454033, 0.12765708565711975, 0.15411944687366486, 0.018722008913755417, 0.04281741380691528, -0.057458680123090744, 0.013786827214062214, 0.07337333261966705, 0.08018433302640915, 0.0457601398229599, -0.09414210170507431, 0.019033396616578102, -0.032942403107881546, 0.1075281873345375, -0.030051665380597115, 0.05460665747523308, -0.15519124269485474, 0.04894056171178818, -0.15634039044380188, 0.030252719298005104, -0.019121084362268448, 0.001552273635752499, 0.01578623056411743, -0.10176532715559006, -0.07085489481687546, 0.03202105313539505, -0.1253521591424942, -0.031199444085359573, -0.01696888916194439, 0.060612812638282776, -0.1260693222284317, -0.01916286163032055, 0.06960666179656982, -0.07205076515674591, 0.06724392622709274, 0.0506487600505352, -0.0817900076508522, 0.09721656888723373, -0.14328943192958832, 0.009502402506768703, 0.0591021403670311, 0.06356411427259445, 0.04553823918104172, -0.0200152900069952, 0.02767532877624035, 0.13717180490493774, 0.09018812328577042, 0.04163789004087448, 0.13418468832969666, -0.11352084577083588, -0.07033277302980423, -0.10197313129901886, -0.11828742921352386, -0.002563273534178734, 0.014388643205165863, 0.10733277350664139, 0.04925932362675667, 0.1383412927389145, -0.04768702760338783, -0.00008169584179995582, -0.11778420954942703, 0.02682766690850258, 0.011542420834302902, -0.08660873770713806, -0.06710276007652283, -0.01560998149216175, 0.06707966327667236, -0.025225810706615448, 0.24909940361976624, 0.017635175958275795, 0.07497119903564453, 0.04660198464989662, -0.06863300502300262, 0.14486587047576904, 0.03369303420186043, 0.15818366408348083, -0.017142849043011665, 0.0049720508977770805, -0.10071441531181335, -0.04690646380186081, 0.08448277413845062, 0.012684614397585392, 0.10594585537910461, 0.19204944372177124, 0.08541703969240189, 0.2028760015964508, 0.004770674277096987, -0.0005660916795022786, -0.014731178991496563, -0.1145564541220665, 0.047411590814590454, 0.08355072885751724, 0.04672349989414215, 0.1601247936487198, 0.15894095599651337, -0.11569990962743759, 0.03411698341369629, -0.049847595393657684, -0.03876465931534767, -0.1793593019247055, -0.07081392407417297, -0.13448332250118256, -0.16464713215827942, 0.012399288825690746, -0.13064263761043549, 0.021407149732112885, 0.03712504357099533, 0.06818607449531555, -0.051987722516059875, 0.09182456880807877, -0.00857268925756216, -0.10393399000167847, 0.09087838232517242, -0.04157975688576698, 0.0037727528251707554, 0.05588587000966072, -0.007379703689366579, 0.03368404135107994, -0.02354840561747551, -0.016025643795728683, 0.04090117663145065, -0.08183617144823074, 0.04197750240564346, -0.07522574812173843, -0.033251017332077026, -0.033559251576662064, 0.029788846150040627, 0.038808003067970276, 0.20892903208732605, 0.03744198754429817, -0.004282868932932615, 0.04446166381239891, 0.14371909201145172, -0.049881335347890854, -0.1102486327290535, -0.12150672823190689, 0.08376682549715042, 0.07626595348119736, 0.0894780382514, -0.004724850412458181, -0.08615023642778397, -0.03405085206031799, 0.29985255002975464, 0.19686834514141083, -0.09054546058177948, 0.008610720746219158, 0.06838791817426682, 0.015761759132146835, 0.049164701253175735, 0.039682786911726, 0.14539384841918945, 0.2196194976568222, -0.0468667596578598, -0.05711805820465088, -0.06708335876464844, -0.006805295590311289, -0.08264612406492233, 0.09647422283887863, 0.03479684144258499, -0.09555746614933014, -0.018416572362184525, 0.0444558821618557, -0.026408184319734573, -0.06988628953695297, -0.028417738154530525, -0.1564052402973175, -0.08102868497371674, -0.030712520703673363, 0.0512547567486763, 0.012070408090949059, 0.011250577867031097, -0.04153938591480255, -0.04276367649435997, 0.056552574038505554, -0.031019650399684906, -0.12701423466205597, -0.11809717863798141, 0.03838587552309036, -0.09492944180965424, 0.09598125517368317, 0.013222901150584221, 0.16585399210453033, 0.093763567507267, 0.07010389119386673, -0.025650249794125557, 0.12203317135572433, 0.0385100394487381, -0.02511434257030487, 0.0748007670044899, 0.0024486815091222525, -0.018393822014331818, 0.02976987138390541, 0.052758701145648956, -0.026561314240098, 0.054807454347610474, 0.01086505874991417, -0.09508387744426727, -0.11856433749198914, 0.017695043236017227, -0.20305238664150238, 0.04985305294394493, 0.14209988713264465, -0.01996265910565853, -0.011902287602424622, -0.052614327520132065, 0.06955137848854065, -0.00767535949125886, -0.031133189797401428, 0.01087619736790657, -0.14313733577728271, 0.021865814924240112, 0.05115589499473572, 0.024025676771998405, -0.24129264056682587, -0.024681229144334793, -0.09241753071546555, -0.014729827642440796, -0.1106201782822609, 0.07740341126918793, 0.07039327919483185, 0.010128365829586983, -0.03824746236205101, -0.1816825121641159, 0.020980991423130035, 0.07452849298715591, -0.12912386655807495, -0.11739128828048706 ]
null
null
transformers
### opus-mt-ee-fr * source languages: ee * target languages: fr * OPUS readme: [ee-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-fr/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-fr/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-fr/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.ee.fr | 27.1 | 0.450 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-ee-fr
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ee", "fr", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ee #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-ee-fr * source languages: ee * target languages: fr * OPUS readme: ee-fr * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 27.1, chr-F: 0.450
[ "### opus-mt-ee-fr\n\n\n* source languages: ee\n* target languages: fr\n* OPUS readme: ee-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.1, chr-F: 0.450" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-ee-fr\n\n\n* source languages: ee\n* target languages: fr\n* OPUS readme: ee-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.1, chr-F: 0.450" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-ee-fr\n\n\n* source languages: ee\n* target languages: fr\n* OPUS readme: ee-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.1, chr-F: 0.450" ]
[ -0.10523054003715515, 0.08621514588594437, -0.005013048183172941, 0.07395969331264496, 0.06306950002908707, 0.007474465295672417, 0.05004604905843735, 0.13683722913265228, 0.005174470599740744, 0.003559910226613283, 0.13863809406757355, 0.12387695163488388, 0.013948312029242516, 0.1556319147348404, -0.09691391885280609, -0.13766714930534363, 0.04667467623949051, 0.06969141960144043, -0.08160975575447083, 0.12027007341384888, 0.11658209562301636, -0.017357466742396355, 0.10538429766893387, -0.0059084706008434296, -0.045955244451761246, 0.11184551566839218, -0.00872238352894783, -0.06395111978054047, 0.0614665225148201, 0.08207482099533081, 0.028210315853357315, 0.059541575610637665, -0.02377350628376007, -0.22130757570266724, 0.011808223091065884, -0.00810765940696001, -0.06738919019699097, 0.016174551099538803, 0.02081259898841381, -0.09164617210626602, 0.08188371360301971, -0.04266221076250076, -0.020304355770349503, 0.03233867138624191, -0.02762037329375744, -0.14810575544834137, -0.027078580111265182, -0.0064757633954286575, -0.017234116792678833, 0.15429535508155823, -0.047482263296842575, 0.23995305597782135, -0.1281672865152359, 0.1323622316122055, 0.23328743875026703, -0.27371081709861755, -0.011622073128819466, 0.006777208298444748, 0.027546441182494164, 0.040922194719314575, -0.018330395221710205, -0.02935943566262722, 0.10246563702821732, 0.04825921356678009, -0.03569891303777695, -0.11990180611610413, -0.07042282819747925, 0.016006819903850555, -0.12749063968658447, -0.01754574477672577, 0.3016563057899475, 0.02992321364581585, -0.07758914679288864, 0.03892742097377777, -0.053257156163454056, -0.023196490481495857, 0.00437328452244401, 0.00044682930456474423, 0.05268627405166626, 0.0034987095277756453, 0.07152243703603745, -0.024056870490312576, -0.10507543385028839, -0.06434794515371323, -0.1307288259267807, 0.1933578997850418, 0.06737064570188522, -0.006739453878253698, -0.027887096628546715, 0.04004134610295296, -0.013392521068453789, -0.11757831275463104, -0.06943344324827194, -0.025153066962957382, 0.02459372580051422, 0.04825901612639427, -0.09465920180082321, -0.062457066029310226, 0.12109396606683731, 0.2094409316778183, -0.07239437848329544, 0.048565369099378586, -0.054471924901008606, 0.04852088540792465, -0.019607093185186386, 0.15644881129264832, -0.004842267371714115, -0.04258124157786369, 0.0704326257109642, 0.002439310774207115, 0.03508295491337776, 0.018971825018525124, -0.09013400226831436, -0.07617641240358353, 0.02707727812230587, 0.07193441689014435, -0.014718340709805489, 0.04657634347677231, -0.05511275306344032, -0.0009918875293806195, 0.06358747184276581, -0.15432985126972198, 0.007211800664663315, 0.04889458790421486, -0.025599244982004166, 0.05645354464650154, 0.07559826225042343, -0.02716519869863987, -0.12217595428228378, 0.004615661688148975, -0.049856897443532944, -0.006363771855831146, -0.036328695714473724, -0.09815791994333267, 0.04797857627272606, -0.013968002051115036, 0.045060448348522186, -0.1586449295282364, -0.11620759963989258, -0.04686594754457474, 0.022448157891631126, -0.014624442905187607, -0.034817516803741455, -0.03962383419275284, -0.07052452117204666, 0.008976100943982601, -0.04809020832180977, -0.003184218890964985, -0.0971304252743721, 0.06461835652589798, 0.06250669062137604, 0.0483669638633728, -0.07983753085136414, 0.04615451395511627, -0.14787179231643677, -0.03559510409832001, -0.09397779405117035, 0.0282252486795187, -0.13304127752780914, 0.0382702462375164, -0.06797625124454498, -0.07433336973190308, -0.055959489196538925, 0.09757404029369354, 0.04098808392882347, 0.17775283753871918, -0.11830291897058487, -0.06370989233255386, 0.17178501188755035, -0.09808588027954102, -0.14738617837429047, 0.14101454615592957, 0.013573909178376198, -0.0452481284737587, 0.03488479554653168, 0.2107468992471695, -0.02353624999523163, -0.07897728681564331, 0.027307651937007904, 0.0920155867934227, 0.03688183054327965, -0.07347045838832855, 0.12532541155815125, -0.07365318387746811, -0.0478445328772068, 0.04075232148170471, -0.09336048364639282, 0.03493771329522133, -0.0011317942989990115, -0.03188903629779816, -0.049739155918359756, -0.02694937400519848, -0.01132279820740223, 0.02802511863410473, 0.04431774094700813, -0.13967014849185944, -0.08263127505779266, 0.02939550019800663, 0.09218183904886246, -0.05128408595919609, 0.06234678626060486, -0.04446503892540932, 0.10998706519603729, -0.04980163648724556, 0.023337526246905327, -0.13269463181495667, 0.04736224189400673, 0.018793409690260887, -0.016779068857431412, 0.12379637360572815, 0.0726727545261383, 0.024486122652888298, -0.060173340141773224, -0.024288231506943703, -0.032999441027641296, 0.02832082472741604, -0.015753937885165215, -0.07029382139444351, -0.1811058223247528, 0.061067499220371246, -0.02316010370850563, 0.0025038744788616896, -0.12685522437095642, -0.002549247583374381, 0.06163010001182556, 0.09468985348939896, -0.024395514279603958, 0.07247784733772278, -0.01542776171118021, 0.032760731875896454, -0.07811921089887619, 0.0020421019289642572, -0.002039967104792595, 0.009784538298845291, -0.08590225130319595, 0.15088488161563873, -0.04309115558862686, 0.2231822907924652, 0.21598190069198608, -0.15299288928508759, -0.009541631676256657, 0.0418211854994297, -0.023651456460356712, 0.0028754821978509426, 0.029858579859137535, -0.035190071910619736, 0.06849844008684158, -0.034617871046066284, 0.14870122075080872, -0.13944308459758759, -0.04081866517663002, -0.04025694355368614, -0.07785966247320175, -0.0579141341149807, 0.18886075913906097, 0.0612872913479805, -0.12092946469783783, 0.14761662483215332, 0.17962300777435303, -0.15247228741645813, 0.18007300794124603, -0.052492406219244, -0.07649502903223038, 0.059856925159692764, 0.05092876777052879, -0.0341152660548687, 0.07403251528739929, -0.1926059126853943, 0.013707519508898258, 0.04663112387061119, 0.04897555708885193, 0.07996991276741028, -0.11572269350290298, -0.002145475707948208, 0.015566605143249035, -0.07969767600297928, 0.010273449122905731, 0.04089481011033058, 0.0018475037068128586, 0.09033238142728806, -0.04798426851630211, -0.07718709856271744, 0.016161056235432625, -0.01715666614472866, -0.1489563137292862, 0.22594289481639862, -0.14428864419460297, -0.2066776156425476, -0.13218142092227936, 0.08632304519414902, -0.12690888345241547, 0.008692333474755287, 0.13875634968280792, -0.09872384369373322, -0.07569913566112518, -0.09281523525714874, 0.05139472708106041, -0.017693905159831047, -0.004498210269957781, -0.04057048633694649, 0.025946129113435745, 0.014877219684422016, -0.15508629381656647, -0.04429788514971733, -0.017306001856923103, -0.0050031328573822975, 0.04224218428134918, -0.13494502007961273, 0.11737129092216492, 0.08574932813644409, -0.010783526115119457, 0.03247042000293732, -0.015872841700911522, 0.2035851627588272, -0.05868331342935562, -0.040427666157484055, 0.15164759755134583, 0.01431671530008316, 0.0023322049528360367, 0.06458276510238647, -0.026909489184617996, -0.07765116542577744, 0.05652541667222977, 0.04019525274634361, 0.007345432881265879, -0.2976400554180145, -0.07995334267616272, -0.08720378577709198, 0.031859952956438065, 0.007768993731588125, 0.06991070508956909, -0.03174881264567375, 0.05569826811552048, -0.023791497573256493, 0.03659297525882721, 0.004112039227038622, 0.06963598728179932, 0.19825497269630432, 0.007352353539317846, 0.12709975242614746, -0.08295374363660812, -0.07737445086240768, 0.10116753727197647, 0.04601707309484482, 0.07141397893428802, -0.014325443655252457, 0.12106317281723022, 0.05400628224015236, 0.11730647087097168, 0.0083032650873065, 0.0761566311120987, -0.003774834331125021, 0.008685155771672726, -0.026368852704763412, -0.06242211535573006, -0.027632955461740494, 0.07961764186620712, 0.022390739992260933, -0.017494747415184975, -0.09085659682750702, -0.07225053012371063, 0.10995935648679733, 0.08571042120456696, 0.037909720093011856, -0.18458649516105652, -0.005093905609101057, 0.04273245111107826, -0.034357842057943344, -0.03050871752202511, 0.10442616790533066, -0.01039749663323164, -0.06960511952638626, 0.10028281807899475, 0.041977886110544205, 0.11891759186983109, 0.018686234951019287, 0.015939250588417053, -0.05741151049733162, 0.0009648955310694873, 0.00763302156701684, 0.11095499247312546, -0.38653889298439026, 0.23541389405727386, 0.009681716561317444, 0.0020011088345199823, -0.0520792081952095, 0.018226420506834984, 0.05179024860262871, 0.11319441348314285, 0.12114380300045013, -0.01520487293601036, -0.032024841755628586, -0.025116076692938805, 0.01277381181716919, 0.06894779950380325, 0.04196924343705177, 0.05046061798930168, 0.03703851252794266, -0.013495277613401413, -0.007096378598362207, -0.0013522064546123147, 0.1068720817565918, -0.14813674986362457, -0.05799047276377678, 0.009397846646606922, 0.07167425006628036, -0.07707901298999786, -0.037351083010435104, -0.07863330096006393, -0.1163778156042099, 0.21236108243465424, -0.04612565040588379, -0.07215895503759384, -0.11185373365879059, -0.009990145452320576, 0.12054497748613358, -0.1273924708366394, -0.0018554693087935448, -0.05594669282436371, 0.01619049720466137, -0.019077243283391, -0.1187092661857605, 0.11979415267705917, -0.09213851392269135, -0.09500450640916824, -0.006865398958325386, 0.1257375180721283, -0.07984624058008194, 0.05272415652871132, 0.0184874776750803, -0.02265922538936138, -0.07344410568475723, -0.11051538586616516, -0.0199427530169487, -0.07777001708745956, 0.024972453713417053, 0.14226208627223969, -0.13890385627746582, -0.11429042369127274, -0.03326798230409622, -0.06602077186107635, 0.15131700038909912, 0.2330770492553711, -0.023632805794477463, -0.010849127545952797, 0.15559864044189453, -0.10258368402719498, -0.2762143909931183, 0.02146199531853199, -0.051605697721242905, 0.027451351284980774, 0.007325519807636738, -0.08992035686969757, 0.07572238892316818, 0.022708579897880554, -0.03237021341919899, 0.06414321810007095, -0.10953928530216217, -0.12961412966251373, 0.2203294187784195, 0.07501249015331268, 0.21773478388786316, -0.17962618172168732, -0.06193262338638306, -0.1161767914891243, -0.23821622133255005, 0.05638584494590759, -0.13240507245063782, 0.07700683921575546, -0.015704859048128128, -0.05165797099471092, -0.00023478125513065606, -0.012040292844176292, 0.1415606588125229, 0.051115162670612335, 0.03406631201505661, -0.033732786774635315, 0.06150117516517639, -0.03585827723145485, 0.04620520398020744, 0.1801098734140396, -0.14490190148353577, 0.044425662606954575, -0.1573442816734314, -0.043221715837717056, -0.05462363362312317, 0.0927376076579094, -0.017831895500421524, -0.037162862718105316, -0.06832809746265411, -0.006873189937323332, 0.03714769333600998, 0.013846847228705883, 0.17649102210998535, -0.08319840580224991, 0.008900311775505543, 0.20174403488636017, 0.11535632610321045, -0.10184776782989502, 0.024889763444662094, 0.04008432850241661, -0.03978139907121658, 0.056795403361320496, -0.10271384567022324, 0.06775949895381927, 0.14551104605197906, -0.03068419173359871, 0.10402673482894897, 0.052854880690574646, -0.08390548825263977, -0.037592507898807526, 0.08298759162425995, -0.0954626053571701, 0.03211856260895729, -0.048539478331804276, -0.22816252708435059, 0.02369842305779457, 0.05346101149916649, 0.18793721497058868, -0.0324811115860939, -0.021006455644965172, -0.020035535097122192, 0.007769837509840727, -0.07194218784570694, 0.1488371044397354, 0.11337412148714066, -0.004173250403255224, -0.09443467855453491, 0.10478005558252335, -0.02377537451684475, -0.09527893364429474, 0.041311271488666534, 0.1301213502883911, -0.07891370356082916, -0.1263674646615982, 0.08789819478988647, 0.13742028176784515, -0.15249957144260406, -0.08587701618671417, -0.16886864602565765, -0.12193774431943893, 0.054553695023059845, 0.10855010151863098, 0.15369044244289398, 0.008328170515596867, 0.04372052103281021, -0.04745996370911598, 0.01077526155859232, 0.07941539585590363, 0.08304178714752197, 0.04087100178003311, -0.07672635465860367, 0.005455790087580681, -0.026111973449587822, 0.09933687001466751, -0.030278202146291733, 0.048983972519636154, -0.14949622750282288, 0.038951072841882706, -0.16396133601665497, 0.020325792953372, -0.01951668970286846, -0.007151573430746794, 0.02690783701837063, -0.10121940821409225, -0.07332994788885117, 0.0415973998606205, -0.13200481235980988, -0.031205754727125168, -0.014709223993122578, 0.06610452383756638, -0.12173093110322952, -0.023256726562976837, 0.071689672768116, -0.06617403775453568, 0.06457068026065826, 0.05854679271578789, -0.07808371633291245, 0.10397542268037796, -0.15862661600112915, 0.0007298341952264309, 0.05743609368801117, 0.06624488532543182, 0.04830444976687431, -0.021002134308218956, 0.03785649687051773, 0.1373773217201233, 0.08623827993869781, 0.03493744879961014, 0.118246890604496, -0.11433445662260056, -0.0591810867190361, -0.10988759994506836, -0.12439868599176407, -0.0029589547775685787, 0.018396485596895218, 0.09062489867210388, 0.04710874706506729, 0.1447826772928238, -0.05596410483121872, -0.00274028186686337, -0.12337424606084824, 0.024116922169923782, 0.0071902526542544365, -0.08724170178174973, -0.09405729919672012, -0.018099073320627213, 0.06474096328020096, -0.01577579416334629, 0.23368169367313385, 0.023606907576322556, 0.06057453900575638, 0.04889874905347824, -0.05715607851743698, 0.13824856281280518, 0.03029593825340271, 0.14188088476657867, -0.020964594557881355, 0.005886831786483526, -0.09476162493228912, -0.03415200114250183, 0.09542915225028992, 0.010798153467476368, 0.11596227437257767, 0.18343733251094818, 0.07523927092552185, 0.20325978100299835, 0.00569186033681035, -0.0007300915895029902, -0.012106123380362988, -0.09661790728569031, 0.053352631628513336, 0.08443278074264526, 0.04340188950300217, 0.12312354147434235, 0.15358448028564453, -0.12211437523365021, 0.033911965787410736, -0.05297611281275749, -0.04066082462668419, -0.1796131134033203, -0.0722271129488945, -0.13768555223941803, -0.17603468894958496, 0.02071603760123253, -0.1276046633720398, 0.010881509631872177, 0.013107847422361374, 0.0716206505894661, -0.050718069076538086, 0.09823965281248093, -0.027728579938411713, -0.10653151571750641, 0.0823616310954094, -0.04163579270243645, 0.003495756071060896, 0.06366510689258575, -0.010444781742990017, 0.022595731541514397, -0.03388489410281181, -0.017268666997551918, 0.035885993391275406, -0.08031563460826874, 0.03531131520867348, -0.06853030622005463, -0.03319012373685837, -0.03580137714743614, 0.03619314357638359, 0.040188152343034744, 0.2243657261133194, 0.034847699105739594, -0.004270938690751791, 0.04307238385081291, 0.13733240962028503, -0.045990440994501114, -0.10229699313640594, -0.11968047171831131, 0.11046013236045837, 0.09316881000995636, 0.0967077910900116, 0.006433316972106695, -0.08177625387907028, -0.027253948152065277, 0.2815483510494232, 0.20996369421482086, -0.08032999187707901, 0.012595231644809246, 0.06883957237005234, 0.01721775345504284, 0.06755205988883972, 0.03430197015404701, 0.1435936689376831, 0.2118818610906601, -0.04630250483751297, -0.062435828149318695, -0.06789878755807877, -0.00793396309018135, -0.07236335426568985, 0.08820102363824844, 0.041880592703819275, -0.09917806833982468, -0.006835463456809521, 0.03894750401377678, -0.03027276322245598, -0.07803230732679367, -0.013438780792057514, -0.15601064264774323, -0.07195043563842773, -0.03483773022890091, 0.04081358015537262, 0.029211966320872307, 0.016158610582351685, -0.03522874042391777, -0.04811382293701172, 0.062320467084646225, -0.027588944882154465, -0.1371808797121048, -0.1003018245100975, 0.03934106603264809, -0.10538752377033234, 0.10766016691923141, 0.011977313086390495, 0.16707639396190643, 0.09697554260492325, 0.0664663091301918, -0.02082512527704239, 0.11700146645307541, 0.038882963359355927, -0.019101185724139214, 0.07316696643829346, -0.0039168549701571465, -0.018098758533596992, 0.03578441962599754, 0.04401436820626259, -0.04218536242842674, 0.0573611855506897, 0.017736854031682014, -0.09732992947101593, -0.11256490647792816, 0.02533070184290409, -0.20401784777641296, 0.05219851806759834, 0.14506544172763824, -0.008948307484388351, -0.01641963981091976, -0.05079109966754913, 0.07510220259428024, -0.0028816829435527325, -0.015780042856931686, 0.010119467973709106, -0.1340465098619461, 0.02205779403448105, 0.039500534534454346, 0.01861991174519062, -0.2358524203300476, -0.02795451693236828, -0.09116274863481522, -0.016362715512514114, -0.10622167587280273, 0.07986138761043549, 0.056187860667705536, 0.013394785113632679, -0.03482913598418236, -0.15706400573253632, 0.016382019966840744, 0.07166634500026703, -0.12775440514087677, -0.10070348531007767 ]
null
null
transformers
### opus-mt-ee-sv * source languages: ee * target languages: sv * OPUS readme: [ee-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-sv/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-sv/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-sv/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.ee.sv | 28.9 | 0.472 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-ee-sv
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "ee", "sv", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #ee #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-ee-sv * source languages: ee * target languages: sv * OPUS readme: ee-sv * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 28.9, chr-F: 0.472
[ "### opus-mt-ee-sv\n\n\n* source languages: ee\n* target languages: sv\n* OPUS readme: ee-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 28.9, chr-F: 0.472" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-ee-sv\n\n\n* source languages: ee\n* target languages: sv\n* OPUS readme: ee-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 28.9, chr-F: 0.472" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #ee #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-ee-sv\n\n\n* source languages: ee\n* target languages: sv\n* OPUS readme: ee-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 28.9, chr-F: 0.472" ]
[ -0.10548394918441772, 0.09494277834892273, -0.004626601003110409, 0.05465511977672577, 0.07528197765350342, 0.006047416478395462, 0.05894452705979347, 0.1376887410879135, -0.004033304750919342, 0.008360164240002632, 0.15036718547344208, 0.12755265831947327, 0.020632971078157425, 0.15579481422901154, -0.08796011656522751, -0.13817834854125977, 0.06003010645508766, 0.061588142067193985, -0.07129380851984024, 0.11706346273422241, 0.11960326880216599, -0.030069686472415924, 0.10035097599029541, -0.012006149627268314, -0.024239923804998398, 0.10161465406417847, 0.005309334956109524, -0.06463661044836044, 0.058890145272016525, 0.06873147189617157, 0.021265696734189987, 0.06614717096090317, 0.00000926181655813707, -0.2118702083826065, 0.007032325025647879, -0.01266826968640089, -0.0584200955927372, 0.012694455683231354, 0.02012130618095398, -0.07558797299861908, 0.05331697314977646, -0.07183118164539337, -0.027041738852858543, 0.024221790954470634, -0.016835881397128105, -0.1437186598777771, -0.028424372896552086, -0.034493058919906616, -0.006683243438601494, 0.13651110231876373, -0.05082874745130539, 0.23991484940052032, -0.1332927644252777, 0.12983818352222443, 0.22010456025600433, -0.28708386421203613, -0.013647842220962048, 0.019588317722082138, 0.036077115684747696, 0.060577623546123505, -0.0032186054158955812, 0.0013865226646885276, 0.09812621772289276, 0.045638393610715866, -0.024913160130381584, -0.11477803438901901, -0.08429915457963943, 0.0379420630633831, -0.12276220321655273, -0.027358517050743103, 0.3389210104942322, 0.020129993557929993, -0.06411615759134293, 0.02337747998535633, -0.04894251376390457, -0.014388039708137512, 0.005283793434500694, -0.0040413993410766125, 0.058343805372714996, 0.00301874871365726, 0.06049918383359909, -0.01564229279756546, -0.10719406604766846, -0.07826216518878937, -0.10462421178817749, 0.15829789638519287, 0.061962589621543884, -0.005426598247140646, -0.03779870271682739, 0.03841962665319443, -0.022687193006277084, -0.12587343156337738, -0.06426746398210526, -0.03371090814471245, 0.008108283393085003, 0.057432450354099274, -0.0955781415104866, -0.11966581642627716, 0.12018541246652603, 0.19524087011814117, -0.026069343090057373, 0.04672551900148392, -0.030804889276623726, 0.05071038752794266, -0.027595633640885353, 0.19185158610343933, -0.009891888126730919, -0.049543894827365875, 0.06632983684539795, -0.01115985307842493, 0.04309997335076332, 0.012754252180457115, -0.10725031793117523, -0.08327147364616394, 0.02894921414554119, 0.07673729211091995, -0.009547642432153225, 0.04898636415600777, -0.04783806949853897, 0.005799399223178625, 0.029527707025408745, -0.1538257896900177, 0.011130455881357193, 0.0398433692753315, -0.008126350119709969, 0.07041499018669128, 0.06006660312414169, -0.034622687846422195, -0.13531243801116943, 0.016599254682660103, -0.04554342105984688, -0.0034341509453952312, -0.04534204304218292, -0.10242801159620285, 0.04685964807868004, -0.01186017133295536, 0.03656987473368645, -0.15509448945522308, -0.13208338618278503, -0.05827486887574196, 0.013378722593188286, -0.0036377054639160633, -0.02810957096517086, -0.05443412810564041, -0.06365007907152176, 0.015214012935757637, -0.05917900428175926, -0.005122622475028038, -0.09765134751796722, 0.0586303249001503, 0.03524884581565857, 0.0461428165435791, -0.07334446907043457, 0.04695693776011467, -0.16081766784191132, -0.03456093743443489, -0.09347965568304062, 0.03427533060312271, -0.1331932544708252, 0.04637312889099121, -0.05278211832046509, -0.07598306238651276, -0.04511139169335365, 0.09729645401239395, 0.05258858948945999, 0.18484456837177277, -0.1656554788351059, -0.0548257902264595, 0.17676478624343872, -0.10026416182518005, -0.1438051462173462, 0.13660667836666107, 0.01692015863955021, -0.05681803077459335, 0.0487784743309021, 0.23674945533275604, -0.021441880613565445, -0.052567869424819946, 0.027875617146492004, 0.08905788511037827, 0.030130920931696892, -0.07808611541986465, 0.1287580281496048, -0.06810365617275238, -0.027281654998660088, 0.06109131500124931, -0.12397852540016174, 0.022812647745013237, 0.004465311765670776, -0.038165200501680374, -0.06139792874455452, -0.02063162624835968, 0.0002814416366163641, 0.02839144505560398, 0.05294603109359741, -0.14989438652992249, -0.08084996789693832, 0.034083474427461624, 0.08876840770244598, -0.06168122589588165, 0.06641000509262085, -0.048107534646987915, 0.12370128184556961, -0.04594816267490387, 0.037810396403074265, -0.12778805196285248, 0.03576790913939476, 0.017788788303732872, -0.009426750242710114, 0.10963722318410873, 0.08384579420089722, 0.022805824875831604, -0.06814197450876236, -0.02016180381178856, -0.0386754646897316, 0.04074598848819733, -0.013426793739199638, -0.06768059730529785, -0.16821472346782684, 0.054759204387664795, -0.022068489342927933, -0.0266330074518919, -0.1163085475564003, -0.001110969576984644, 0.04955751821398735, 0.10084250569343567, -0.02858373522758484, 0.067167267203331, -0.01695948839187622, 0.039939552545547485, -0.0795702338218689, 0.0024640890769660473, -0.0024286843836307526, -0.0007568011642433703, -0.10711725056171417, 0.1603846251964569, -0.0365699864923954, 0.20614606142044067, 0.20796702802181244, -0.1571415364742279, 0.01191725768148899, 0.05583086237311363, -0.008313912898302078, 0.012855134904384613, 0.02872733399271965, -0.03518463298678398, 0.04062589630484581, -0.029754985123872757, 0.13385511934757233, -0.1407102346420288, -0.03499554470181465, -0.04543273150920868, -0.08150108903646469, -0.052922654896974564, 0.19287358224391937, 0.05197184160351753, -0.1045406237244606, 0.14883717894554138, 0.18416602909564972, -0.148538738489151, 0.19300025701522827, -0.061926499009132385, -0.0802176296710968, 0.061940718442201614, 0.03655463457107544, -0.04048357158899307, 0.07969651371240616, -0.19257310032844543, -0.001735137077048421, 0.05416468530893326, 0.05473405495285988, 0.06272297352552414, -0.11557714641094208, -0.0063323150388896465, 0.0065421294420957565, -0.08355899155139923, -0.0010550647275522351, 0.03693969175219536, -0.0018991349497810006, 0.09058331698179245, -0.053807374089956284, -0.05032751336693764, 0.012906385585665703, -0.023614415898919106, -0.15228301286697388, 0.22093117237091064, -0.15519271790981293, -0.2062760293483734, -0.15138500928878784, 0.11286602914333344, -0.1317174881696701, 0.02161530964076519, 0.14250540733337402, -0.1122569665312767, -0.08104261010885239, -0.08529320359230042, 0.027625737711787224, -0.004159871023148298, -0.005883463192731142, -0.042560018599033356, 0.03484468534588814, 0.01780768670141697, -0.14918722212314606, -0.04313471168279648, -0.018313424661755562, 0.015589352697134018, 0.044005606323480606, -0.11706163734197617, 0.13061653077602386, 0.09257001429796219, -0.014745662920176983, 0.028655115514993668, -0.015660984441637993, 0.17376120388507843, -0.05469311773777008, -0.04510621726512909, 0.15691661834716797, 0.006345483008772135, -0.0015880975406616926, 0.06553774327039719, -0.027187665924429893, -0.06991178542375565, 0.04452954977750778, 0.013276484794914722, -0.005344401113688946, -0.3088451325893402, -0.09311573952436447, -0.08922035992145538, 0.023542121052742004, -0.00988614372909069, 0.06486813724040985, -0.0807199776172638, 0.0653119832277298, -0.028834784403443336, 0.029919937252998352, 0.007221261039376259, 0.07410866767168045, 0.2016071379184723, 0.0022590497974306345, 0.132144957780838, -0.08664345741271973, -0.06739570945501328, 0.09605620056390762, 0.01934756711125374, 0.05424913763999939, -0.013651427812874317, 0.12042077630758286, 0.04949112981557846, 0.12799443304538727, 0.007606525905430317, 0.06820853799581528, 0.020587140694260597, 0.006805220618844032, -0.02512921206653118, -0.06666474789381027, -0.04762066528201103, 0.08828821033239365, 0.01876400224864483, -0.02804981917142868, -0.08007168769836426, -0.04315691813826561, 0.12469740211963654, 0.09508925676345825, 0.04256535694003105, -0.193325012922287, -0.015151714906096458, 0.06760559231042862, -0.024593306705355644, -0.03335770219564438, 0.10208198428153992, 0.011493104510009289, -0.06746325641870499, 0.10606342554092407, 0.04792944714426994, 0.12302673608064651, 0.027728725224733353, 0.03221200779080391, -0.06222417578101158, 0.005242149345576763, 0.01746075041592121, 0.13016760349273682, -0.39381659030914307, 0.2242473065853119, 0.006075127050280571, 0.00823977030813694, -0.062017012387514114, 0.019470619037747383, 0.03844543918967247, 0.11896926164627075, 0.13297230005264282, -0.004242983181029558, -0.08976994454860687, -0.006953912787139416, 0.02250216156244278, 0.07433068007230759, 0.04076819121837616, 0.05180748924612999, 0.03031395934522152, -0.016094548627734184, -0.0028929614927619696, -0.012735693715512753, 0.09411179274320602, -0.13159562647342682, -0.0430758036673069, 0.012625377625226974, 0.0781794935464859, -0.03987649083137512, -0.03948517516255379, -0.07550350576639175, -0.14119088649749756, 0.22106368839740753, -0.061107564717531204, -0.07282529026269913, -0.10703293979167938, -0.008903997018933296, 0.11402817815542221, -0.12754778563976288, -0.008921025320887566, -0.039519958198070526, 0.027603808790445328, -0.019302593544125557, -0.1173546314239502, 0.11230800300836563, -0.08134184032678604, -0.10117816179990768, -0.011563747189939022, 0.12876275181770325, -0.09563061594963074, 0.05331254377961159, 0.02289619855582714, -0.014180177822709084, -0.06887390464544296, -0.1155250295996666, -0.01347856130450964, -0.030398216098546982, 0.028538405895233154, 0.14158648252487183, -0.13827542960643768, -0.1296953707933426, -0.02446417696774006, -0.06829647719860077, 0.1630907952785492, 0.23730958998203278, -0.04370630905032158, 0.0089765265583992, 0.15803854167461395, -0.11476055532693863, -0.2946600019931793, 0.013892212882637978, -0.0651736781001091, 0.0449514240026474, 0.02901596389710903, -0.06968209892511368, 0.07066433876752853, 0.016111262142658234, -0.03278118371963501, 0.02075839415192604, -0.10482838749885559, -0.14170774817466736, 0.20719394087791443, 0.06252672523260117, 0.21991713345050812, -0.16226783394813538, -0.07139329612255096, -0.12406320124864578, -0.22547626495361328, 0.02510373666882515, -0.11190815269947052, 0.07329905778169632, -0.012328281998634338, -0.034550417214632034, 0.0042658280581235886, -0.01789744943380356, 0.1472846269607544, 0.04467841982841492, 0.030363697558641434, -0.0433843769133091, 0.07285504788160324, -0.0072919526137411594, 0.03677626699209213, 0.18060648441314697, -0.1318446844816208, 0.04830794036388397, -0.16160644590854645, -0.029921069741249084, -0.05171356722712517, 0.08173229545354843, -0.010295947082340717, -0.042097900062799454, -0.06346776336431503, -0.01656535640358925, 0.035404354333877563, 0.0075569129548966885, 0.20652075111865997, -0.09252853691577911, 0.0033936859108507633, 0.15899328887462616, 0.12840087711811066, -0.12222369760274887, 0.03241927549242973, 0.04335501044988632, -0.035158637911081314, 0.055033598095178604, -0.10160345584154129, 0.07273038476705551, 0.1480129510164261, -0.029209168627858162, 0.09060782194137573, 0.05079273506999016, -0.07055329531431198, -0.02663232572376728, 0.08412262052297592, -0.11590659618377686, 0.02991589903831482, -0.050384052097797394, -0.22638018429279327, 0.02428397908806801, 0.05988500267267227, 0.18643684685230255, -0.03074030391871929, -0.021013496443629265, -0.021078214049339294, 0.014620576053857803, -0.07227746397256851, 0.1526251882314682, 0.10666490346193314, 0.0029066128190606833, -0.09791648387908936, 0.10520566254854202, -0.02652352675795555, -0.09737446159124374, 0.047862205654382706, 0.12528175115585327, -0.09309562295675278, -0.11929589509963989, 0.09284326434135437, 0.13560931384563446, -0.1257074922323227, -0.09142705798149109, -0.18109475076198578, -0.1277959942817688, 0.04814768582582474, 0.06272061914205551, 0.15475709736347198, 0.011203384026885033, 0.03777594119310379, -0.05875205248594284, 0.02048790454864502, 0.08149614930152893, 0.09494512528181076, 0.0399300642311573, -0.09213007986545563, 0.010513619519770145, -0.04204805940389633, 0.10142309963703156, -0.03765975311398506, 0.054361168295145035, -0.14962013065814972, 0.05095578357577324, -0.1744895577430725, 0.01612512208521366, -0.03724769875407219, -0.01128612644970417, 0.0254278015345335, -0.10560855269432068, -0.07431840896606445, 0.04343748092651367, -0.13027602434158325, -0.02515467442572117, -0.029880939051508904, 0.0764501765370369, -0.11761084198951721, -0.01709088683128357, 0.06082620844244957, -0.057690590620040894, 0.05952998250722885, 0.058001384139060974, -0.08152306079864502, 0.11565864086151123, -0.15851756930351257, -0.009053084068000317, 0.05598333477973938, 0.07279832661151886, 0.044599540531635284, 0.0033993804827332497, 0.029493002220988274, 0.15117357671260834, 0.07610565423965454, 0.03553111106157303, 0.0924919843673706, -0.10521505028009415, -0.05175140127539635, -0.0908237099647522, -0.12066341936588287, -0.00378776784054935, 0.025745796039700508, 0.08749121427536011, 0.04824874922633171, 0.14413432776927948, -0.061869628727436066, -0.0014620654983446002, -0.12884296476840973, 0.026219870895147324, 0.008327688090503216, -0.09420513361692429, -0.11309762299060822, -0.02457994781434536, 0.07060910761356354, -0.020497530698776245, 0.22656039893627167, 0.03775912895798683, 0.0692693293094635, 0.05734379589557648, -0.016363132745027542, 0.1392877697944641, 0.04114186018705368, 0.1421574056148529, -0.029235724359750748, 0.007466668728739023, -0.10335100442171097, -0.03533429652452469, 0.08731449395418167, 0.01528566237539053, 0.09335796535015106, 0.17106765508651733, 0.10266055166721344, 0.21444077789783478, -0.002485313219949603, 0.02215978316962719, -0.051677171140909195, -0.07462248206138611, 0.0519765205681324, 0.10597610473632812, 0.0367317721247673, 0.10774059593677521, 0.1503286063671112, -0.13585923612117767, 0.028398776426911354, -0.06139090657234192, -0.047538872808218, -0.1849631369113922, -0.12550804018974304, -0.1488722413778305, -0.18553456664085388, 0.021008076146245003, -0.13098843395709991, 0.015933142974972725, 0.028471030294895172, 0.06248793005943298, -0.05753543600440025, 0.08590392768383026, -0.008399472571909428, -0.10482209920883179, 0.07528910040855408, -0.04319090396165848, 0.013554509729146957, 0.06940387189388275, -0.017941687256097794, 0.03918667510151863, -0.03221086785197258, -0.0170962642878294, 0.037878360599279404, -0.06459368765354156, 0.016432713717222214, -0.06582587957382202, -0.02918914519250393, -0.03440362587571144, 0.04280960559844971, 0.03205038607120514, 0.20137405395507812, 0.03958223760128021, -0.013027948327362537, 0.04546748474240303, 0.15432104468345642, -0.05027613788843155, -0.09435199946165085, -0.12152829021215439, 0.10417087376117706, 0.09379347413778305, 0.10305178165435791, 0.011421209201216698, -0.08370757102966309, -0.010934760794043541, 0.2803893983364105, 0.2108956277370453, -0.05777905136346817, 0.005863754078745842, 0.044738683849573135, 0.015034974552690983, 0.04723702743649483, 0.04344687610864639, 0.1250976175069809, 0.19009999930858612, -0.03747906908392906, -0.03480302914977074, -0.07022695988416672, -0.013361247256398201, -0.07743673771619797, 0.07946803420782089, 0.025848643854260445, -0.10842164605855942, -0.0017486951546743512, 0.04916173219680786, -0.03511655330657959, -0.054925091564655304, -0.02129015140235424, -0.15102888643741608, -0.06988485157489777, -0.02556074596941471, 0.0882306769490242, 0.024224169552326202, 0.010420429520308971, -0.04392567276954651, -0.0400235541164875, 0.06174023821949959, -0.02702006697654724, -0.11823723465204239, -0.09739033132791519, 0.04245409369468689, -0.12109925597906113, 0.1007600724697113, 0.012963586486876011, 0.15829835832118988, 0.0872918888926506, 0.0767614096403122, -0.025332171469926834, 0.11761117726564407, 0.03540290147066116, -0.02986449934542179, 0.0820828378200531, 0.004348784685134888, -0.03008197993040085, 0.061167486011981964, 0.049945708364248276, -0.04878855496644974, 0.0539935901761055, 0.030962735414505005, -0.09425501525402069, -0.09875480085611343, 0.033503059297800064, -0.20048880577087402, 0.05603592097759247, 0.12856929004192352, -0.0077274697832763195, -0.016364671289920807, -0.056820474565029144, 0.07691037654876709, -0.023300424218177795, -0.019396089017391205, 0.01902724988758564, -0.13634292781352997, 0.013456868007779121, 0.06734887510538101, 0.021470019593834877, -0.204952210187912, -0.023515325039625168, -0.09521282464265823, -0.017239617183804512, -0.0971246063709259, 0.08470073342323303, 0.06768116354942322, 0.00009122736810240895, -0.03751625865697861, -0.176105335354805, 0.033932480961084366, 0.07315117120742798, -0.12668469548225403, -0.10994753986597061 ]
null
null
transformers
### opus-mt-efi-de * source languages: efi * target languages: de * OPUS readme: [efi-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/efi-de/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/efi-de/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-de/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-de/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.efi.de | 21.0 | 0.401 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-efi-de
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "efi", "de", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #efi #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-efi-de * source languages: efi * target languages: de * OPUS readme: efi-de * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 21.0, chr-F: 0.401
[ "### opus-mt-efi-de\n\n\n* source languages: efi\n* target languages: de\n* OPUS readme: efi-de\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.0, chr-F: 0.401" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-efi-de\n\n\n* source languages: efi\n* target languages: de\n* OPUS readme: efi-de\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.0, chr-F: 0.401" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-efi-de\n\n\n* source languages: efi\n* target languages: de\n* OPUS readme: efi-de\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.0, chr-F: 0.401" ]
[ -0.1287558674812317, 0.12672390043735504, -0.004435590468347073, 0.06920286267995834, 0.05841138958930969, 0.007973268628120422, 0.07854750752449036, 0.14495420455932617, 0.022096769884228706, -0.011231791228055954, 0.12282007187604904, 0.14212098717689514, 0.020525764673948288, 0.17142358422279358, -0.08682650327682495, -0.12368638813495636, 0.047414615750312805, 0.0605270154774189, -0.04233083501458168, 0.12534858286380768, 0.1286831945180893, -0.0162225142121315, 0.09861037880182266, -0.01606341265141964, -0.042142268270254135, 0.11633734405040741, -0.019119614735245705, -0.07888269424438477, 0.07554551959037781, 0.0830710381269455, 0.040190182626247406, 0.06262020766735077, -0.039808239787817, -0.22920823097229004, 0.012940673157572746, 0.003940743859857321, -0.06579190492630005, 0.0005571627407334745, 0.03165261447429657, -0.0954233855009079, 0.08215798437595367, -0.03555920347571373, -0.024141086265444756, 0.02256118133664131, -0.017880143597722054, -0.14565636217594147, -0.033476781100034714, -0.010598492808640003, -0.03456700220704079, 0.15492667257785797, -0.0446879044175148, 0.2448441982269287, -0.13698291778564453, 0.14109398424625397, 0.22683408856391907, -0.2543533742427826, -0.011096280068159103, 0.01028662919998169, 0.03917410969734192, 0.04771740362048149, -0.010548700578510761, -0.04381563887000084, 0.10824336856603622, 0.04946409538388252, -0.05758468434214592, -0.11224508285522461, -0.13308276236057281, 0.018532253801822662, -0.12778273224830627, -0.018476543948054314, 0.29315441846847534, 0.013366496190428734, -0.09626808762550354, 0.019062180072069168, -0.046342093497514725, -0.029937123879790306, 0.020497193560004234, 0.007935594767332077, 0.05373019725084305, -0.010506090708076954, 0.07501226663589478, 0.00986240804195404, -0.10536011308431625, -0.07617173343896866, -0.14064298570156097, 0.1931949406862259, 0.0785268172621727, 0.003622338641434908, -0.048094384372234344, 0.05265747010707855, -0.02721368335187435, -0.1292998045682907, -0.08761730790138245, -0.034308210015296936, 0.008856921456754208, 0.044931963086128235, -0.10134927183389664, -0.07154017686843872, 0.1351218968629837, 0.19919703900814056, -0.08227091282606125, 0.04539988189935684, -0.026190292090177536, 0.04861842840909958, -0.01903107948601246, 0.18177741765975952, 0.008405612781643867, -0.059400591999292374, 0.055009324103593826, -0.0007092210580594838, 0.029768789187073708, 0.02705235779285431, -0.07346883416175842, -0.08455231785774231, 0.027044527232646942, 0.0782540813088417, -0.01569490320980549, 0.044596679508686066, -0.06844236701726913, 0.0026420103386044502, 0.05467858538031578, -0.15860602259635925, 0.003900854615494609, 0.043211180716753006, -0.04879762977361679, 0.06943042576313019, 0.0737142413854599, -0.04127679765224457, -0.1274096518754959, -0.011019340716302395, -0.03293959051370621, -0.01292379666119814, -0.05598115175962448, -0.09675323963165283, 0.05965418368577957, -0.030083222314715385, 0.05556477978825569, -0.17496268451213837, -0.1411801278591156, -0.053394708782434464, 0.023411288857460022, -0.004737384617328644, -0.027239738032221794, -0.048421818763017654, -0.06897154450416565, 0.001289214938879013, -0.0566127747297287, -0.008714783005416393, -0.10611195862293243, 0.06673211604356766, 0.07630913704633713, 0.049063362181186676, -0.06149648129940033, 0.0431339293718338, -0.14339801669120789, -0.04170786961913109, -0.0977441594004631, 0.060070883482694626, -0.1341099739074707, 0.032442476600408554, -0.07177525758743286, -0.07435155659914017, -0.033139362931251526, 0.09414388984441757, 0.05097927525639534, 0.18565763533115387, -0.1769670844078064, -0.05281751975417137, 0.19109269976615906, -0.10673347860574722, -0.15940998494625092, 0.14486034214496613, 0.0068213422782719135, -0.026077954098582268, 0.04903096333146095, 0.192879781126976, -0.006374110002070665, -0.07798632979393005, 0.0057003009133040905, 0.08940282464027405, 0.03980404511094093, -0.08352277427911758, 0.1208377480506897, -0.05468383803963661, 0.0045746187679469585, 0.034560754895210266, -0.09293079376220703, 0.046903837472200394, -0.0020084972493350506, -0.03646242246031761, -0.048909008502960205, -0.03889459744095802, 0.007463173940777779, 0.02919081598520279, 0.046378351747989655, -0.1563415825366974, -0.094901442527771, 0.005156020168215036, 0.110532745718956, -0.04655349999666214, 0.05880703404545784, -0.05658665671944618, 0.11216146498918533, -0.021974891424179077, 0.020084822550415993, -0.13877378404140472, 0.028139345347881317, 0.02837233804166317, -0.003023778088390827, 0.09064125269651413, 0.0541498139500618, 0.01686098240315914, -0.06449290364980698, -0.006037324201315641, -0.04400821402668953, 0.03726208209991455, -0.026806896552443504, -0.07774962484836578, -0.17006221413612366, 0.06841923296451569, -0.031363967806100845, 0.005501696839928627, -0.13157771527767181, 0.0025967941619455814, 0.03380535542964935, 0.09902603924274445, -0.021039923653006554, 0.07751079648733139, -0.009500717744231224, 0.03134028986096382, -0.08344995230436325, -0.008023153990507126, -0.010325285606086254, 0.004128874279558659, -0.09647808223962784, 0.15809480845928192, -0.02996024303138256, 0.23206816613674164, 0.20721440017223358, -0.15099920332431793, -0.01084225345402956, 0.049135129898786545, -0.0157236959785223, 0.0063985795713961124, 0.030806493014097214, -0.011399436742067337, 0.09580180048942566, -0.019053107127547264, 0.1412830799818039, -0.14440084993839264, -0.052367404103279114, -0.05432513356208801, -0.06676635146141052, -0.04756392538547516, 0.1942852884531021, 0.042353834956884384, -0.11819996684789658, 0.13602639734745026, 0.18342818319797516, -0.1554025113582611, 0.17726537585258484, -0.0637730062007904, -0.0773627981543541, 0.09115087985992432, 0.06920364499092102, -0.040240537375211716, 0.07280580699443817, -0.20246614515781403, 0.00005331177089828998, 0.04233892634510994, 0.04971592128276825, 0.0738588497042656, -0.1190563514828682, -0.0024772111792117357, 0.023270007222890854, -0.08855056762695312, -0.006170887965708971, 0.05217941477894783, 0.004228405188769102, 0.08787020295858383, -0.061233408749103546, -0.08909759670495987, 0.024066908285021782, -0.02336021326482296, -0.15358200669288635, 0.2507341206073761, -0.12307421118021011, -0.18356357514858246, -0.10093315690755844, 0.05559201166033745, -0.10870746523141861, 0.0031336876563727856, 0.14364567399024963, -0.10493197292089462, -0.05832759663462639, -0.08675392717123032, 0.03938295319676399, -0.0006104334024712443, -0.02073926478624344, -0.050745535641908646, 0.014947929419577122, 0.010474933311343193, -0.16664142906665802, -0.03656976297497749, -0.004691831301897764, 0.0013414049753919244, 0.05559210106730461, -0.14614777266979218, 0.11202099174261093, 0.08839422464370728, -0.026664629578590393, 0.02427300624549389, -0.031897883862257004, 0.21681472659111023, -0.0749904066324234, -0.045171014964580536, 0.17955084145069122, 0.02175045572221279, 0.012913248501718044, 0.0715637058019638, -0.03869099169969559, -0.07794002443552017, 0.06350953876972198, 0.03412611037492752, 0.015112676657736301, -0.3187826871871948, -0.062096938490867615, -0.07457957416772842, 0.0024618334136903286, -0.02187621220946312, 0.07325650751590729, -0.04510263353586197, 0.07130631059408188, -0.020099423825740814, 0.023374496027827263, -0.0037347518373280764, 0.06531956046819687, 0.16926780343055725, 0.004242631606757641, 0.123321034014225, -0.09600821882486343, -0.0684412494301796, 0.09515391290187836, 0.06754779070615768, 0.08134694397449493, -0.027635041624307632, 0.11813199520111084, 0.06907659769058228, 0.11994168907403946, 0.010261145420372486, 0.07182750105857849, -0.0019707807805389166, 0.0038066189736127853, -0.021734748035669327, -0.060350317507982254, -0.0442272424697876, 0.06608276814222336, -0.015345187857747078, -0.005421012174338102, -0.09729007631540298, -0.06354791671037674, 0.10944438725709915, 0.10369180887937546, 0.033510491251945496, -0.2181870937347412, -0.006559114437550306, 0.045820608735084534, -0.0438169427216053, -0.035125087946653366, 0.09671318531036377, -0.010214435867965221, -0.08482539653778076, 0.10251426696777344, 0.04843202978372574, 0.12482424080371857, -0.0007304922910407186, 0.010545813478529453, -0.0442609041929245, -0.004610982723534107, 0.002895606216043234, 0.11082596331834793, -0.4012087881565094, 0.2198290377855301, -0.0008363662636838853, 0.0219016931951046, -0.07421818375587463, 0.016328109428286552, 0.06162744015455246, 0.11224666237831116, 0.1112891435623169, -0.018778808414936066, -0.03666095435619354, -0.029962966218590736, 0.020172646269202232, 0.07047327607870102, 0.03171911463141441, 0.07530257105827332, 0.0443974994122982, -0.004710562992841005, 0.011588184162974358, -0.01283242180943489, 0.13817822933197021, -0.15049228072166443, -0.05096171051263809, 0.0017458267975598574, 0.09570704400539398, -0.058474957942962646, -0.04211900383234024, -0.09441863000392914, -0.1262996643781662, 0.1978137046098709, -0.06444256007671356, -0.10045919567346573, -0.10525157302618027, -0.02895338274538517, 0.12238570302724838, -0.13680662214756012, -0.011319013312458992, -0.05589902773499489, 0.006216180510818958, -0.021560000255703926, -0.11659766733646393, 0.104562908411026, -0.09613045305013657, -0.07496123015880585, -0.022000597789883614, 0.09034158289432526, -0.06641354411840439, 0.0549783930182457, 0.017701681703329086, -0.04699692130088806, -0.06995842605829239, -0.09966378659009933, -0.04649821296334267, -0.06054242327809334, 0.031528472900390625, 0.1391642540693283, -0.11734572798013687, -0.11279875040054321, -0.04527590423822403, -0.07015468925237656, 0.15828341245651245, 0.19335158169269562, -0.017976222559809685, -0.022881751880049706, 0.15903405845165253, -0.10480093210935593, -0.25539013743400574, 0.020512674003839493, -0.030477656051516533, 0.041631657630205154, -0.017257526516914368, -0.08448339253664017, 0.07879670709371567, 0.019212529063224792, -0.033593010157346725, 0.10864667594432831, -0.1359306424856186, -0.1162220910191536, 0.21867655217647552, 0.08644813299179077, 0.18965792655944824, -0.19265992939472198, -0.05006391182541847, -0.1019587442278862, -0.23217949271202087, 0.024796880781650543, -0.1097174659371376, 0.07647012174129486, -0.012965982779860497, -0.02018880657851696, -0.0062818159349262714, -0.008399819023907185, 0.13665981590747833, 0.04870361089706421, 0.04204881191253662, -0.04281366616487503, 0.08312992751598358, -0.05596444755792618, 0.03434711694717407, 0.18251419067382812, -0.1439988613128662, 0.05317489802837372, -0.17680127918720245, -0.040546074509620667, -0.04855881258845329, 0.07518843561410904, -0.022496923804283142, -0.03222601115703583, -0.05639544501900673, 0.005408731754869223, 0.03541892021894455, 0.018167579546570778, 0.15629906952381134, -0.09266036003828049, 0.024146810173988342, 0.13695035874843597, 0.13410285115242004, -0.10543077439069748, 0.0023857366759330034, 0.03250214457511902, -0.02527320757508278, 0.059865809977054596, -0.11658729612827301, 0.050232041627168655, 0.1550549417734146, -0.03056752122938633, 0.09132913500070572, 0.050017982721328735, -0.10348385572433472, -0.02488338015973568, 0.0885862410068512, -0.07037302106618881, 0.06773149967193604, -0.029650194570422173, -0.17724153399467468, 0.014002854004502296, 0.07056450098752975, 0.17056924104690552, -0.028697703033685684, -0.02290460653603077, -0.04087634012103081, -0.008320141583681107, -0.07384476065635681, 0.16883952915668488, 0.10479117929935455, 0.005761798936873674, -0.09476137161254883, 0.1041855439543724, -0.01913704164326191, -0.0923474058508873, 0.03987026587128639, 0.1400952786207199, -0.07890790700912476, -0.1217946708202362, 0.08196685463190079, 0.13701282441616058, -0.1756250411272049, -0.11167313158512115, -0.16697606444358826, -0.11368259787559509, 0.05390642210841179, 0.12950292229652405, 0.15799950063228607, 0.009607709012925625, 0.047476932406425476, -0.0625099390745163, 0.03238483518362045, 0.07116539776325226, 0.09281458705663681, 0.03727130964398384, -0.08476731181144714, -0.007901536300778389, -0.024068590253591537, 0.1163620576262474, -0.025266027078032494, 0.048880502581596375, -0.13740383088588715, 0.05950639396905899, -0.19891713559627533, 0.04472339153289795, -0.0048364559188485146, 0.009748796001076698, 0.020862124860286713, -0.09889049828052521, -0.06389074772596359, 0.039179470390081406, -0.1303998976945877, -0.022611310705542564, -0.0005476920632645488, 0.06841205060482025, -0.12811075150966644, -0.027763642370700836, 0.051466599106788635, -0.06416581571102142, 0.07894575595855713, 0.05922245234251022, -0.08483965694904327, 0.09294211119413376, -0.1569124311208725, 0.0026510427705943584, 0.04264257475733757, 0.06484309583902359, 0.052260443568229675, -0.013618078082799911, 0.05166114121675491, 0.14271888136863708, 0.07710359245538712, 0.03639775514602661, 0.08090855181217194, -0.1077311709523201, -0.05963372439146042, -0.10849840193986893, -0.1026022732257843, -0.014827133156359196, 0.029620012268424034, 0.10125003010034561, 0.042907051742076874, 0.1447470337152481, -0.05679750069975853, -0.0005535671953111887, -0.11502106487751007, 0.01917273923754692, 0.015666240826249123, -0.0777619481086731, -0.10336792469024658, -0.013213793747127056, 0.06704654544591904, -0.024869387969374657, 0.22388295829296112, 0.017235517501831055, 0.07864753156900406, 0.0344797819852829, -0.061382316052913666, 0.14097629487514496, 0.01891469396650791, 0.14069239795207977, -0.030289681628346443, 0.01912638358771801, -0.08393494784832001, -0.033484965562820435, 0.08325295895338058, -0.008249795995652676, 0.10775244235992432, 0.21832291781902313, 0.07886050641536713, 0.2184155285358429, -0.02165416069328785, 0.0036804175470024347, -0.005039585288614035, -0.11718595027923584, 0.05656224489212036, 0.06317013502120972, 0.04666292667388916, 0.1272132694721222, 0.1569829136133194, -0.11995229870080948, 0.030083991587162018, -0.05878070369362831, -0.04027377441525459, -0.172101691365242, -0.09484420716762543, -0.12499605119228363, -0.15568901598453522, 0.022876523435115814, -0.13100112974643707, 0.004695807117968798, 0.03144311159849167, 0.08433698862791061, -0.06775614619255066, 0.07689987123012543, 0.003796702018007636, -0.10626915097236633, 0.09816941618919373, -0.035693153738975525, 0.035155896097421646, 0.06753766536712646, -0.0121321314945817, 0.03859495744109154, -0.018496599048376083, -0.013724168762564659, 0.02573506161570549, -0.07622501254081726, 0.04254212602972984, -0.06445269286632538, -0.023986734449863434, -0.0339839905500412, 0.051954541355371475, 0.054922979325056076, 0.24256011843681335, 0.042854905128479004, 0.006090469658374786, 0.0426754429936409, 0.1276688575744629, -0.030249183997511864, -0.12644904851913452, -0.11656597256660461, 0.13683149218559265, 0.08044633269309998, 0.0850907564163208, 0.008994389325380325, -0.09872077405452728, -0.04347752407193184, 0.2841154932975769, 0.19324883818626404, -0.0932411476969719, -0.0010856444714590907, 0.06707173585891724, 0.01732783019542694, 0.04723803326487541, 0.04333292320370674, 0.1542675942182541, 0.22658850252628326, -0.05327386036515236, -0.04650447890162468, -0.06334403902292252, 0.009319290518760681, -0.08419284224510193, 0.09066464751958847, 0.032648924738168716, -0.08683235198259354, -0.010890605859458447, 0.04529953375458717, -0.040563616901636124, -0.06393621861934662, -0.015591369941830635, -0.1515582948923111, -0.08802849054336548, -0.04131121188402176, 0.038843508809804916, 0.03314901143312454, 0.004217277746647596, -0.03476748242974281, -0.03748561814427376, 0.04692704230546951, -0.033094968646764755, -0.11840138584375381, -0.1015978679060936, 0.0323307067155838, -0.08845974504947662, 0.11087119579315186, 0.008220822550356388, 0.18655551970005035, 0.10981123894453049, 0.0669335275888443, -0.019359048455953598, 0.13533666729927063, 0.04155813530087471, -0.016922490671277046, 0.07273580878973007, -0.009097863920032978, -0.016241470351815224, 0.03423019126057625, 0.05573530122637749, -0.023697733879089355, 0.0706765428185463, 0.018982751294970512, -0.0872497707605362, -0.14693811535835266, 0.04409804195165634, -0.19834403693675995, 0.05120444297790527, 0.14811590313911438, -0.005106910597532988, -0.00787911843508482, -0.05847323685884476, 0.07720950990915298, 0.0034964815713465214, -0.058445852249860764, -0.0015111265238374472, -0.12115811556577682, 0.03538966178894043, 0.03452751785516739, 0.02168910577893257, -0.23309127986431122, -0.008533164858818054, -0.08523715287446976, -0.018935972824692726, -0.09472737461328506, 0.06790290027856827, 0.05574622377753258, 0.02406572364270687, -0.03438138961791992, -0.19316968321800232, 0.004504706244915724, 0.07028136402368546, -0.1298266351222992, -0.11033786088228226 ]
null
null
transformers
### opus-mt-efi-en * source languages: efi * target languages: en * OPUS readme: [efi-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/efi-en/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/efi-en/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-en/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-en/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.efi.en | 35.4 | 0.510 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-efi-en
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "efi", "en", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #efi #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-efi-en * source languages: efi * target languages: en * OPUS readme: efi-en * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 35.4, chr-F: 0.510
[ "### opus-mt-efi-en\n\n\n* source languages: efi\n* target languages: en\n* OPUS readme: efi-en\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 35.4, chr-F: 0.510" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-efi-en\n\n\n* source languages: efi\n* target languages: en\n* OPUS readme: efi-en\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 35.4, chr-F: 0.510" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-efi-en\n\n\n* source languages: efi\n* target languages: en\n* OPUS readme: efi-en\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 35.4, chr-F: 0.510" ]
[ -0.1273910254240036, 0.12277762591838837, -0.0046843006275594234, 0.06997904926538467, 0.05992836505174637, 0.00917403120547533, 0.0759335607290268, 0.14524903893470764, 0.02143794856965542, -0.012586001306772232, 0.11990305781364441, 0.1364957094192505, 0.01840304583311081, 0.1792656034231186, -0.08856149762868881, -0.12752774357795715, 0.043998293578624725, 0.055859409272670746, -0.035698141902685165, 0.1250903606414795, 0.12970654666423798, -0.018900839611887932, 0.09532485902309418, -0.016680685803294182, -0.04173235967755318, 0.11661669611930847, -0.02067420817911625, -0.07828710973262787, 0.07316689193248749, 0.08935996890068054, 0.038875311613082886, 0.06047246977686882, -0.038234636187553406, -0.23316772282123566, 0.015795448794960976, -0.0010058452608063817, -0.06719423085451126, 0.0011887402506545186, 0.034364018589258194, -0.09368627518415451, 0.07400304824113846, -0.031392309814691544, -0.025667652487754822, 0.021835876628756523, -0.015509849414229393, -0.1290968507528305, -0.02811487764120102, -0.013795899227261543, -0.027159996330738068, 0.15175031125545502, -0.04536890611052513, 0.24340073764324188, -0.13919299840927124, 0.14577676355838776, 0.22701869904994965, -0.2603139579296112, -0.010270308703184128, 0.011512587778270245, 0.03190324828028679, 0.050799380987882614, -0.007591928821057081, -0.042479418218135834, 0.10631229728460312, 0.04487370699644089, -0.052350964397192, -0.11089328676462173, -0.1478605717420578, 0.016436463221907616, -0.1303381472826004, -0.01866105943918228, 0.2990235984325409, 0.0161883607506752, -0.09538418054580688, 0.0181425753980875, -0.04875417426228523, -0.023328294977545738, 0.018830979242920876, 0.013048111461102962, 0.05113912746310234, -0.009255203418433666, 0.08026830106973648, 0.005653782747685909, -0.10819339007139206, -0.07363622635602951, -0.14521284401416779, 0.19307923316955566, 0.08393676578998566, 0.009694849140942097, -0.0497836172580719, 0.04679347947239876, -0.03618022799491882, -0.12884831428527832, -0.08302232623100281, -0.03430256247520447, 0.004806415643543005, 0.041225969791412354, -0.1047406941652298, -0.07487959414720535, 0.1325579732656479, 0.19636158645153046, -0.07965506613254547, 0.047964416444301605, -0.021091526374220848, 0.05116744339466095, -0.017663678154349327, 0.17120708525180817, 0.014172383584082127, -0.05884930491447449, 0.05775527283549309, -0.005142700858414173, 0.031231030821800232, 0.022136976942420006, -0.08023610711097717, -0.08229812234640121, 0.019329842180013657, 0.07458224147558212, -0.02168966829776764, 0.04897238314151764, -0.06593013554811478, 0.0033226273953914642, 0.044712863862514496, -0.16294683516025543, 0.003858578624203801, 0.04455142095685005, -0.04978492110967636, 0.06126226484775543, 0.07482754439115524, -0.037479668855667114, -0.13147267699241638, -0.011697516776621342, -0.02996435947716236, -0.008556178770959377, -0.05403667688369751, -0.0932050421833992, 0.055924732238054276, -0.02452806383371353, 0.05671181157231331, -0.18122164905071259, -0.14024314284324646, -0.04720035195350647, 0.02706141769886017, -0.0019279873231425881, -0.03158539906144142, -0.04753606393933296, -0.06385629624128342, 0.001428603776730597, -0.059645671397447586, -0.00014193312381394207, -0.10450148582458496, 0.06443208456039429, 0.07667230069637299, 0.05368683114647865, -0.05633366480469704, 0.04288889467716217, -0.14228186011314392, -0.04536298289895058, -0.08411209285259247, 0.05587189644575119, -0.12858401238918304, 0.031074590981006622, -0.07105392962694168, -0.0727166086435318, -0.033284787088632584, 0.0936645045876503, 0.04894431680440903, 0.18496614694595337, -0.16787385940551758, -0.048138003796339035, 0.18900872766971588, -0.10515958815813065, -0.16307134926319122, 0.14569918811321259, 0.006505763158202171, -0.022079506888985634, 0.04397302120923996, 0.19278274476528168, -0.00415218947455287, -0.07630030810832977, 0.009323661215603352, 0.09208015352487564, 0.03900350257754326, -0.08680130541324615, 0.12039925158023834, -0.04684513807296753, 0.002433193614706397, 0.034929338842630386, -0.0805801972746849, 0.04958520084619522, -0.0034415496047586203, -0.03832143172621727, -0.04769280552864075, -0.0395587794482708, 0.002959761070087552, 0.02688608318567276, 0.051670141518116, -0.15284205973148346, -0.09319092333316803, -0.001547119114547968, 0.10781151801347733, -0.04322679340839386, 0.05970704182982445, -0.058551397174596786, 0.11766432225704193, -0.02356003224849701, 0.020587796345353127, -0.14034251868724823, 0.0264267660677433, 0.025496680289506912, 0.0022532125003635883, 0.08822330832481384, 0.05419919639825821, 0.016065774485468864, -0.058842845261096954, -0.007272932678461075, -0.04441775381565094, 0.04576487094163895, -0.03094017133116722, -0.08334179222583771, -0.16416919231414795, 0.06272166222333908, -0.03164112940430641, 0.000375819974578917, -0.1295352578163147, 0.002873454475775361, 0.027876757085323334, 0.09748268127441406, -0.022082215175032616, 0.07617770880460739, -0.005360084120184183, 0.028980903327465057, -0.08392561227083206, -0.0019537629559636116, -0.004495874512940645, 0.004865554627031088, -0.09734046459197998, 0.15953637659549713, -0.029097851365804672, 0.23122148215770721, 0.20315539836883545, -0.15754131972789764, -0.00877802912145853, 0.04273964464664459, -0.01572772115468979, 0.007069725077599287, 0.022477541118860245, -0.0036514997482299805, 0.0984121784567833, -0.021442847326397896, 0.14711393415927887, -0.1412653923034668, -0.0536687970161438, -0.05445483326911926, -0.07284549623727798, -0.04450047016143799, 0.19430139660835266, 0.04637051001191139, -0.12226484715938568, 0.13230149447917938, 0.17983287572860718, -0.16166652739048004, 0.17915505170822144, -0.05657920613884926, -0.07823535799980164, 0.0936913937330246, 0.06810668855905533, -0.039238639175891876, 0.059484079480171204, -0.20248304307460785, 0.0034771424252539873, 0.045160066336393356, 0.051248397678136826, 0.07451234012842178, -0.11710645258426666, -0.0035146584268659353, 0.02654913067817688, -0.08901838213205338, -0.007420861627906561, 0.05002652853727341, 0.004442145582288504, 0.0886838436126709, -0.06349530071020126, -0.08545170724391937, 0.02144659496843815, -0.02546343207359314, -0.15483039617538452, 0.25007450580596924, -0.1203896701335907, -0.18507926166057587, -0.10250290483236313, 0.040612392127513885, -0.10498064756393433, -0.00009199332998832688, 0.14866864681243896, -0.10215209424495697, -0.060237716883420944, -0.09017764031887054, 0.03531743586063385, -0.002237499924376607, -0.01590648852288723, -0.04770180583000183, 0.01320749893784523, 0.006469988264143467, -0.1586965173482895, -0.03432375565171242, -0.007334211841225624, -0.0013455742737278342, 0.06664106994867325, -0.1464063972234726, 0.11245538294315338, 0.08733005076646805, -0.029712481424212456, 0.025389645248651505, -0.031667426228523254, 0.22400960326194763, -0.07252991944551468, -0.04085433855652809, 0.18445049226284027, 0.017271826043725014, 0.016933325678110123, 0.07630842179059982, -0.03848914057016373, -0.07783287763595581, 0.06572014838457108, 0.03331146389245987, 0.011185862123966217, -0.3167462646961212, -0.0619589239358902, -0.07957115024328232, -0.0028078907635062933, -0.019008861854672432, 0.07276279479265213, -0.04888239502906799, 0.07574428617954254, -0.019155830144882202, 0.021729474887251854, -0.003300189273431897, 0.0681077316403389, 0.16575156152248383, 0.005656864028424025, 0.12598146498203278, -0.0920504480600357, -0.06907745450735092, 0.09568848460912704, 0.07066047191619873, 0.08503533154726028, -0.03079541027545929, 0.11697440594434738, 0.0683610588312149, 0.12589354813098907, 0.01663501374423504, 0.07448754459619522, -0.006365855690091848, 0.0034687526058405638, -0.02272734045982361, -0.05798662453889847, -0.04302060231566429, 0.065629743039608, -0.014154665172100067, -0.006300175562500954, -0.09604541957378387, -0.05474317446351051, 0.10740448534488678, 0.10327490419149399, 0.032132234424352646, -0.21176773309707642, -0.002459328854456544, 0.04614318907260895, -0.049112021923065186, -0.0341901034116745, 0.09757809340953827, 0.0014736512675881386, -0.08138535916805267, 0.10336048901081085, 0.0466640368103981, 0.1268685907125473, 0.005878342315554619, 0.00954627525061369, -0.04797808453440666, -0.004225120879709721, 0.004784939344972372, 0.11660043150186539, -0.3943693935871124, 0.21994197368621826, -0.0004661480779759586, 0.017197230830788612, -0.07535264641046524, 0.018209556117653847, 0.062369346618652344, 0.11357318609952927, 0.11311471462249756, -0.01839214377105236, -0.04767977073788643, -0.039758458733558655, 0.020777259021997452, 0.06943588703870773, 0.03669397532939911, 0.07392731308937073, 0.044542983174324036, -0.006434216164052486, 0.011550025083124638, -0.01642303355038166, 0.14764946699142456, -0.14114193618297577, -0.05862861126661301, -0.0010232280474156141, 0.10139807313680649, -0.06900281459093094, -0.03878160938620567, -0.09459023177623749, -0.1257278323173523, 0.1982877552509308, -0.06031961739063263, -0.10318960249423981, -0.1094045490026474, -0.02485908381640911, 0.1181117594242096, -0.14013901352882385, -0.01035839319229126, -0.05710359662771225, 0.009201930835843086, -0.02183503471314907, -0.11773505806922913, 0.10158532857894897, -0.09903822094202042, -0.07052376121282578, -0.02307850308716297, 0.09116173535585403, -0.07256177812814713, 0.05518658086657524, 0.018274059519171715, -0.04693348705768585, -0.0714607834815979, -0.1014418974518776, -0.04951532185077667, -0.06584090739488602, 0.03032253123819828, 0.14452986419200897, -0.11743255704641342, -0.11524161696434021, -0.04346981272101402, -0.07490544021129608, 0.16609147191047668, 0.20427577197551727, -0.01634402759373188, -0.022194301709532738, 0.15501773357391357, -0.10377521812915802, -0.25325143337249756, 0.007998514920473099, -0.026729708537459373, 0.04082184657454491, -0.010880309157073498, -0.08096002787351608, 0.0828622430562973, 0.015527821145951748, -0.03339093178510666, 0.09756465256214142, -0.13406863808631897, -0.11925099045038223, 0.21263854205608368, 0.09430452436208725, 0.1987036019563675, -0.18974211812019348, -0.04892398416996002, -0.09516318887472153, -0.2287222445011139, 0.02354728803038597, -0.10545875132083893, 0.07745419442653656, -0.012432252056896687, -0.017722677439451218, -0.006569393444806337, -0.00993112288415432, 0.13218767940998077, 0.04201814532279968, 0.037344157695770264, -0.045968711376190186, 0.08449536561965942, -0.06796015799045563, 0.035134997218847275, 0.18077421188354492, -0.14531445503234863, 0.052414678037166595, -0.1772691160440445, -0.04295605421066284, -0.046881165355443954, 0.06783484667539597, -0.01942482218146324, -0.03415989503264427, -0.053430523723363876, 0.001331124803982675, 0.043065402656793594, 0.018206754699349403, 0.1603078842163086, -0.09355834871530533, 0.02871139533817768, 0.15305139124393463, 0.12947498261928558, -0.10883623361587524, 0.0005465086433105171, 0.025826772674918175, -0.025683874264359474, 0.060087885707616806, -0.11911346018314362, 0.05420282483100891, 0.1527489423751831, -0.031882092356681824, 0.0905759260058403, 0.04855663701891899, -0.09721057116985321, -0.02484108880162239, 0.09293077886104584, -0.07112625241279602, 0.06479136645793915, -0.03182196244597435, -0.16891026496887207, 0.008436827920377254, 0.05975327640771866, 0.17070777714252472, -0.029958710074424744, -0.01988937519490719, -0.04223485663533211, -0.006660779472440481, -0.06758280843496323, 0.16953273117542267, 0.10793486982584, 0.008337721228599548, -0.0939934253692627, 0.1015104129910469, -0.01630212552845478, -0.08165892213582993, 0.03946777060627937, 0.14482542872428894, -0.08312133699655533, -0.12559475004673004, 0.08750760555267334, 0.13201554119586945, -0.1703353226184845, -0.11199374496936798, -0.15937522053718567, -0.10673899948596954, 0.05575358495116234, 0.12800759077072144, 0.15818801522254944, -0.001997205428779125, 0.04554016515612602, -0.0639679953455925, 0.0353187657892704, 0.07323253154754639, 0.08786816149950027, 0.03446301817893982, -0.08310697972774506, -0.006020402070134878, -0.022768428549170494, 0.12074944376945496, -0.028754835948348045, 0.04574801027774811, -0.13520486652851105, 0.06166583299636841, -0.18522000312805176, 0.05257101356983185, -0.0063092089258134365, 0.01175758522003889, 0.01972697302699089, -0.099451944231987, -0.06792230904102325, 0.03882254287600517, -0.1298065483570099, -0.021871432662010193, -0.004077926278114319, 0.06792667508125305, -0.12392470985651016, -0.03132643178105354, 0.0542999766767025, -0.060578398406505585, 0.07808100432157516, 0.05365793779492378, -0.09110364317893982, 0.09531937539577484, -0.1650693416595459, 0.0008789979037828743, 0.046924889087677, 0.07099214941263199, 0.051403503865003586, -0.010367142036557198, 0.05138218402862549, 0.14279653131961823, 0.07475493103265762, 0.03426619991660118, 0.08309435099363327, -0.10954241454601288, -0.06599434465169907, -0.11256653815507889, -0.10344499349594116, -0.017983535304665565, 0.027095302939414978, 0.09316185116767883, 0.041761115193367004, 0.14873698353767395, -0.05729704722762108, 0.0016251086490228772, -0.11323341727256775, 0.021336719393730164, 0.018781550228595734, -0.07918339967727661, -0.10483040660619736, -0.01795782335102558, 0.0648765042424202, -0.02771916426718235, 0.22482548654079437, 0.014199684374034405, 0.08478264510631561, 0.03370342776179314, -0.05463312938809395, 0.14558422565460205, 0.012045742943882942, 0.1394691914319992, -0.027884788811206818, 0.019914409145712852, -0.07671792805194855, -0.03202785551548004, 0.08662182837724686, -0.008514167740941048, 0.10478457808494568, 0.20971806347370148, 0.08286083489656448, 0.2183658629655838, -0.028060276061296463, 0.006898051127791405, -0.0031217841897159815, -0.1239260733127594, 0.05202724412083626, 0.06307756155729294, 0.0463084802031517, 0.11648783832788467, 0.16431108117103577, -0.11804264783859253, 0.03431207686662674, -0.05803421884775162, -0.040338627994060516, -0.17417249083518982, -0.11234116554260254, -0.12755778431892395, -0.15314513444900513, 0.025503655895590782, -0.13354749977588654, 0.0056424858048558235, 0.03984528034925461, 0.08517259359359741, -0.0602407231926918, 0.0748172253370285, 0.0014967583119869232, -0.10370353609323502, 0.08892804384231567, -0.04113171249628067, 0.03919085115194321, 0.071822389960289, -0.01225691195577383, 0.03926638141274452, -0.022243602201342583, -0.01264993380755186, 0.024514399468898773, -0.07362811267375946, 0.04705517366528511, -0.06798207014799118, -0.025910893455147743, -0.03892243281006813, 0.04626920446753502, 0.05986952409148216, 0.2385530024766922, 0.042911797761917114, 0.01030364353209734, 0.04131590947508812, 0.13945898413658142, -0.03177931532263756, -0.12741580605506897, -0.11938347667455673, 0.1217755451798439, 0.08372190594673157, 0.08719029277563095, 0.009615281596779823, -0.09843899309635162, -0.04817052558064461, 0.29511770606040955, 0.1869460940361023, -0.09885276854038239, -0.0006073695258237422, 0.06777680665254593, 0.018913112580776215, 0.0563134141266346, 0.04378977790474892, 0.16111326217651367, 0.22294116020202637, -0.053148332983255386, -0.04354467988014221, -0.05895514041185379, 0.009586123749613762, -0.08594696968793869, 0.09151668101549149, 0.032728783786296844, -0.08429849147796631, -0.010854247957468033, 0.044902149587869644, -0.04092976450920105, -0.06241774186491966, -0.022104766219854355, -0.1506410837173462, -0.0896071046590805, -0.03958750516176224, 0.05097118392586708, 0.038975559175014496, 0.0036374209448695183, -0.032732028514146805, -0.03586620092391968, 0.031519513577222824, -0.03049425035715103, -0.12266713380813599, -0.10247454792261124, 0.034671999514102936, -0.09921922534704208, 0.10845229774713516, 0.012479039840400219, 0.18697886168956757, 0.10563581436872482, 0.06408683210611343, -0.014866192825138569, 0.1436661332845688, 0.03952354937791824, -0.018031150102615356, 0.07354497909545898, -0.00010760939767351374, -0.01969919539988041, 0.03405790030956268, 0.057010434567928314, -0.02414044179022312, 0.07094553858041763, 0.016476193442940712, -0.07995153218507767, -0.14018432796001434, 0.04898624122142792, -0.1973477005958557, 0.050583336502313614, 0.15101084113121033, -0.004973303992301226, -0.010001451708376408, -0.058530841022729874, 0.08115126937627792, -0.003736260114237666, -0.05823599919676781, -0.005373407155275345, -0.11661284416913986, 0.03009246475994587, 0.025499343872070312, 0.023519929498434067, -0.22238588333129883, -0.00936135184019804, -0.08950099349021912, -0.019074993208050728, -0.1045551747083664, 0.07105950266122818, 0.07015829533338547, 0.022676046937704086, -0.03655564785003662, -0.20431412756443024, 0.005849927663803101, 0.06533481925725937, -0.1313636302947998, -0.1108991727232933 ]
null
null
transformers
### opus-mt-efi-fi * source languages: efi * target languages: fi * OPUS readme: [efi-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/efi-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/efi-fi/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-fi/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-fi/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.efi.fi | 23.6 | 0.450 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-efi-fi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "efi", "fi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #efi #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-efi-fi * source languages: efi * target languages: fi * OPUS readme: efi-fi * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 23.6, chr-F: 0.450
[ "### opus-mt-efi-fi\n\n\n* source languages: efi\n* target languages: fi\n* OPUS readme: efi-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.6, chr-F: 0.450" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-efi-fi\n\n\n* source languages: efi\n* target languages: fi\n* OPUS readme: efi-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.6, chr-F: 0.450" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-efi-fi\n\n\n* source languages: efi\n* target languages: fi\n* OPUS readme: efi-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.6, chr-F: 0.450" ]
[ -0.1356693059206009, 0.11887647211551666, -0.004436845891177654, 0.06949665397405624, 0.05794752389192581, 0.007659333758056164, 0.07533107697963715, 0.1472277045249939, 0.029577314853668213, -0.005857665557414293, 0.11018700152635574, 0.11775755882263184, 0.035859301686286926, 0.1932051181793213, -0.09483364224433899, -0.11069595813751221, 0.05096818879246712, 0.05653907358646393, -0.04070169851183891, 0.12423495203256607, 0.1283819079399109, -0.011572332121431828, 0.09841730445623398, -0.01839677058160305, -0.06594972312450409, 0.11003100126981735, -0.012062042951583862, -0.06914273649454117, 0.07271822541952133, 0.10460387170314789, 0.04174407571554184, 0.04897478595376015, -0.047466203570365906, -0.22972291707992554, 0.01564641483128071, 0.001799867139197886, -0.06074048951268196, 0.000850854383315891, 0.04354831576347351, -0.07890047878026962, 0.07858965545892715, -0.0019679113756865263, -0.02511639893054962, 0.025821564719080925, -0.01551701221615076, -0.09986504167318344, -0.034403830766677856, 0.00035814614966511726, -0.03334261104464531, 0.15964604914188385, -0.04253238067030907, 0.2307845950126648, -0.134248748421669, 0.15036959946155548, 0.23712578415870667, -0.2412278652191162, -0.012967869639396667, 0.004371996968984604, 0.031265776604413986, 0.04164452105760574, -0.01435935404151678, -0.053309954702854156, 0.10765187442302704, 0.04595806077122688, -0.06452782452106476, -0.1078251302242279, -0.15438227355480194, 0.009646997787058353, -0.13489633798599243, -0.007447864394634962, 0.27469882369041443, 0.0128159886226058, -0.09813980013132095, 0.01997891068458557, -0.046191971749067307, -0.0372442752122879, 0.011797313578426838, 0.019961239770054817, 0.042214371263980865, -0.01835039258003235, 0.10732735693454742, 0.005524680484086275, -0.10243464261293411, -0.08500847220420837, -0.15059897303581238, 0.208065465092659, 0.08539557456970215, 0.012694970704615116, -0.0443120151758194, 0.043214570730924606, -0.064114049077034, -0.12386897951364517, -0.09039662778377533, -0.03386107459664345, -0.00024521490558981895, 0.03934922441840172, -0.11680278182029724, -0.0710776224732399, 0.13244791328907013, 0.17391923069953918, -0.09151605516672134, 0.04231015220284462, -0.019604528322815895, 0.04903491586446762, -0.030425500124692917, 0.14803287386894226, 0.00920525100082159, -0.04050470516085625, 0.048693232238292694, 0.0023930256720632315, 0.012312840670347214, 0.017978647723793983, -0.06570716947317123, -0.07354523986577988, 0.013110506348311901, 0.0689798966050148, -0.024472512304782867, 0.04232237860560417, -0.06012359634041786, 0.0046744090504944324, 0.030585145577788353, -0.16717574000358582, 0.0020385761745274067, 0.05009569972753525, -0.049520768225193024, 0.05528327450156212, 0.06924158334732056, -0.04405667632818222, -0.12867119908332825, -0.006770605221390724, -0.03404282405972481, -0.008009163662791252, -0.05539879575371742, -0.09857295453548431, 0.05482745170593262, -0.04550326615571976, 0.05146712809801102, -0.1752353012561798, -0.1345185488462448, -0.05423678457736969, 0.02034354954957962, -0.009541858918964863, -0.026772834360599518, -0.030854083597660065, -0.08033382892608643, 0.005301752593368292, -0.05150403454899788, 0.007550738286226988, -0.10090487450361252, 0.07469227910041809, 0.08363020420074463, 0.04569212347269058, -0.06029903143644333, 0.040416911244392395, -0.1308945119380951, -0.04702572524547577, -0.07971915602684021, 0.04574912413954735, -0.14294180274009705, 0.025815274566411972, -0.06854798644781113, -0.06516940146684647, -0.0298524871468544, 0.09496375918388367, 0.048175085335969925, 0.19314295053482056, -0.17561085522174835, -0.0515349917113781, 0.19570493698120117, -0.1187099814414978, -0.15298831462860107, 0.14588451385498047, 0.015771782025694847, -0.03635108470916748, 0.040625832974910736, 0.2047986388206482, 0.00823341216892004, -0.09056369215250015, 0.006453835871070623, 0.08755089342594147, 0.05590740218758583, -0.0832018181681633, 0.11971451342105865, -0.038493283092975616, -0.003257423173636198, 0.03358135372400284, -0.1068602129817009, 0.05442908778786659, -0.009943615645170212, -0.040025971829891205, -0.05936083197593689, -0.05142708495259285, -0.0018518378492444754, 0.03335445001721382, 0.04841954633593559, -0.14792756736278534, -0.08024297654628754, -0.0007444724324159324, 0.11529509723186493, -0.040317196398973465, 0.05605355650186539, -0.06361778825521469, 0.1388797163963318, -0.02016339637339115, 0.01871703378856182, -0.14377890527248383, 0.033564984798431396, 0.019559670239686966, 0.00888101290911436, 0.0789496898651123, 0.0563492476940155, 0.021908525377511978, -0.05261615291237831, -0.007448754273355007, -0.02903851680457592, 0.04084334522485733, -0.02950103208422661, -0.08744445443153381, -0.17423634231090546, 0.05942506715655327, -0.03189120069146156, 0.015848901122808456, -0.1602606177330017, 0.010164950974285603, 0.039029188454151154, 0.09933337569236755, -0.015630915760993958, 0.06699907779693604, -0.007426431402564049, 0.029863646253943443, -0.07868444919586182, -0.0009634796297177672, -0.011337543837726116, 0.007044802885502577, -0.08129843324422836, 0.1516425460577011, -0.024272026494145393, 0.263748437166214, 0.2032584846019745, -0.12852278351783752, -0.02750255912542343, 0.05303752049803734, -0.016410136595368385, 0.004479957278817892, 0.015583734028041363, -0.013252425007522106, 0.08159556239843369, -0.019059592857956886, 0.14704367518424988, -0.13826465606689453, -0.05008178949356079, -0.041024599224328995, -0.07008914649486542, -0.04041045531630516, 0.204538494348526, 0.04181697219610214, -0.10728280991315842, 0.13495685160160065, 0.1601085364818573, -0.16378730535507202, 0.17333154380321503, -0.0641450583934784, -0.09320058673620224, 0.09577413648366928, 0.07406428456306458, -0.034208744764328, 0.07318685948848724, -0.19014810025691986, 0.0020548133179545403, 0.04010798782110214, 0.04058027267456055, 0.0714855045080185, -0.11556065827608109, -0.009169059805572033, 0.029071781784296036, -0.0929744690656662, -0.003924350719898939, 0.045711368322372437, 0.006250503472983837, 0.09361879527568817, -0.0622614286839962, -0.09165327996015549, 0.006967124063521624, -0.026534534990787506, -0.16099829971790314, 0.2472076117992401, -0.10995274782180786, -0.1738058477640152, -0.10445816814899445, 0.02469322457909584, -0.1068977415561676, -0.003851542482152581, 0.13771915435791016, -0.10263343900442123, -0.06030167266726494, -0.10193635523319244, 0.04981893673539162, 0.0013426798395812511, -0.010527411475777626, -0.04729950800538063, 0.011393465101718903, 0.013338680379092693, -0.15281382203102112, -0.027801096439361572, -0.0035012124571949244, 0.00984288565814495, 0.05312089994549751, -0.1391579955816269, 0.11983444541692734, 0.08185387402772903, -0.025745639577507973, 0.02724582701921463, -0.027927344664931297, 0.2479706108570099, -0.07905112951993942, -0.04215594008564949, 0.18250596523284912, 0.007110557518899441, 0.010347168892621994, 0.07664350420236588, -0.0333627425134182, -0.07561095058917999, 0.05611299350857735, 0.03958934172987938, 0.01826547645032406, -0.3036543130874634, -0.0602056048810482, -0.08154028654098511, -0.0004061106010340154, -0.02158578298985958, 0.07726000249385834, -0.04251920431852341, 0.06748458743095398, -0.01599154807627201, 0.00756412697955966, -0.006378827150911093, 0.058843210339546204, 0.15064771473407745, 0.007529915310442448, 0.12504471838474274, -0.09739572554826736, -0.058537475764751434, 0.1024448499083519, 0.06580411642789841, 0.10179830342531204, -0.03168400004506111, 0.10089051723480225, 0.06871235370635986, 0.12701502442359924, 0.021668177098035812, 0.07511427998542786, -0.019058844074606895, -0.0075558824464678764, -0.011692775413393974, -0.059575870633125305, -0.03625917062163353, 0.05998225882649422, -0.026660941541194916, 0.00361944199539721, -0.10452333837747574, -0.08303532004356384, 0.09757843613624573, 0.10414958745241165, 0.03519611060619354, -0.20616966485977173, -0.01080805342644453, 0.04035910591483116, -0.06394430249929428, -0.03876672312617302, 0.09166042506694794, 0.018055623397231102, -0.07841739058494568, 0.09758599102497101, 0.04611213505268097, 0.130957692861557, 0.009838617406785488, 0.0036434803623706102, -0.041124217212200165, -0.008001276291906834, 0.0009362464188598096, 0.10873525589704514, -0.3960573971271515, 0.22188204526901245, 0.003402524394914508, 0.022863946855068207, -0.07213496416807175, 0.012566917575895786, 0.05976567044854164, 0.12630301713943481, 0.10929262638092041, -0.01846226304769516, -0.013135378248989582, -0.07566437125205994, 0.01700519770383835, 0.06350550800561905, 0.03816301003098488, 0.07261496782302856, 0.05561768636107445, -0.011630003340542316, 0.01638197898864746, -0.017987722530961037, 0.1430514007806778, -0.12660875916481018, -0.063877634704113, 0.01217991765588522, 0.10017748177051544, -0.07336146384477615, -0.039990536868572235, -0.10299575328826904, -0.13500601053237915, 0.20006638765335083, -0.08777645230293274, -0.09833912551403046, -0.11659137904644012, -0.028593264520168304, 0.12180209904909134, -0.13066397607326508, -0.006960773840546608, -0.05294215306639671, 0.017663683742284775, -0.020144885405898094, -0.11546687036752701, 0.09137484431266785, -0.10009750723838806, -0.07228931784629822, -0.021330352872610092, 0.09574589878320694, -0.06747400760650635, 0.05873917043209076, 0.012315190397202969, -0.04486269876360893, -0.07141498476266861, -0.101130910217762, -0.05996548384428024, -0.05543604493141174, 0.02297036536037922, 0.1343308687210083, -0.11445163935422897, -0.09924548864364624, -0.05227406695485115, -0.08526287972927094, 0.15715059638023376, 0.19495496153831482, -0.01454254426062107, -0.022117724642157555, 0.13187290728092194, -0.0997161865234375, -0.24045905470848083, 0.020607730373740196, -0.019175833091139793, 0.0498940609395504, -0.02391325868666172, -0.07392614334821701, 0.08049438148736954, 0.02411411702632904, -0.029826432466506958, 0.13450242578983307, -0.1362023651599884, -0.10824556648731232, 0.20959998667240143, 0.09944451600313187, 0.18897296488285065, -0.20560380816459656, -0.058311089873313904, -0.08612626791000366, -0.23869642615318298, 0.02920442819595337, -0.11964955925941467, 0.08097813278436661, -0.013708062469959259, -0.019683832302689552, -0.002825937932357192, -0.008304045535624027, 0.13847605884075165, 0.030552443116903305, 0.03265298530459404, -0.04668644443154335, 0.08914657682180405, -0.07110961526632309, 0.03847499191761017, 0.18280459940433502, -0.14394645392894745, 0.054836198687553406, -0.18200774490833282, -0.0438985675573349, -0.05313870310783386, 0.06517527997493744, -0.023557696491479874, -0.01945640705525875, -0.05235535278916359, 0.007862543687224388, 0.03549295291304588, 0.012334298342466354, 0.13245035707950592, -0.1011638268828392, 0.05175259709358215, 0.1545208990573883, 0.11603864282369614, -0.09935235977172852, -0.013077765703201294, 0.034038517624139786, -0.02551400102674961, 0.06102168187499046, -0.11176322400569916, 0.04521936923265457, 0.15644647181034088, -0.026272350922226906, 0.09116129577159882, 0.0456213541328907, -0.10066746920347214, -0.03504818677902222, 0.09497001767158508, -0.08174680173397064, 0.06206776946783066, -0.02957255207002163, -0.1613023579120636, -0.004959497135132551, 0.06305728852748871, 0.17301896214485168, -0.04171941056847572, -0.015506579540669918, -0.03730875998735428, -0.004168153274804354, -0.07467690855264664, 0.18563580513000488, 0.11421778053045273, 0.01094510406255722, -0.1039174348115921, 0.08743219822645187, -0.02732323668897152, -0.07564402371644974, 0.034167755395174026, 0.1449320912361145, -0.08279971033334732, -0.12129759788513184, 0.08513502031564713, 0.12025852501392365, -0.16116800904273987, -0.11391821503639221, -0.1519976258277893, -0.12281840294599533, 0.060296691954135895, 0.16149887442588806, 0.15653786063194275, 0.004110747016966343, 0.04647926986217499, -0.06456715613603592, 0.03161708638072014, 0.07059094309806824, 0.08413750678300858, 0.03832004964351654, -0.09518542140722275, 0.009501118212938309, -0.029197532683610916, 0.12063401937484741, -0.030701369047164917, 0.05506342276930809, -0.13843989372253418, 0.06038441136479378, -0.15915769338607788, 0.05013303831219673, 0.0055754585191607475, 0.014554190449416637, 0.017047585919499397, -0.10646169632673264, -0.06650855392217636, 0.03627922013401985, -0.1278097927570343, -0.016664298251271248, -0.006370019633322954, 0.053505703806877136, -0.1236751452088356, -0.018236679956316948, 0.05588570982217789, -0.06527115404605865, 0.0725642740726471, 0.06110742688179016, -0.0872536301612854, 0.0963498204946518, -0.14674349129199982, 0.009906165301799774, 0.04572722688317299, 0.06649579107761383, 0.04694071784615517, -0.01900116167962551, 0.04824044182896614, 0.1398366391658783, 0.07813294976949692, 0.04506586119532585, 0.10317844152450562, -0.10348228365182877, -0.0784233883023262, -0.11398852616548538, -0.09256873279809952, -0.010548279620707035, 0.029433738440275192, 0.11213631927967072, 0.045382820069789886, 0.1444835513830185, -0.050844162702560425, 0.004127237014472485, -0.11156976968050003, 0.024942748248577118, 0.020225150510668755, -0.08367075771093369, -0.08998597413301468, -0.012620515190064907, 0.06999807059764862, -0.021871095523238182, 0.2320585995912552, 0.0021577540319412947, 0.09592783451080322, 0.03473685309290886, -0.07147257030010223, 0.14626991748809814, 0.014628040604293346, 0.15758559107780457, -0.01478048786520958, 0.015229805372655392, -0.08178591728210449, -0.03955691680312157, 0.07308132946491241, -0.004702641163021326, 0.11058752983808517, 0.22220638394355774, 0.0700998455286026, 0.21305951476097107, -0.01970915123820305, 0.0008276462904177606, 0.022044802084565163, -0.12830112874507904, 0.030280468985438347, 0.060638800263404846, 0.04138272628188133, 0.15077722072601318, 0.16664227843284607, -0.11764156073331833, 0.040659349411726, -0.05760936066508293, -0.042415834963321686, -0.16755066812038422, -0.0911366268992424, -0.12046609818935394, -0.14897450804710388, 0.02108314260840416, -0.13265705108642578, 0.018131090328097343, 0.04488505423069, 0.08874775469303131, -0.05661895126104355, 0.0926344022154808, 0.002212936757132411, -0.10089179873466492, 0.10407032817602158, -0.039698339998722076, 0.03162912279367447, 0.05821860209107399, -0.012499634176492691, 0.051037829369306564, -0.022846290841698647, -0.008670562878251076, 0.027930118143558502, -0.07347460836172104, 0.04986439272761345, -0.06493434309959412, -0.026674671098589897, -0.029677771031856537, 0.042675379663705826, 0.06290633231401443, 0.23948432505130768, 0.03608202561736107, 0.018946746364235878, 0.03363578021526337, 0.1421443372964859, -0.04001675173640251, -0.12375525385141373, -0.1250849813222885, 0.09792602062225342, 0.0787297934293747, 0.08368108421564102, -0.005915964022278786, -0.10181356221437454, -0.051452912390232086, 0.3182024657726288, 0.17458875477313995, -0.10972290486097336, 0.003870380111038685, 0.08076559007167816, 0.019399229437112808, 0.05307856202125549, 0.04029352217912674, 0.1535872220993042, 0.22872669994831085, -0.05004226043820381, -0.05172380059957504, -0.05189976841211319, 0.00489463098347187, -0.08141661435365677, 0.10695521533489227, 0.03206774219870567, -0.08369085192680359, -0.022967908531427383, 0.038957566022872925, -0.0345841608941555, -0.07890738546848297, -0.024260662496089935, -0.15636581182479858, -0.09972968697547913, -0.047462642192840576, 0.035605985671281815, 0.03350178897380829, -0.0072396364994347095, -0.02991488389670849, -0.02542409673333168, 0.03426394984126091, -0.030041661113500595, -0.11368996649980545, -0.12865136563777924, 0.037116289138793945, -0.08329806476831436, 0.09054577350616455, 0.015585092827677727, 0.18153579533100128, 0.0996297150850296, 0.0583454892039299, -0.020563412457704544, 0.1382487416267395, 0.042349740862846375, -0.03616758808493614, 0.06281637400388718, 0.018185168504714966, -0.012151379138231277, 0.022462056949734688, 0.05537710338830948, -0.03299621865153313, 0.06353728473186493, 0.004115629475563765, -0.08166126161813736, -0.14230117201805115, 0.04397578909993172, -0.19896049797534943, 0.05055227130651474, 0.17056193947792053, -0.009498451836407185, -0.011125162243843079, -0.06210452318191528, 0.07937739789485931, -0.0033023767173290253, -0.05111167952418327, 0.004503015894442797, -0.13696810603141785, 0.02777799405157566, 0.019127480685710907, 0.022886473685503006, -0.2333933413028717, -0.01329644862562418, -0.09366799890995026, -0.018990235403180122, -0.0980055183172226, 0.07055613398551941, 0.0835336297750473, 0.025260239839553833, -0.03366133198142052, -0.2220328003168106, 0.015552032738924026, 0.07152671366930008, -0.12586112320423126, -0.10698796063661575 ]
null
null
transformers
### opus-mt-efi-fr * source languages: efi * target languages: fr * OPUS readme: [efi-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/efi-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/efi-fr/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-fr/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-fr/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.efi.fr | 25.1 | 0.419 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-efi-fr
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "efi", "fr", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #efi #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-efi-fr * source languages: efi * target languages: fr * OPUS readme: efi-fr * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 25.1, chr-F: 0.419
[ "### opus-mt-efi-fr\n\n\n* source languages: efi\n* target languages: fr\n* OPUS readme: efi-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.1, chr-F: 0.419" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-efi-fr\n\n\n* source languages: efi\n* target languages: fr\n* OPUS readme: efi-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.1, chr-F: 0.419" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-efi-fr\n\n\n* source languages: efi\n* target languages: fr\n* OPUS readme: efi-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.1, chr-F: 0.419" ]
[ -0.1308721899986267, 0.11164739727973938, -0.004541031550616026, 0.07492128759622574, 0.06032116338610649, 0.005532061215490103, 0.0616510771214962, 0.1440534144639969, 0.032912760972976685, -0.0031156435143202543, 0.12176967412233353, 0.12295025587081909, 0.02112533524632454, 0.173481285572052, -0.09501881897449493, -0.11792661249637604, 0.04473423957824707, 0.05734628811478615, -0.059679653495550156, 0.12448423355817795, 0.12472711503505707, -0.014060502871870995, 0.10087908059358597, -0.013049352914094925, -0.05318343639373779, 0.11196531355381012, -0.016051918268203735, -0.07045744359493256, 0.0697193592786789, 0.0967097282409668, 0.03380867466330528, 0.0619872622191906, -0.04126011207699776, -0.23123520612716675, 0.015657560899853706, -0.0005426916759461164, -0.06734663993120193, 0.0013602280523627996, 0.03554994985461235, -0.09360932558774948, 0.09302154183387756, -0.01864464581012726, -0.029651466757059097, 0.026412861421704292, -0.01794334501028061, -0.14240536093711853, -0.03530849516391754, 0.001672303769737482, -0.042839132249355316, 0.1613761931657791, -0.042847540229558945, 0.23435930907726288, -0.13841742277145386, 0.1441820114850998, 0.22875267267227173, -0.24355867505073547, -0.014227892272174358, 0.014021391980350018, 0.021859463304281235, 0.036198586225509644, -0.02010670304298401, -0.04835423454642296, 0.10923442244529724, 0.04461708292365074, -0.056355323642492294, -0.11547787487506866, -0.1378055065870285, 0.010400548577308655, -0.13419970870018005, -0.01660284399986267, 0.2856256067752838, 0.020592529326677322, -0.0968390554189682, 0.021263878792524338, -0.047095827758312225, -0.03292226791381836, 0.01420157216489315, 0.007285930681973696, 0.04807713255286217, -0.014073380269110203, 0.09313751757144928, 0.0007199274841696024, -0.10386723279953003, -0.07667960226535797, -0.1383100301027298, 0.20712469518184662, 0.08069659024477005, 0.00891163107007742, -0.03768322616815567, 0.0445016585290432, -0.047287117689847946, -0.12526632845401764, -0.0903170183300972, -0.027683056890964508, 0.005485783331096172, 0.04310397803783417, -0.10895134508609772, -0.06696072220802307, 0.13446280360221863, 0.1996164321899414, -0.11390671133995056, 0.04732261598110199, -0.023219630122184753, 0.03937293961644173, -0.024518469348549843, 0.1566644161939621, 0.016138141974806786, -0.037989433854818344, 0.04910152405500412, -0.0035898678470402956, 0.01593521423637867, 0.023447591811418533, -0.06455149501562119, -0.0745624303817749, 0.01350452657788992, 0.06499405950307846, -0.031593188643455505, 0.04471569508314133, -0.05913666635751724, 0.007701697293668985, 0.05358058214187622, -0.15954150259494781, 0.0027303153183311224, 0.056870490312576294, -0.05323037505149841, 0.055758144706487656, 0.07739833742380142, -0.045356374233961105, -0.1212504580616951, -0.008789068087935448, -0.03050614520907402, -0.008099259808659554, -0.04944935813546181, -0.09355231374502182, 0.05840257555246353, -0.029435843229293823, 0.05110395699739456, -0.16733120381832123, -0.1322026401758194, -0.05901234596967697, 0.024270234629511833, -0.01241789385676384, -0.026937592774629593, -0.03922250121831894, -0.07801027595996857, 0.008974949829280376, -0.04827963188290596, 0.0030313595198094845, -0.10201597213745117, 0.0655084103345871, 0.08608850836753845, 0.045586731284856796, -0.05321454256772995, 0.04133168235421181, -0.13801565766334534, -0.04012162983417511, -0.08376932144165039, 0.05083554610610008, -0.14721421897411346, 0.022249478846788406, -0.07059787213802338, -0.07448834925889969, -0.05252208188176155, 0.09391771256923676, 0.04420776665210724, 0.1924426108598709, -0.14995165169239044, -0.054274722933769226, 0.19635172188282013, -0.11162033677101135, -0.1524839699268341, 0.1412164270877838, 0.009430990554392338, -0.03537621349096298, 0.0336957685649395, 0.19255706667900085, 0.012283509597182274, -0.09068182855844498, 0.007887971587479115, 0.09924757480621338, 0.046006668359041214, -0.08334663510322571, 0.12551341950893402, -0.05128321424126625, -0.005322607699781656, 0.035956546664237976, -0.09162542223930359, 0.04863157123327255, -0.00970040075480938, -0.03244871646165848, -0.053405582904815674, -0.03846626356244087, -0.0028269090689718723, 0.038808275014162064, 0.05291188135743141, -0.14958804845809937, -0.08841357380151749, -0.0011175560066476464, 0.10980501025915146, -0.04286356270313263, 0.05391479283571243, -0.052411630749702454, 0.12292982637882233, -0.02030334621667862, 0.019098704680800438, -0.148204043507576, 0.03530741482973099, 0.02636139839887619, -0.00028901922632940114, 0.0916675552725792, 0.06511592119932175, 0.025251803919672966, -0.060892652720212936, -0.0068874782882630825, -0.03310026973485947, 0.04229757934808731, -0.03234071657061577, -0.0756520926952362, -0.1737172156572342, 0.06509993970394135, -0.033759694546461105, 0.025316398590803146, -0.15903902053833008, 0.004783527925610542, 0.04767697677016258, 0.09976814687252045, -0.02101779915392399, 0.07137558609247208, -0.008197015151381493, 0.023984186351299286, -0.07823346555233002, -0.00009754388156579807, -0.009429828263819218, 0.0055044121108949184, -0.08037952333688736, 0.15878893435001373, -0.015049912966787815, 0.23925699293613434, 0.20248085260391235, -0.13685722649097443, -0.025072529911994934, 0.0393286868929863, -0.02278430201113224, 0.01007502805441618, 0.023427844047546387, -0.005790241528302431, 0.0840051919221878, -0.025731651112437248, 0.14808762073516846, -0.13922218978405, -0.054842423647642136, -0.03965918719768524, -0.06887844204902649, -0.04806363955140114, 0.20593582093715668, 0.050630830228328705, -0.1171749159693718, 0.13825304806232452, 0.15767237544059753, -0.15049736201763153, 0.17194582521915436, -0.06632731109857559, -0.08129251003265381, 0.0878848060965538, 0.07890542596578598, -0.03765157610177994, 0.0703665241599083, -0.18926575779914856, 0.005776192992925644, 0.04271997883915901, 0.04438154026865959, 0.07415156066417694, -0.11891814321279526, -0.0011482613626867533, 0.03110755793750286, -0.09247490018606186, 0.005808436311781406, 0.05615801364183426, 0.002085698302835226, 0.0894414409995079, -0.06856675446033478, -0.08931802958250046, 0.013883115723729134, -0.022467294707894325, -0.15733514726161957, 0.24891197681427002, -0.1160355657339096, -0.1812780201435089, -0.10228537023067474, 0.05256468430161476, -0.11133306473493576, -0.0006251539452932775, 0.13922731578350067, -0.1034415066242218, -0.059980060905218124, -0.09436559677124023, 0.036730360239744186, -0.0013385816710069776, -0.01765458844602108, -0.051213979721069336, 0.00666359206661582, 0.01326664537191391, -0.1552250236272812, -0.0336194783449173, -0.012727160006761551, 0.005437616258859634, 0.05632994323968887, -0.13688375055789948, 0.11429650336503983, 0.07863505929708481, -0.022787051275372505, 0.02839205227792263, -0.027864806354045868, 0.234195739030838, -0.0737868994474411, -0.04364635422825813, 0.18158043920993805, 0.02171708643436432, 0.008166822604835033, 0.06540682911872864, -0.038060035556554794, -0.08045590668916702, 0.060275427997112274, 0.04336359724402428, 0.01202186569571495, -0.30894526839256287, -0.06163517013192177, -0.08237316459417343, 0.004325037356466055, -0.014944711700081825, 0.07745365053415298, -0.03602500632405281, 0.06911904364824295, -0.016927821561694145, 0.01250111311674118, -0.00441771699115634, 0.053156230598688126, 0.17420963943004608, 0.00711051095277071, 0.12108200043439865, -0.09506668895483017, -0.06525510549545288, 0.09744803607463837, 0.053549353033304214, 0.08936002105474472, -0.03667118027806282, 0.11483874171972275, 0.06448449194431305, 0.12749801576137543, 0.01048093382269144, 0.07085415720939636, -0.0124772684648633, -0.006102035753428936, -0.014430240727961063, -0.055885009467601776, -0.04111448675394058, 0.06132897362112999, -0.014615648426115513, -0.002754051238298416, -0.10321244597434998, -0.05856207385659218, 0.10101601481437683, 0.09612005203962326, 0.029363932088017464, -0.1996956169605255, -0.01073547825217247, 0.029865965247154236, -0.048334699124097824, -0.03157859668135643, 0.09605956077575684, 0.0174641702324152, -0.08087671548128128, 0.09954487532377243, 0.04013564810156822, 0.12295664101839066, 0.01911729760468006, 0.0053624846041202545, -0.040623750537633896, -0.0027499739080667496, 0.0035193467047065496, 0.11208455264568329, -0.3914675712585449, 0.22353595495224, -0.002140444703400135, 0.014857366681098938, -0.07256630808115005, 0.018171610310673714, 0.060784775763750076, 0.11114760488271713, 0.11850178986787796, -0.01739714853465557, -0.039859529584646225, -0.04208766296505928, 0.024266745895147324, 0.06382457166910172, 0.042601779103279114, 0.07040710747241974, 0.045590560883283615, -0.008617102168500423, 0.005575557239353657, -0.011367304250597954, 0.13990139961242676, -0.1422077864408493, -0.05764012038707733, 0.0007007231470197439, 0.08628195524215698, -0.09011628478765488, -0.04164669290184975, -0.09162650257349014, -0.13586054742336273, 0.18109959363937378, -0.060016531497240067, -0.08656526356935501, -0.1179668977856636, -0.01611308753490448, 0.12181080132722855, -0.1379825919866562, -0.006457028444856405, -0.05886081978678703, 0.009482360444962978, -0.0204754788428545, -0.11294157058000565, 0.10023658722639084, -0.10277765244245529, -0.08156570792198181, -0.01674109511077404, 0.10131429880857468, -0.06726466864347458, 0.057780779898166656, 0.014983898028731346, -0.040547795593738556, -0.06456036865711212, -0.10324094444513321, -0.046512920409440994, -0.08682914823293686, 0.01569078303873539, 0.1384737640619278, -0.11435730755329132, -0.1022270917892456, -0.04101233929395676, -0.07381263375282288, 0.15631896257400513, 0.19677028059959412, -0.0170331671833992, -0.023144416511058807, 0.13354408740997314, -0.09750376641750336, -0.2577880024909973, 0.026022834703326225, -0.018752293661236763, 0.03982354700565338, -0.01670672371983528, -0.08331578969955444, 0.08369360864162445, 0.02154337428510189, -0.03378522768616676, 0.11679734289646149, -0.13035371899604797, -0.11547538638114929, 0.2120497226715088, 0.09432833641767502, 0.19055238366127014, -0.19553664326667786, -0.057178858667612076, -0.08634142577648163, -0.24032597243785858, 0.03873324394226074, -0.11783547699451447, 0.07573625445365906, -0.014244016259908676, -0.04444975405931473, -0.001957495231181383, -0.011216728016734123, 0.13376526534557343, 0.04470665752887726, 0.041802771389484406, -0.041123054921627045, 0.08856391161680222, -0.07272777706384659, 0.04368593171238899, 0.1835319995880127, -0.14630970358848572, 0.05510973557829857, -0.18330693244934082, -0.045026954263448715, -0.054421283304691315, 0.0772799476981163, -0.022135132923722267, -0.02223735675215721, -0.05907643213868141, 0.006814011372625828, 0.03808674216270447, 0.016448840498924255, 0.15466555953025818, -0.09701487421989441, 0.035887837409973145, 0.183610200881958, 0.11725331097841263, -0.08630789071321487, 0.0015885595930740237, 0.031203150749206543, -0.019573545083403587, 0.05643780902028084, -0.12467502802610397, 0.05041951313614845, 0.15650993585586548, -0.01914036273956299, 0.0991169661283493, 0.04141055792570114, -0.09539484232664108, -0.03456365689635277, 0.08790938556194305, -0.07129782438278198, 0.04131131246685982, -0.03757449984550476, -0.2018861323595047, 0.008371633477509022, 0.057869791984558105, 0.17011943459510803, -0.037692271173000336, -0.012655806727707386, -0.04278062656521797, -0.007292530033737421, -0.07262622565031052, 0.1754007786512375, 0.11278098076581955, 0.009052632376551628, -0.09918031096458435, 0.09506170451641083, -0.022995056584477425, -0.08706041425466537, 0.03359520807862282, 0.14107942581176758, -0.07816942781209946, -0.12419845908880234, 0.08747438341379166, 0.12910012900829315, -0.1696457713842392, -0.11033475399017334, -0.1626102328300476, -0.12277272343635559, 0.0613289549946785, 0.1486762911081314, 0.15853357315063477, -0.0005288637476041913, 0.05175340548157692, -0.059043195098638535, 0.025517286732792854, 0.07582537084817886, 0.09026998281478882, 0.034147098660469055, -0.08406528830528259, -0.008628279902040958, -0.023745601996779442, 0.1173020526766777, -0.02751954458653927, 0.04812531918287277, -0.13998936116695404, 0.05278569832444191, -0.1776341050863266, 0.04505930095911026, 0.0038923511747270823, 0.009539361111819744, 0.025550246238708496, -0.1030503585934639, -0.0641578957438469, 0.04350857064127922, -0.13373678922653198, -0.020024865865707397, 0.000903925858438015, 0.06865646690130234, -0.12692756950855255, -0.025057073682546616, 0.05697046220302582, -0.06264427304267883, 0.07226090878248215, 0.06855075061321259, -0.08630026876926422, 0.09921973198652267, -0.16816002130508423, 0.006309101358056068, 0.04653722047805786, 0.06900110840797424, 0.050568144768476486, -0.01395673118531704, 0.057953618466854095, 0.13957862555980682, 0.0751008689403534, 0.03721318393945694, 0.0831848531961441, -0.1075839102268219, -0.06476949900388718, -0.12121517956256866, -0.09981802850961685, -0.00919247791171074, 0.032250601798295975, 0.09866943955421448, 0.04595157876610756, 0.14593638479709625, -0.05709470435976982, 0.0030565359629690647, -0.12010752409696579, 0.01895138993859291, 0.020084505900740623, -0.08221028000116348, -0.10715274512767792, -0.01214754767715931, 0.06661583483219147, -0.017038388177752495, 0.22040273249149323, 0.011143368668854237, 0.08063305914402008, 0.032702162861824036, -0.06504784524440765, 0.14455574750900269, 0.013660469092428684, 0.13474102318286896, -0.0212018471211195, 0.016307426616549492, -0.07358790189027786, -0.02911425195634365, 0.08627874404191971, -0.008396371267735958, 0.11660424619913101, 0.21925602853298187, 0.06310059875249863, 0.21366746723651886, -0.014422573149204254, -0.003828211920335889, 0.02452341839671135, -0.10739228129386902, 0.036047324538230896, 0.06516851484775543, 0.04211435467004776, 0.12491922825574875, 0.1554894894361496, -0.12239224463701248, 0.03862937539815903, -0.05971759557723999, -0.04135223105549812, -0.1704145073890686, -0.09334909915924072, -0.12466693669557571, -0.1594424545764923, 0.028879966586828232, -0.13000835478305817, 0.006126099266111851, 0.03352862596511841, 0.08998358249664307, -0.05683700367808342, 0.09056339412927628, -0.013228022493422031, -0.09969650208950043, 0.09835635125637054, -0.04122070595622063, 0.02461300604045391, 0.058245811611413956, -0.013772884383797646, 0.040963973850011826, -0.02997489459812641, -0.012889735400676727, 0.022859862074255943, -0.06910673528909683, 0.04715503752231598, -0.06132371723651886, -0.02450629323720932, -0.03145048767328262, 0.04905204102396965, 0.0618135929107666, 0.24632145464420319, 0.03854033350944519, 0.016164857894182205, 0.03414596617221832, 0.13442391157150269, -0.033540092408657074, -0.11557602882385254, -0.12443752586841583, 0.11431074142456055, 0.08733156323432922, 0.08879321068525314, 0.006516322027891874, -0.09688647091388702, -0.04471812769770622, 0.29312771558761597, 0.1881967931985855, -0.09961627423763275, 0.008173267357051373, 0.07874841243028641, 0.01775829680263996, 0.06270401179790497, 0.03585144877433777, 0.154486745595932, 0.22572168707847595, -0.050333354622125626, -0.05388888344168663, -0.05636664479970932, 0.0036741241347044706, -0.07275214791297913, 0.09854726493358612, 0.03801939636468887, -0.08494486659765244, -0.008959652855992317, 0.03628839924931526, -0.04284060373902321, -0.08351801335811615, -0.006514578126370907, -0.15356023609638214, -0.09073518961668015, -0.05058871954679489, 0.018573159351944923, 0.046603012830019, -0.0009476430714130402, -0.03092426434159279, -0.03651246801018715, 0.03989758715033531, -0.03004448302090168, -0.11964568495750427, -0.10974038392305374, 0.031309258192777634, -0.09662123769521713, 0.10829703509807587, 0.012068858370184898, 0.18646158277988434, 0.10503615438938141, 0.05719039961695671, -0.018135281279683113, 0.1307639181613922, 0.0430266298353672, -0.03006184846162796, 0.06152407452464104, -0.00009953605331247672, -0.009701384231448174, 0.038256652653217316, 0.050107914954423904, -0.038244251161813736, 0.06870993226766586, 0.016689833253622055, -0.08279331028461456, -0.14269421994686127, 0.046333715319633484, -0.20110732316970825, 0.04879215732216835, 0.16850543022155762, -0.0004563002730719745, -0.011079316958785057, -0.05706797167658806, 0.08419740945100784, -0.0011952155036851764, -0.04270065948367119, 0.005031527020037174, -0.1261814683675766, 0.03424813225865364, 0.019494621083140373, 0.016375020146369934, -0.23201726377010345, -0.015922939404845238, -0.09000444412231445, -0.01870676502585411, -0.08879117667675018, 0.06692329049110413, 0.06844650208950043, 0.029723264276981354, -0.032332513481378555, -0.193701833486557, 0.0062866294756531715, 0.07596263289451599, -0.12141790986061096, -0.09714403003454208 ]
null
null
transformers
### opus-mt-efi-sv * source languages: efi * target languages: sv * OPUS readme: [efi-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/efi-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/efi-sv/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-sv/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/efi-sv/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.efi.sv | 26.8 | 0.447 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-efi-sv
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "efi", "sv", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #efi #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-efi-sv * source languages: efi * target languages: sv * OPUS readme: efi-sv * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 26.8, chr-F: 0.447
[ "### opus-mt-efi-sv\n\n\n* source languages: efi\n* target languages: sv\n* OPUS readme: efi-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.8, chr-F: 0.447" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-efi-sv\n\n\n* source languages: efi\n* target languages: sv\n* OPUS readme: efi-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.8, chr-F: 0.447" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #efi #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-efi-sv\n\n\n* source languages: efi\n* target languages: sv\n* OPUS readme: efi-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.8, chr-F: 0.447" ]
[ -0.13286013901233673, 0.1203606054186821, -0.0041701896116137505, 0.06051890179514885, 0.07095786929130554, 0.007615759503096342, 0.06748151779174805, 0.1424179971218109, 0.027838215231895447, 0.0011961007257923484, 0.1322057545185089, 0.12357062846422195, 0.02673482336103916, 0.17188437283039093, -0.08676134794950485, -0.11952842772006989, 0.052552398294210434, 0.049747563898563385, -0.05284702032804489, 0.12113939225673676, 0.12512780725955963, -0.028086859732866287, 0.09803884476423264, -0.01869867369532585, -0.0353531539440155, 0.10453732311725616, -0.003981329966336489, -0.07020559906959534, 0.06540311127901077, 0.08746897429227829, 0.027996599674224854, 0.06576491892337799, -0.018565285950899124, -0.21962815523147583, 0.011193884536623955, -0.006318758241832256, -0.05901573598384857, -0.00005434347622212954, 0.03574475273489952, -0.07661504298448563, 0.07240140438079834, -0.040647540241479874, -0.03597971796989441, 0.01925094611942768, -0.007228600326925516, -0.13588792085647583, -0.03331149369478226, -0.01933068037033081, -0.03256206959486008, 0.14812421798706055, -0.04471433907747269, 0.23393894731998444, -0.14077003300189972, 0.14318813383579254, 0.2115912139415741, -0.25219446420669556, -0.01568971574306488, 0.022423643618822098, 0.02596394158899784, 0.05313415825366974, -0.007994484156370163, -0.022317441180348396, 0.10371699184179306, 0.04362994432449341, -0.05175800621509552, -0.10952501744031906, -0.14998698234558105, 0.029433216899633408, -0.13102056086063385, -0.02416803129017353, 0.3187585771083832, 0.014516625553369522, -0.08223036676645279, 0.012246442027390003, -0.04366585239768028, -0.026079395785927773, 0.013340265490114689, 0.0031816838309168816, 0.05311908200383186, -0.016315573826432228, 0.08071985095739365, 0.007756238803267479, -0.10848679393529892, -0.08815659582614899, -0.11692246794700623, 0.1734064817428589, 0.07597015798091888, 0.010866894386708736, -0.047752536833286285, 0.043765828013420105, -0.05332786589860916, -0.13094404339790344, -0.08683741092681885, -0.03569929301738739, -0.00454995222389698, 0.04944814741611481, -0.10464436560869217, -0.11361102759838104, 0.1326986402273178, 0.17680752277374268, -0.07861915230751038, 0.04560784250497818, 0.0001372027472825721, 0.041521359235048294, -0.033779025077819824, 0.18543367087841034, 0.011625138111412525, -0.043048128485679626, 0.04850197955965996, -0.014235795475542545, 0.022694246843457222, 0.021112030372023582, -0.08156000822782516, -0.08069935441017151, 0.01180336531251669, 0.06870777904987335, -0.027781974524259567, 0.04589439183473587, -0.050281085073947906, 0.011799500323832035, 0.025281036272644997, -0.1588115394115448, 0.006673662457615137, 0.04953472316265106, -0.036319904029369354, 0.06620029360055923, 0.06509822607040405, -0.054064784198999405, -0.1341003030538559, 0.0000731574691599235, -0.029714519158005714, -0.0063303736969828606, -0.05790269747376442, -0.09964723140001297, 0.056700699031353, -0.020325666293501854, 0.043463084846735, -0.16439640522003174, -0.14043059945106506, -0.06507637351751328, 0.01712295040488243, -0.0032691105734556913, -0.02232632413506508, -0.05108471214771271, -0.06984370946884155, 0.01621878892183304, -0.056308090686798096, 0.003586909733712673, -0.10113060474395752, 0.06049931421875954, 0.06391475349664688, 0.04295344278216362, -0.046255145221948624, 0.04337604343891144, -0.14828921854496002, -0.0419793426990509, -0.08344539999961853, 0.054402418434619904, -0.14691437780857086, 0.03095405548810959, -0.05703716725111008, -0.07576324790716171, -0.041651979088783264, 0.09292764961719513, 0.050766438245773315, 0.2024737447500229, -0.18073339760303497, -0.04918532446026802, 0.19612064957618713, -0.11302914470434189, -0.15037348866462708, 0.13646453619003296, 0.014318490400910378, -0.04932764545083046, 0.04611903056502342, 0.20855091512203217, 0.017693592235445976, -0.0700610876083374, 0.00877026841044426, 0.10075698792934418, 0.04210652783513069, -0.08995483070611954, 0.12720678746700287, -0.047725219279527664, 0.010415690951049328, 0.05251974239945412, -0.12059023231267929, 0.04120480641722679, -0.006636893376708031, -0.03694365918636322, -0.06342735886573792, -0.03477593883872032, 0.003989018499851227, 0.0393548421561718, 0.06184577941894531, -0.15707287192344666, -0.08540856838226318, 0.0031728490721434355, 0.10809396952390671, -0.053342871367931366, 0.05406569689512253, -0.053294409066438675, 0.13439582288265228, -0.02225399762392044, 0.0316891223192215, -0.14173728227615356, 0.023493533954024315, 0.026706159114837646, 0.004275910090655088, 0.08033603429794312, 0.07704652100801468, 0.02529420703649521, -0.06424079835414886, -0.00558272423222661, -0.03840920329093933, 0.049734409898519516, -0.03005324676632881, -0.07425633072853088, -0.16624005138874054, 0.059078872203826904, -0.030638694763183594, -0.0021929109934717417, -0.1516810655593872, 0.002484022406861186, 0.04246729984879494, 0.10397946834564209, -0.023876655846834183, 0.06797008961439133, -0.010813508182764053, 0.028094707056879997, -0.08059542626142502, 0.0005779216880910099, -0.00882802065461874, -0.00504603935405612, -0.09945326298475266, 0.16661398112773895, -0.007130094338208437, 0.22497698664665222, 0.1980331987142563, -0.1398230642080307, -0.006739428732544184, 0.04889465495944023, -0.010146784596145153, 0.01852494105696678, 0.02139069326221943, -0.007508186157792807, 0.056985922157764435, -0.022209566086530685, 0.13606932759284973, -0.13970856368541718, -0.04927130043506622, -0.041693951934576035, -0.07010545581579208, -0.046672556549310684, 0.21304179728031158, 0.04487111419439316, -0.10729743540287018, 0.1400844007730484, 0.16061116755008698, -0.14687904715538025, 0.1874687671661377, -0.0730026587843895, -0.08609574288129807, 0.0917239561676979, 0.06846624612808228, -0.044221363961696625, 0.07464528828859329, -0.19320274889469147, -0.006595222745090723, 0.04822834953665733, 0.04898625612258911, 0.059276942163705826, -0.11994267255067825, -0.005585329607129097, 0.02296469546854496, -0.09731332212686539, -0.006460287142544985, 0.05134522542357445, -0.0018737436039373279, 0.08817973732948303, -0.07460695505142212, -0.06350081413984299, 0.011140130460262299, -0.027506142854690552, -0.16225239634513855, 0.24426919221878052, -0.12599709630012512, -0.1818058341741562, -0.12189885228872299, 0.07328647375106812, -0.11672278493642807, 0.008355130441486835, 0.14076361060142517, -0.11910989135503769, -0.06617292016744614, -0.08713937550783157, 0.021351126953959465, 0.0072823381051421165, -0.016052434220910072, -0.05430517718195915, 0.018085798248648643, 0.015079887583851814, -0.1505616456270218, -0.03168242424726486, -0.016493910923600197, 0.021126048639416695, 0.05632878467440605, -0.12092239409685135, 0.12533192336559296, 0.08350834250450134, -0.025159480050206184, 0.028123246505856514, -0.025509459897875786, 0.21279995143413544, -0.06872238963842392, -0.04702619090676308, 0.18639379739761353, 0.018061058595776558, 0.003724544309079647, 0.0658712089061737, -0.03676414489746094, -0.0705617293715477, 0.0507824532687664, 0.017393121495842934, 0.002065882086753845, -0.3182116150856018, -0.07310228794813156, -0.08718625456094742, -0.005919415038079023, -0.027520038187503815, 0.0732739120721817, -0.08939357846975327, 0.07602847367525101, -0.023461516946554184, 0.009377192705869675, -0.0033219235483556986, 0.05665263906121254, 0.18113432824611664, 0.004535550717264414, 0.12245679646730423, -0.09915024787187576, -0.057680800557136536, 0.09490881860256195, 0.03086201846599579, 0.08032108098268509, -0.035540927201509476, 0.11151837557554245, 0.059296030551195145, 0.13627579808235168, 0.011720966547727585, 0.06714523583650589, 0.00709326658397913, -0.008051998913288116, -0.011765677481889725, -0.060940686613321304, -0.053801774978637695, 0.06930448114871979, -0.016780873760581017, -0.008689030073583126, -0.09656000882387161, -0.03105887770652771, 0.11065137386322021, 0.1047123596072197, 0.03545130789279938, -0.20794224739074707, -0.02115391194820404, 0.05178585276007652, -0.039319053292274475, -0.03311668336391449, 0.09112447500228882, 0.03925078734755516, -0.07654596865177155, 0.10591627657413483, 0.046133458614349365, 0.125138059258461, 0.02548195980489254, 0.01927569881081581, -0.0412859171628952, 0.0036466834135353565, 0.013614758849143982, 0.1297760307788849, -0.3954257071018219, 0.22014828026294708, -0.002465751487761736, 0.021352794021368027, -0.07939136773347855, 0.019351273775100708, 0.047902148216962814, 0.12061264365911484, 0.1290987879037857, -0.006698555313050747, -0.08310259133577347, -0.02859826572239399, 0.03305956721305847, 0.0698191300034523, 0.03994946554303169, 0.07341720908880234, 0.039954159408807755, -0.00916220061480999, 0.005910925567150116, -0.02121908590197563, 0.12687893211841583, -0.1287974715232849, -0.04802140220999718, 0.0030412045307457447, 0.0914999321103096, -0.06197226420044899, -0.04059816524386406, -0.09007050096988678, -0.15535511076450348, 0.18850602209568024, -0.08061743527650833, -0.08840858936309814, -0.11354468017816544, -0.009660049341619015, 0.1145380437374115, -0.14026670157909393, -0.011728189885616302, -0.04599706828594208, 0.021580394357442856, -0.020025599747896194, -0.112959124147892, 0.09419906884431839, -0.09580680727958679, -0.08558957278728485, -0.019416503608226776, 0.10306259244680405, -0.08031988143920898, 0.05780576542019844, 0.017228156328201294, -0.03427524119615555, -0.06336017698049545, -0.10942866653203964, -0.041934192180633545, -0.04234359785914421, 0.018811043351888657, 0.1364823877811432, -0.119048573076725, -0.11567521095275879, -0.031891509890556335, -0.07635103166103363, 0.16488724946975708, 0.20088985562324524, -0.03556973114609718, -0.00752436276525259, 0.13629640638828278, -0.1084025427699089, -0.27365246415138245, 0.02026199921965599, -0.03056134469807148, 0.05548781156539917, 0.0029899640940129757, -0.06787722557783127, 0.08139955997467041, 0.014849146828055382, -0.0325491763651371, 0.08272995054721832, -0.12307070940732956, -0.12570777535438538, 0.1993316113948822, 0.08600015193223953, 0.19284597039222717, -0.17804160714149475, -0.06611809134483337, -0.09429129958152771, -0.23039744794368744, 0.009624579921364784, -0.09961850196123123, 0.0730716660618782, -0.01243705116212368, -0.025608215481042862, 0.00014110817573964596, -0.015435043722391129, 0.13562816381454468, 0.039243586361408234, 0.036496106535196304, -0.04595556855201721, 0.0998309999704361, -0.04672032594680786, 0.03587453439831734, 0.1854241043329239, -0.1359223872423172, 0.05794528126716614, -0.18405868113040924, -0.03410521522164345, -0.05201013386249542, 0.06891322135925293, -0.01578560657799244, -0.02520022913813591, -0.05461983382701874, -0.003211801638826728, 0.03602931275963783, 0.011340335011482239, 0.1784881204366684, -0.10382073372602463, 0.028431065380573273, 0.14594484865665436, 0.12955304980278015, -0.10386296361684799, 0.00713608181104064, 0.03231189399957657, -0.016901077702641487, 0.05477222055196762, -0.12098533660173416, 0.05437273532152176, 0.15846891701221466, -0.019256211817264557, 0.08752528578042984, 0.04083099216222763, -0.08457107841968536, -0.026300769299268723, 0.08979681879281998, -0.09072930365800858, 0.037840764969587326, -0.04134218394756317, -0.1996993124485016, 0.005982726346701384, 0.06187456473708153, 0.16937321424484253, -0.03723078593611717, -0.013222198002040386, -0.04321872815489769, -0.00008464300481136888, -0.07009657472372055, 0.1801348179578781, 0.10758333653211594, 0.014385209418833256, -0.1039968729019165, 0.09616968035697937, -0.02824697270989418, -0.0916968360543251, 0.0377044752240181, 0.14012958109378815, -0.0918109342455864, -0.11885901540517807, 0.0915275290608406, 0.12591876089572906, -0.14793184399604797, -0.11142947524785995, -0.17263951897621155, -0.12917613983154297, 0.05820244923233986, 0.10238022357225418, 0.1586194634437561, 0.001330069499090314, 0.046125903725624084, -0.06786877661943436, 0.033532995730638504, 0.08100257068872452, 0.09805933386087418, 0.03220028802752495, -0.09965666383504868, -0.0038214221131056547, -0.03832182660698891, 0.11735096573829651, -0.033242370933294296, 0.053890425711870193, -0.13913734257221222, 0.06214691326022148, -0.17800766229629517, 0.040103208273649216, -0.009353225119411945, 0.0057385885156691074, 0.02176748402416706, -0.10580568760633469, -0.06783775985240936, 0.048456981778144836, -0.13315050303936005, -0.015021935105323792, -0.014376377686858177, 0.07698781043291092, -0.12158507853746414, -0.018820323050022125, 0.047259122133255005, -0.05650295689702034, 0.06809432059526443, 0.0669408068060875, -0.08850352466106415, 0.1101040467619896, -0.1704035848379135, -0.003272795118391514, 0.045324765145778656, 0.0757811963558197, 0.049867067486047745, 0.007901613600552082, 0.05030275508761406, 0.1524781882762909, 0.06866657733917236, 0.03864657133817673, 0.06290370225906372, -0.09934049844741821, -0.06198353320360184, -0.10417570173740387, -0.09749368578195572, -0.010464699007570744, 0.0397101528942585, 0.09616358578205109, 0.0441339835524559, 0.14625537395477295, -0.06347043067216873, 0.0010971821611747146, -0.12661856412887573, 0.021481338888406754, 0.021684786304831505, -0.08751450479030609, -0.1271728128194809, -0.014917026273906231, 0.07362285256385803, -0.02102946676313877, 0.21319884061813354, 0.02445281110703945, 0.08846283704042435, 0.04124908521771431, -0.03193116560578346, 0.14488817751407623, 0.02218465320765972, 0.13740041851997375, -0.029190940782427788, 0.01838192529976368, -0.08137760311365128, -0.0299876406788826, 0.08024866878986359, 0.0010727605549618602, 0.09998777508735657, 0.20465794205665588, 0.08710689097642899, 0.22442173957824707, -0.01677289418876171, 0.017500363290309906, -0.00951065681874752, -0.09009971469640732, 0.03607843443751335, 0.08862749487161636, 0.03587168827652931, 0.10986411571502686, 0.15503276884555817, -0.13435907661914825, 0.031485456973314285, -0.06772638112306595, -0.048463430255651474, -0.17778341472148895, -0.1380162537097931, -0.13568153977394104, -0.17258307337760925, 0.030688246712088585, -0.1329943686723709, 0.013127513229846954, 0.03688771277666092, 0.08334125578403473, -0.0626073107123375, 0.07994542270898819, 0.008296667598187923, -0.09982256591320038, 0.09281336516141891, -0.04111139476299286, 0.03348812833428383, 0.06769176572561264, -0.01968407817184925, 0.05688454583287239, -0.03162497282028198, -0.013961383141577244, 0.025112885981798172, -0.05961634963750839, 0.032379258424043655, -0.05683581903576851, -0.021411404013633728, -0.03182655945420265, 0.053820062428712845, 0.054513029754161835, 0.22725747525691986, 0.04114919528365135, 0.008014243096113205, 0.033785343170166016, 0.14618347585201263, -0.03944552689790726, -0.10356307029724121, -0.12407348304986954, 0.10945374518632889, 0.08870529383420944, 0.09619034826755524, 0.011061044409871101, -0.09756352007389069, -0.030008025467395782, 0.2934128940105438, 0.18839803338050842, -0.0798434466123581, 0.001978217624127865, 0.05796235054731369, 0.015294691547751427, 0.04561383277177811, 0.04483581334352493, 0.13896553218364716, 0.20721764862537384, -0.04051310196518898, -0.03148658201098442, -0.05866285413503647, -0.00035478139761835337, -0.07503911107778549, 0.09058855473995209, 0.025840677320957184, -0.09401119500398636, -0.004049175884574652, 0.044683199375867844, -0.044058192521333694, -0.06086196377873421, -0.014528390020132065, -0.14860916137695312, -0.0880744606256485, -0.04248955100774765, 0.06027112156152725, 0.04490756243467331, -0.004542098380625248, -0.04050595313310623, -0.030534246936440468, 0.041686832904815674, -0.029677864164114, -0.1089387834072113, -0.112546905875206, 0.03548058867454529, -0.10741574317216873, 0.10197264701128006, 0.014698739163577557, 0.17717404663562775, 0.09589572250843048, 0.06495197117328644, -0.023382117971777916, 0.13061758875846863, 0.04040652513504028, -0.041840456426143646, 0.07179423421621323, 0.008999141864478588, -0.021079188212752342, 0.059810757637023926, 0.05300237983465195, -0.042025964707136154, 0.06287023425102234, 0.02833399921655655, -0.08212190866470337, -0.13018421828746796, 0.05278179794549942, -0.19860512018203735, 0.05331727862358093, 0.1576463282108307, -0.0003798389807343483, -0.01198683399707079, -0.061456307768821716, 0.08598429709672928, -0.01802198216319084, -0.042858369648456573, 0.014767099171876907, -0.12846720218658447, 0.0250120609998703, 0.04108172282576561, 0.019897766411304474, -0.20836131274700165, -0.013157227076590061, -0.09690725058317184, -0.020526953041553497, -0.08408668637275696, 0.0734330490231514, 0.08100580424070358, 0.01874861679971218, -0.03387201204895973, -0.20360082387924194, 0.02309270389378071, 0.07474219799041748, -0.1236310750246048, -0.10591940581798553 ]
null
null
transformers
### ell-ara * source group: Modern Greek (1453-) * target group: Arabic * OPUS readme: [ell-ara](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ell-ara/README.md) * model: transformer * source language(s): ell * target language(s): ara arz * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ell-ara/opus-2020-07-03.zip) * test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ell-ara/opus-2020-07-03.test.txt) * test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ell-ara/opus-2020-07-03.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.ell.ara | 21.9 | 0.485 | ### System Info: - hf_name: ell-ara - source_languages: ell - target_languages: ara - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ell-ara/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['el', 'ar'] - src_constituents: {'ell'} - tgt_constituents: {'apc', 'ara', 'arq_Latn', 'arq', 'afb', 'ara_Latn', 'apc_Latn', 'arz'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ell-ara/opus-2020-07-03.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ell-ara/opus-2020-07-03.test.txt - src_alpha3: ell - tgt_alpha3: ara - short_pair: el-ar - chrF2_score: 0.485 - bleu: 21.9 - brevity_penalty: 0.972 - ref_len: 1686.0 - src_name: Modern Greek (1453-) - tgt_name: Arabic - train_date: 2020-07-03 - src_alpha2: el - tgt_alpha2: ar - prefer_old: False - long_pair: ell-ara - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["el", "ar"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-el-ar
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "el", "ar", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "el", "ar" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #el #ar #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### ell-ara * source group: Modern Greek (1453-) * target group: Arabic * OPUS readme: ell-ara * model: transformer * source language(s): ell * target language(s): ara arz * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 21.9, chr-F: 0.485 ### System Info: * hf\_name: ell-ara * source\_languages: ell * target\_languages: ara * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['el', 'ar'] * src\_constituents: {'ell'} * tgt\_constituents: {'apc', 'ara', 'arq\_Latn', 'arq', 'afb', 'ara\_Latn', 'apc\_Latn', 'arz'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: ell * tgt\_alpha3: ara * short\_pair: el-ar * chrF2\_score: 0.485 * bleu: 21.9 * brevity\_penalty: 0.972 * ref\_len: 1686.0 * src\_name: Modern Greek (1453-) * tgt\_name: Arabic * train\_date: 2020-07-03 * src\_alpha2: el * tgt\_alpha2: ar * prefer\_old: False * long\_pair: ell-ara * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### ell-ara\n\n\n* source group: Modern Greek (1453-)\n* target group: Arabic\n* OPUS readme: ell-ara\n* model: transformer\n* source language(s): ell\n* target language(s): ara arz\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.9, chr-F: 0.485", "### System Info:\n\n\n* hf\\_name: ell-ara\n* source\\_languages: ell\n* target\\_languages: ara\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['el', 'ar']\n* src\\_constituents: {'ell'}\n* tgt\\_constituents: {'apc', 'ara', 'arq\\_Latn', 'arq', 'afb', 'ara\\_Latn', 'apc\\_Latn', 'arz'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: ell\n* tgt\\_alpha3: ara\n* short\\_pair: el-ar\n* chrF2\\_score: 0.485\n* bleu: 21.9\n* brevity\\_penalty: 0.972\n* ref\\_len: 1686.0\n* src\\_name: Modern Greek (1453-)\n* tgt\\_name: Arabic\n* train\\_date: 2020-07-03\n* src\\_alpha2: el\n* tgt\\_alpha2: ar\n* prefer\\_old: False\n* long\\_pair: ell-ara\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #ar #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### ell-ara\n\n\n* source group: Modern Greek (1453-)\n* target group: Arabic\n* OPUS readme: ell-ara\n* model: transformer\n* source language(s): ell\n* target language(s): ara arz\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.9, chr-F: 0.485", "### System Info:\n\n\n* hf\\_name: ell-ara\n* source\\_languages: ell\n* target\\_languages: ara\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['el', 'ar']\n* src\\_constituents: {'ell'}\n* tgt\\_constituents: {'apc', 'ara', 'arq\\_Latn', 'arq', 'afb', 'ara\\_Latn', 'apc\\_Latn', 'arz'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: ell\n* tgt\\_alpha3: ara\n* short\\_pair: el-ar\n* chrF2\\_score: 0.485\n* bleu: 21.9\n* brevity\\_penalty: 0.972\n* ref\\_len: 1686.0\n* src\\_name: Modern Greek (1453-)\n* tgt\\_name: Arabic\n* train\\_date: 2020-07-03\n* src\\_alpha2: el\n* tgt\\_alpha2: ar\n* prefer\\_old: False\n* long\\_pair: ell-ara\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 150, 443 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #ar #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### ell-ara\n\n\n* source group: Modern Greek (1453-)\n* target group: Arabic\n* OPUS readme: ell-ara\n* model: transformer\n* source language(s): ell\n* target language(s): ara arz\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.9, chr-F: 0.485" ]
[ -0.08912131190299988, 0.0051584369502961636, -0.004924771375954151, 0.04641561582684517, 0.09924846887588501, -0.005598805844783783, 0.10598322004079819, 0.12207753211259842, -0.0005766060203313828, -0.043965332210063934, 0.1310676783323288, 0.1186588853597641, 0.058255814015865326, 0.10472492128610611, -0.03501927852630615, -0.1862969994544983, 0.021526221185922623, 0.0573488250374794, 0.10552053153514862, 0.12020246684551239, 0.09642988443374634, -0.030314143747091293, 0.07877691090106964, -0.029792767018079758, -0.043532341718673706, 0.07832279801368713, 0.007404961623251438, -0.12147131562232971, 0.07333692908287048, 0.06413755565881729, 0.03875609114766121, 0.049884118139743805, -0.0278769563883543, -0.24324220418930054, 0.013158977963030338, -0.0069231996312737465, -0.03757048770785332, -0.017255688086152077, -0.0098099485039711, -0.08810644596815109, 0.1280899941921234, -0.14766137301921844, -0.027131693437695503, -0.012262298725545406, -0.08540347963571548, -0.2541477382183075, -0.017214471474289894, 0.08322199434041977, 0.012166312895715237, 0.1276281327009201, -0.03185392916202545, 0.23736758530139923, -0.0650976225733757, 0.15729869902133942, 0.22518472373485565, -0.27385079860687256, -0.01718379184603691, -0.0078246695920825, 0.026281703263521194, 0.133294939994812, 0.021624712273478508, 0.017132801935076714, 0.0463528148829937, 0.05809507146477699, -0.024461770430207253, -0.11897291988134384, -0.1508924663066864, 0.005856964271515608, -0.14133071899414062, -0.08089178055524826, 0.26392555236816406, -0.018808595836162567, -0.08452729880809784, 0.03167559579014778, -0.035745423287153244, -0.01212370116263628, -0.040465835481882095, -0.005647705867886543, 0.03848652541637421, 0.01662101037800312, 0.02219073474407196, -0.042108770459890366, -0.09081778675317764, -0.017697324976325035, -0.16806671023368835, 0.29361438751220703, 0.08397357165813446, 0.034009505063295364, -0.05164921283721924, 0.035691965371370316, -0.09983403980731964, -0.1269690990447998, -0.07339086383581161, -0.02806328609585762, 0.05830457806587219, 0.043716881424188614, -0.05568929389119148, -0.14104634523391724, 0.08714061230421066, 0.08062801510095596, -0.15599700808525085, 0.039505116641521454, -0.030336322262883186, 0.08496694266796112, -0.07846205681562424, 0.21793462336063385, 0.006988089997321367, 0.010819843970239162, 0.02884753979742527, -0.020540807396173477, 0.07929525524377823, -0.0006469658692367375, -0.11225416511297226, -0.03123163990676403, 0.06250029802322388, 0.06862515956163406, -0.020340243354439735, 0.12907488644123077, -0.014415927231311798, 0.01760740764439106, -0.030521893873810768, -0.1670219749212265, 0.003557985881343484, -0.017000295221805573, -0.03505378216505051, 0.02196195349097252, 0.10824423283338547, 0.0005618638242594898, -0.14412394165992737, -0.014467000029981136, 0.015918917953968048, 0.04831121116876602, -0.023961888626217842, -0.09883556514978409, 0.04917791113257408, -0.0138661228120327, 0.015363290905952454, -0.2123505175113678, -0.07252515852451324, 0.0009873757371678948, 0.0694357380270958, 0.047984492033720016, 0.021273097023367882, -0.025629857555031776, -0.020375289022922516, -0.003328487975522876, -0.05827959254384041, -0.07768464088439941, -0.08925501257181168, 0.08610530942678452, 0.11930974572896957, 0.062078606337308884, -0.04639378935098648, 0.03903475031256676, -0.1525990515947342, -0.02931501343846321, -0.17636379599571228, 0.06030012294650078, -0.03145776689052582, 0.06449321657419205, -0.08038409054279327, -0.05634782463312149, -0.00044408938265405595, 0.08277145773172379, 0.05875694379210472, 0.17009669542312622, -0.10747691243886948, -0.06982497125864029, 0.251207172870636, -0.11473222821950912, -0.1563044935464859, 0.15234339237213135, 0.0003628506092354655, 0.0030831017065793276, 0.0973084419965744, 0.22431480884552002, -0.015306663699448109, -0.13368307054042816, 0.0029501577373594046, 0.09140383452177048, 0.02861359901726246, -0.05413665622472763, 0.10936439782381058, -0.03317509964108467, -0.0020632001105695963, 0.05437370389699936, -0.10405641794204712, 0.09855420142412186, -0.004336357116699219, -0.0570855438709259, -0.04128124937415123, 0.0003020459844265133, 0.022145522758364677, 0.05790881812572479, 0.018667789176106453, -0.11327698081731796, -0.12415801733732224, 0.0009708305005915463, 0.042482469230890274, -0.06956903636455536, 0.08247695118188858, -0.1084616407752037, 0.056652650237083435, -0.060633912682533264, 0.05983659252524376, -0.10442785173654556, 0.06472225487232208, -0.010276859626173973, 0.09815239906311035, 0.11899212747812271, -0.008271540515124798, 0.04573559761047363, -0.011595146730542183, -0.02399183250963688, -0.02785220928490162, 0.09927958995103836, -0.02962809056043625, -0.05906018614768982, -0.13410048186779022, 0.04077212139964104, 0.00486336275935173, -0.008710265159606934, -0.06095316261053085, 0.03853387013077736, 0.04644288495182991, -0.006838554982095957, -0.047672852873802185, 0.06550288200378418, -0.020399969071149826, 0.08017440885305405, -0.011142830364406109, -0.010875913314521313, 0.031414132565259933, 0.03281962499022484, -0.113650381565094, 0.1203930675983429, -0.1468069702386856, 0.1379370391368866, 0.20178936421871185, -0.13066290318965912, 0.00001332170722889714, 0.0030366149730980396, -0.019965531304478645, -0.014280563220381737, 0.11055193841457367, 0.0243363119661808, 0.20589736104011536, 0.013926103711128235, 0.1416400969028473, -0.12861846387386322, 0.004749514162540436, -0.004152339417487383, -0.14034464955329895, -0.031954966485500336, 0.1253765970468521, -0.05343246087431908, -0.11457891017198563, 0.08047545701265335, 0.0980510339140892, -0.1109386682510376, 0.12692147493362427, -0.03472256287932396, -0.0045589059591293335, 0.05923281982541084, 0.09869740158319473, -0.011261334642767906, 0.04047923907637596, -0.18198999762535095, -0.0621059313416481, 0.03615231439471245, 0.01695295237004757, 0.023574713617563248, -0.12294686585664749, -0.008565505035221577, 0.046383943408727646, -0.09642676264047623, -0.03630553558468819, -0.009378775022923946, -0.0023376287426799536, 0.05470931902527809, -0.03178815916180611, -0.07226227968931198, 0.02549276128411293, 0.008134138770401478, -0.12883660197257996, 0.21796637773513794, -0.0948854312300682, -0.2807762622833252, -0.11040118336677551, -0.09772280603647232, -0.11748144775629044, -0.011335402727127075, 0.15177230536937714, -0.12087320536375046, -0.023180505260825157, -0.06927163153886795, 0.10667341202497482, -0.029504850506782532, -0.07295607775449753, -0.08753538876771927, -0.04341866075992584, -0.015139666385948658, -0.1447998285293579, -0.0839768573641777, -0.04209190979599953, -0.017638446763157845, 0.11483801901340485, -0.13743078708648682, 0.11628656834363937, 0.11897926032543182, -0.07036128640174866, 0.047937747091054916, -0.05726420506834984, 0.1637088507413864, -0.06410878151655197, -0.014660724438726902, 0.20649810135364532, 0.02622443437576294, 0.06156940013170242, 0.1635809987783432, -0.017616258934140205, -0.033216796815395355, 0.008480476215481758, -0.04047584906220436, -0.05438828840851784, -0.26694729924201965, -0.05948352441191673, -0.06762491166591644, -0.019432060420513153, -0.009041126817464828, 0.044525396078825, -0.009236459620296955, 0.0762810930609703, -0.07450694590806961, 0.016863862052559853, 0.033964723348617554, 0.11382503807544708, 0.2385309785604477, 0.008661442436277866, 0.13399513065814972, -0.0674416720867157, -0.0841701403260231, 0.051360346376895905, 0.08025667071342468, 0.12095031142234802, 0.00383272604085505, 0.10542762279510498, 0.0762455090880394, 0.10545307397842407, -0.006442666985094547, 0.04725973308086395, -0.0028100640047341585, 0.019582826644182205, -0.004068087320774794, -0.08868351578712463, -0.08876148611307144, 0.03208276256918907, -0.08477209508419037, -0.00790791492909193, -0.11904466152191162, 0.04193761572241783, 0.08650681376457214, 0.1649826169013977, -0.07506436109542847, -0.2556532621383667, -0.01709148846566677, 0.012191089801490307, 0.02308669500052929, -0.07751511037349701, 0.018262023106217384, -0.045565634965896606, -0.07567596435546875, 0.12306101620197296, 0.02024943195283413, 0.10069087147712708, -0.027775777503848076, 0.054745666682720184, -0.07231371104717255, 0.008068830706179142, 0.033552758395671844, 0.12260722368955612, -0.4161824882030487, 0.24976782500743866, 0.042916249483823776, 0.06571938097476959, -0.046870775520801544, 0.028591100126504898, -0.008310303092002869, 0.17614011466503143, 0.14942125976085663, 0.006002221722155809, -0.055428531020879745, -0.09835811704397202, 0.017321735620498657, 0.06205304339528084, 0.0845748707652092, 0.10478281229734421, 0.05846673250198364, 0.008800621144473553, 0.017970524728298187, -0.0052265506237745285, 0.117821104824543, -0.12408805638551712, -0.10985797643661499, 0.0006824598531238735, 0.07251448184251785, -0.02736406773328781, -0.030075641348958015, -0.061755817383527756, -0.12677833437919617, 0.24542544782161713, -0.0058010960929095745, -0.1720179170370102, -0.0690600797533989, -0.10213112086057663, 0.013897793367505074, -0.15402789413928986, -0.07729550451040268, -0.08572977036237717, -0.04044562950730324, -0.1004527360200882, -0.10838007926940918, 0.10343310236930847, -0.061052750796079636, 0.01902264915406704, 0.01683957688510418, 0.07222126424312592, -0.07509744167327881, 0.05720892548561096, 0.01607046090066433, -0.024684464558959007, -0.06508298218250275, -0.07681181281805038, -0.07452912628650665, -0.03491012379527092, 0.0899515375494957, 0.025265561416745186, -0.11024289578199387, -0.05175904184579849, -0.12029421329498291, -0.030098987743258476, 0.18574829399585724, 0.18149738013744354, -0.028896033763885498, 0.02717057801783085, 0.18490897119045258, -0.12946169078350067, -0.230585977435112, -0.057896342128515244, -0.024013521149754524, -0.009194046258926392, -0.053327884525060654, -0.13910475373268127, 0.012659932486712933, -0.016481805592775345, 0.005024357698857784, -0.019939793273806572, -0.1730758100748062, -0.0801515281200409, 0.2149420827627182, 0.08753854036331177, 0.23114989697933197, -0.2267073541879654, -0.022283218801021576, -0.09298808872699738, -0.15604913234710693, -0.009972814470529556, -0.070071741938591, 0.0901833102107048, -0.007299369666725397, 0.01575230434536934, 0.01710239239037037, -0.016927530989050865, 0.10422424226999283, 0.023280993103981018, 0.04651864618062973, -0.10556263476610184, 0.02709529735147953, 0.055248428136110306, -0.022342165932059288, 0.20837250351905823, -0.18052616715431213, -0.012251604348421097, -0.13336263597011566, -0.06619743257761002, -0.05600542202591896, 0.08374212682247162, -0.008628587238490582, -0.07108248025178909, -0.0032020006328821182, -0.051744963973760605, 0.041029177606105804, 0.01109960675239563, 0.17997227609157562, -0.1001143753528595, 0.09168782830238342, 0.18405655026435852, 0.1504913866519928, -0.17297327518463135, -0.007206121925264597, 0.021128002554178238, -0.025493502616882324, 0.06881408393383026, -0.15676695108413696, -0.0011861497769132257, 0.1007118970155716, -0.031006569042801857, 0.0887119472026825, 0.020035015419125557, -0.10202136635780334, -0.0540151372551918, 0.07953237742185593, -0.0855901911854744, -0.05472959205508232, -0.03482638671994209, -0.01606678031384945, -0.0005674847052432597, 0.05872263386845589, 0.14678198099136353, -0.07693057507276535, -0.019230352714657784, -0.04707228019833565, -0.0016277801478281617, -0.058638762682676315, 0.08701932430267334, 0.07660805433988571, 0.03888870030641556, -0.09650523215532303, 0.0811619684100151, 0.05383698642253876, -0.08399168401956558, 0.07331231981515884, 0.13171812891960144, -0.08252045512199402, -0.11026690900325775, 0.09299352020025253, 0.13166694343090057, -0.12504839897155762, -0.12474017590284348, -0.12612755596637726, -0.11625002324581146, 0.00129121751524508, 0.09670695662498474, 0.0973658636212349, -0.005045224446803331, 0.03154771029949188, -0.04404037818312645, 0.03085179068148136, 0.06722765415906906, 0.024644901975989342, -0.0006475408445112407, -0.07947836071252823, 0.11122997850179672, 0.01931839808821678, 0.18041059374809265, -0.01927892491221428, 0.000209677848033607, -0.11372705549001694, 0.08686554431915283, -0.19910065829753876, 0.05307495966553688, 0.0016898851608857512, 0.032450657337903976, 0.0011075549991801381, -0.01850236766040325, -0.020628567785024643, 0.03638361394405365, -0.07803041487932205, 0.004988447297364473, 0.016427140682935715, 0.05181558430194855, -0.12477536499500275, -0.03816257417201996, -0.010062242858111858, -0.018223991617560387, 0.04065238684415817, 0.054412614554166794, -0.11176371574401855, 0.07069849222898483, -0.07569099962711334, 0.037509456276893616, 0.059998027980327606, 0.031884126365184784, 0.0021722593810409307, 0.016974741593003273, 0.049854833632707596, 0.11677670478820801, 0.03822952136397362, 0.0513387992978096, 0.09450534731149673, -0.10582773387432098, 0.03300275281071663, -0.06891825795173645, -0.08931700140237808, -0.03092285618185997, 0.07786336541175842, 0.029537545517086983, 0.06812338531017303, 0.08751729875802994, -0.07965636998414993, -0.01676623336970806, -0.1268957257270813, -0.02339448779821396, 0.024562139064073563, -0.08521632850170135, -0.0728054791688919, -0.06616323441267014, 0.061157289892435074, 0.016850659623742104, 0.17033404111862183, 0.11537888646125793, 0.08301063627004623, -0.004500166978687048, -0.03273679316043854, 0.11642415076494217, -0.03406302630901337, 0.10107555240392685, -0.010413741692900658, -0.019091570749878883, 0.0010460697812959552, 0.0000214710489672143, 0.08531598746776581, 0.006927544716745615, 0.06922660022974014, 0.1895209401845932, 0.16077499091625214, 0.17173779010772705, -0.00770113430917263, 0.035257261246442795, -0.06161113828420639, -0.16412019729614258, 0.09456806629896164, 0.029019681736826897, 0.00024918667622841895, 0.14398929476737976, 0.23720978200435638, -0.08662565052509308, 0.05061807483434677, 0.0022545522078871727, -0.07570755481719971, -0.15067508816719055, -0.14880217611789703, -0.0798504501581192, -0.14627578854560852, 0.018246285617351532, -0.09856076538562775, -0.054352786391973495, 0.031367748975753784, 0.01838032342493534, -0.05182585120201111, 0.0858263298869133, 0.037275269627571106, -0.12794288992881775, 0.045878972858190536, -0.08082804083824158, 0.05430379509925842, 0.047511499375104904, -0.009872669354081154, 0.09854894131422043, -0.03476540371775627, 0.055450666695833206, 0.09840059280395508, 0.011512490920722485, 0.06298783421516418, -0.1095186099410057, -0.0737183690071106, -0.03980426490306854, 0.06810519099235535, 0.10075578838586807, 0.2266741842031479, 0.033026423305273056, -0.03882389888167381, 0.020011231303215027, 0.12538154423236847, -0.013132956810295582, -0.1958220899105072, -0.041108645498752594, 0.2637460231781006, 0.05574733018875122, 0.0549393855035305, -0.046955570578575134, -0.06799989938735962, -0.05213714390993118, 0.2841767370700836, 0.1724165678024292, -0.004301425535231829, 0.005583939608186483, 0.007363622542470694, 0.02463855966925621, 0.01653793826699257, 0.11293210834264755, 0.15735188126564026, 0.18859528005123138, -0.0713963434100151, 0.010594275780022144, -0.06659483164548874, -0.009307007305324078, -0.15056368708610535, 0.06716039776802063, 0.013112145476043224, -0.051398467272520065, 0.013335625641047955, 0.07091158628463745, -0.09896945208311081, 0.014912142418324947, -0.04840748384594917, -0.1292116940021515, -0.016739526763558388, -0.027960537001490593, 0.11732644587755203, 0.0543287955224514, 0.03176137059926987, -0.007783985231071711, -0.04690762609243393, 0.015113322995603085, 0.03530721738934517, -0.1470729261636734, -0.06723448634147644, 0.04288974404335022, -0.11491783708333969, 0.06142597272992134, 0.01729741506278515, 0.18971163034439087, 0.09112545102834702, 0.06208444759249687, 0.023840732872486115, 0.16290363669395447, 0.009278886951506138, 0.011694755405187607, 0.06860069930553436, -0.030417906120419502, -0.02482839673757553, 0.008416032418608665, 0.05159366503357887, 0.02554178424179554, 0.04667588695883751, -0.001595390378497541, -0.015270572155714035, -0.09574230760335922, 0.013076204806566238, -0.14906750619411469, 0.024848565459251404, 0.14970916509628296, 0.01907334476709366, -0.018314573913812637, -0.11953893303871155, 0.015584469772875309, 0.03376476466655731, -0.09859371930360794, -0.00825469009578228, -0.10733212530612946, 0.0018422029679641128, 0.07322961091995239, 0.06529466807842255, -0.26243552565574646, -0.038261231034994125, -0.02968621999025345, -0.01441370788961649, -0.10123542696237564, 0.04614521190524101, 0.10410777479410172, 0.016067763790488243, -0.06432387977838516, -0.22089113295078278, 0.04804067313671112, 0.10184407234191895, -0.1518220752477646, -0.074152871966362 ]
null
null
transformers
### ell-epo * source group: Modern Greek (1453-) * target group: Esperanto * OPUS readme: [ell-epo](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ell-epo/README.md) * model: transformer-align * source language(s): ell * target language(s): epo * model: transformer-align * pre-processing: normalization + SentencePiece (spm4k,spm4k) * download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ell-epo/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ell-epo/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ell-epo/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.ell.epo | 32.4 | 0.517 | ### System Info: - hf_name: ell-epo - source_languages: ell - target_languages: epo - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ell-epo/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['el', 'eo'] - src_constituents: {'ell'} - tgt_constituents: {'epo'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ell-epo/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ell-epo/opus-2020-06-16.test.txt - src_alpha3: ell - tgt_alpha3: epo - short_pair: el-eo - chrF2_score: 0.517 - bleu: 32.4 - brevity_penalty: 0.9790000000000001 - ref_len: 3807.0 - src_name: Modern Greek (1453-) - tgt_name: Esperanto - train_date: 2020-06-16 - src_alpha2: el - tgt_alpha2: eo - prefer_old: False - long_pair: ell-epo - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["el", "eo"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-el-eo
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "el", "eo", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "el", "eo" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #el #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### ell-epo * source group: Modern Greek (1453-) * target group: Esperanto * OPUS readme: ell-epo * model: transformer-align * source language(s): ell * target language(s): epo * model: transformer-align * pre-processing: normalization + SentencePiece (spm4k,spm4k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 32.4, chr-F: 0.517 ### System Info: * hf\_name: ell-epo * source\_languages: ell * target\_languages: epo * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['el', 'eo'] * src\_constituents: {'ell'} * tgt\_constituents: {'epo'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm4k,spm4k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: ell * tgt\_alpha3: epo * short\_pair: el-eo * chrF2\_score: 0.517 * bleu: 32.4 * brevity\_penalty: 0.9790000000000001 * ref\_len: 3807.0 * src\_name: Modern Greek (1453-) * tgt\_name: Esperanto * train\_date: 2020-06-16 * src\_alpha2: el * tgt\_alpha2: eo * prefer\_old: False * long\_pair: ell-epo * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### ell-epo\n\n\n* source group: Modern Greek (1453-)\n* target group: Esperanto\n* OPUS readme: ell-epo\n* model: transformer-align\n* source language(s): ell\n* target language(s): epo\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 32.4, chr-F: 0.517", "### System Info:\n\n\n* hf\\_name: ell-epo\n* source\\_languages: ell\n* target\\_languages: epo\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['el', 'eo']\n* src\\_constituents: {'ell'}\n* tgt\\_constituents: {'epo'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm4k,spm4k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: ell\n* tgt\\_alpha3: epo\n* short\\_pair: el-eo\n* chrF2\\_score: 0.517\n* bleu: 32.4\n* brevity\\_penalty: 0.9790000000000001\n* ref\\_len: 3807.0\n* src\\_name: Modern Greek (1453-)\n* tgt\\_name: Esperanto\n* train\\_date: 2020-06-16\n* src\\_alpha2: el\n* tgt\\_alpha2: eo\n* prefer\\_old: False\n* long\\_pair: ell-epo\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### ell-epo\n\n\n* source group: Modern Greek (1453-)\n* target group: Esperanto\n* OPUS readme: ell-epo\n* model: transformer-align\n* source language(s): ell\n* target language(s): epo\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 32.4, chr-F: 0.517", "### System Info:\n\n\n* hf\\_name: ell-epo\n* source\\_languages: ell\n* target\\_languages: epo\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['el', 'eo']\n* src\\_constituents: {'ell'}\n* tgt\\_constituents: {'epo'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm4k,spm4k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: ell\n* tgt\\_alpha3: epo\n* short\\_pair: el-eo\n* chrF2\\_score: 0.517\n* bleu: 32.4\n* brevity\\_penalty: 0.9790000000000001\n* ref\\_len: 3807.0\n* src\\_name: Modern Greek (1453-)\n* tgt\\_name: Esperanto\n* train\\_date: 2020-06-16\n* src\\_alpha2: el\n* tgt\\_alpha2: eo\n* prefer\\_old: False\n* long\\_pair: ell-epo\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 127, 399 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### ell-epo\n\n\n* source group: Modern Greek (1453-)\n* target group: Esperanto\n* OPUS readme: ell-epo\n* model: transformer-align\n* source language(s): ell\n* target language(s): epo\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 32.4, chr-F: 0.517" ]
[ -0.08214379101991653, 0.07504401355981827, -0.005259099882096052, 0.07177737355232239, 0.10520189255475998, 0.023583093658089638, 0.09416785091161728, 0.1266591101884842, 0.01869037002325058, 0.003991404082626104, 0.09646546840667725, 0.16034245491027832, 0.0331304632127285, 0.12852144241333008, -0.07530900835990906, -0.22436441481113434, 0.023932648822665215, 0.07164527475833893, -0.015724152326583862, 0.09633665531873703, 0.10469013452529907, -0.03869742527604103, 0.12083084136247635, -0.008355468511581421, 0.012402680702507496, 0.12538020312786102, -0.032402489334344864, -0.11828259378671646, 0.06031447649002075, 0.09183862060308456, 0.04250984266400337, 0.03830618038773537, -0.028226638212800026, -0.20106887817382812, 0.0090161869302392, -0.005190285854041576, -0.06752554327249527, 0.009806932881474495, 0.050567418336868286, -0.1126377210021019, 0.13053041696548462, -0.10482683777809143, -0.014530136249959469, -0.012813817709684372, -0.05042492225766182, -0.1418415606021881, -0.04444573447108269, 0.04807651415467262, 0.03181751072406769, 0.16416990756988525, -0.03579889237880707, 0.21629242599010468, -0.09374099224805832, 0.12239643186330795, 0.3043467104434967, -0.2559385597705841, -0.017657935619354248, -0.012036954052746296, 0.030352123081684113, 0.07579150795936584, 0.027097441256046295, -0.014459815807640553, 0.08048903197050095, 0.04292808473110199, -0.0778467059135437, -0.1057557463645935, -0.14744217693805695, 0.012348990887403488, -0.13421502709388733, -0.02222405932843685, 0.3463515341281891, 0.035055939108133316, -0.055082768201828, 0.03116375207901001, -0.050669241696596146, -0.03543085232377052, 0.01757301203906536, 0.011307701468467712, 0.05435876175761223, -0.028158551082015038, 0.03777439147233963, -0.02487093210220337, -0.10633838176727295, -0.022650599479675293, -0.17903941869735718, 0.29574987292289734, 0.09694743156433105, 0.0023805247619748116, -0.04086177423596382, 0.06888019293546677, -0.06820991635322571, -0.1187383234500885, -0.04953262209892273, -0.009874241426587105, 0.09690067917108536, 0.061066657304763794, -0.06896572560071945, -0.08479893952608109, 0.09581919759511948, 0.1681283563375473, -0.10560648888349533, 0.03588435798883438, 0.01716988906264305, 0.08137734979391098, 0.002223930088803172, 0.18834315240383148, 0.012244939804077148, -0.016677774488925934, 0.037842169404029846, -0.03736003860831261, 0.0566195510327816, 0.015310153365135193, -0.11144765466451645, -0.02636273205280304, -0.01525950152426958, 0.04287469759583473, 0.00007473925506928936, 0.06445866078138351, -0.05560620129108429, -0.047532934695482254, 0.03054697997868061, -0.13599568605422974, 0.015740497037768364, 0.011124197393655777, -0.06334403157234192, 0.13701067864894867, 0.08056918531656265, -0.007036329712718725, -0.148941308259964, 0.028436914086341858, -0.03205138072371483, 0.009605626575648785, -0.052023690193891525, -0.11941234022378922, 0.04984727501869202, -0.0501323826611042, 0.08189353346824646, -0.19766773283481598, -0.12874387204647064, -0.04401111602783203, 0.006981401238590479, 0.025066964328289032, -0.050408851355314255, -0.05861026421189308, -0.024757856503129005, -0.020444555208086967, -0.06300635635852814, -0.07020658999681473, -0.10210540890693665, 0.04931311309337616, 0.02991696633398533, 0.030277220532298088, -0.06229917332530022, 0.0593966506421566, -0.14179368317127228, -0.07503021508455276, -0.14770551025867462, 0.026984132826328278, -0.08361008763313293, 0.024216288700699806, -0.07554903626441956, -0.08366628736257553, -0.026815079152584076, 0.1181817427277565, 0.03245227783918381, 0.15521185100078583, -0.05304912105202675, -0.08968237042427063, 0.13397620618343353, -0.08971386402845383, -0.1398857682943344, 0.11891826242208481, 0.023241957649588585, -0.05770984664559364, 0.10152453929185867, 0.18907898664474487, -0.014524110592901707, -0.11237889528274536, -0.0421035997569561, 0.06716073304414749, 0.02361266501247883, -0.07698080688714981, 0.13280241191387177, -0.06772094964981079, -0.02404419519007206, 0.026544511318206787, -0.1469498723745346, 0.051905225962400436, -0.020127490162849426, 0.004579503554850817, -0.017538683488965034, -0.0025069373659789562, -0.03753772750496864, 0.009005513973534107, 0.05873533710837364, -0.12943123281002045, -0.09578918665647507, 0.09372317045927048, 0.10989978909492493, -0.07120940834283829, 0.06184596195816994, -0.06717722862958908, 0.10172593593597412, -0.03569407016038895, 0.018371766433119774, -0.11005473881959915, -0.0005228905356489122, 0.009313478134572506, 0.03959552198648453, 0.12475285679101944, 0.015457754023373127, 0.023746570572257042, -0.04990583285689354, -0.002157844603061676, -0.07315080612897873, -0.004497640300542116, -0.03281675651669502, -0.0654124766588211, -0.1544627696275711, 0.05867624282836914, 0.011814421974122524, -0.07531832903623581, -0.07940492779016495, 0.020530296489596367, 0.01512152049690485, 0.08604079484939575, -0.032630376517772675, 0.08695259690284729, -0.051673710346221924, 0.06880102306604385, -0.07893743366003036, -0.007555874530225992, 0.0024310708977282047, -0.010143461637198925, -0.12640321254730225, 0.14075222611427307, -0.05766816809773445, 0.2045036405324936, 0.2221071869134903, -0.16525167226791382, 0.025172600522637367, 0.056612204760313034, -0.021046539768576622, -0.0041832891292870045, 0.003766470355913043, -0.02223140187561512, 0.17664410173892975, -0.02370096743106842, 0.13623325526714325, -0.15383502840995789, -0.0225551575422287, -0.037189919501543045, -0.09713699668645859, -0.055199380964040756, 0.2035190314054489, 0.09116906672716141, -0.061089593917131424, 0.14347398281097412, 0.13655243813991547, -0.1440759003162384, 0.17791378498077393, -0.02987390011548996, -0.07799220085144043, 0.07687655091285706, 0.03977179899811745, -0.04298572242259979, 0.022750621661543846, -0.15023481845855713, 0.012415674515068531, 0.05003553628921509, 0.05563443526625633, 0.08750909566879272, -0.140263170003891, -0.022759266197681427, 0.028763875365257263, -0.06095479056239128, -0.026022622361779213, 0.03438465669751167, 0.00750621547922492, 0.08707597851753235, -0.06551673263311386, -0.07734880596399307, -0.004849786404520273, 0.009569144807755947, -0.11534207314252853, 0.23907828330993652, -0.11852499842643738, -0.23442979156970978, -0.1365252137184143, 0.015098080039024353, -0.12222808599472046, -0.0052843824960291386, 0.16439296305179596, -0.09589178115129471, -0.06817594915628433, -0.07719921320676804, 0.13132651150226593, -0.034673769026994705, -0.01977558620274067, -0.04435255751013756, -0.01296613086014986, -0.0298935454338789, -0.14705368876457214, -0.07379549741744995, -0.03944956138730049, -0.032788895070552826, 0.06403809040784836, -0.13673003017902374, 0.10158275812864304, 0.10856767743825912, -0.015387308783829212, 0.025716014206409454, -0.040633171796798706, 0.17481541633605957, -0.0791689082980156, -0.040348462760448456, 0.22403062880039215, 0.03283766284584999, 0.027467578649520874, 0.031082242727279663, -0.010655256919562817, -0.03995652496814728, 0.04453907534480095, 0.040798287838697433, 0.012157652527093887, -0.358437180519104, -0.08449044823646545, -0.06951572746038437, 0.03780696541070938, 0.03524230420589447, 0.062090594321489334, -0.039025019854307175, 0.08441794663667679, -0.05703781545162201, 0.045326340943574905, 0.00014606304466724396, 0.09092137217521667, 0.1953681856393814, 0.011289767920970917, 0.10425126552581787, -0.07964227348566055, -0.09994455426931381, 0.11462711542844772, 0.035896722227334976, 0.12437490373849869, 0.023913152515888214, 0.0995975062251091, 0.06867698580026627, 0.07163218408823013, -0.006164488848298788, 0.0732615515589714, 0.010581284761428833, 0.008419927209615707, -0.03886837884783745, -0.06012670695781708, 0.017917567864060402, 0.055894121527671814, -0.015927065163850784, -0.006471463944762945, -0.11931373924016953, 0.0006284962291829288, 0.10022062063217163, 0.12638376653194427, -0.03177681192755699, -0.26125678420066833, 0.012278423644602299, 0.04949221387505531, -0.007939335890114307, -0.028938209637999535, 0.07167614251375198, -0.03371046110987663, -0.08156485110521317, 0.13966922461986542, 0.0634586438536644, 0.12444547563791275, -0.030214399099349976, 0.008157089352607727, -0.04994148015975952, 0.017232635989785194, 0.011794832535088062, 0.11753007769584656, -0.30740320682525635, 0.22596846520900726, -0.0017297413432970643, 0.040351055562496185, -0.05106208100914955, 0.004034935962408781, 0.02827395312488079, 0.1337038278579712, 0.10688403993844986, -0.01073312759399414, -0.05406981334090233, -0.02473118156194687, -0.02597113884985447, 0.072835773229599, 0.028784044086933136, -0.010354389436542988, 0.06495613604784012, 0.013475701212882996, 0.02195817045867443, -0.009623396210372448, 0.029369035735726357, -0.1316131353378296, -0.05443625524640083, -0.004666488151997328, 0.0794563889503479, -0.008822725154459476, -0.016651012003421783, -0.12410825490951538, -0.17116664350032806, 0.1976872682571411, -0.06693358719348907, -0.133757084608078, -0.08740434795618057, -0.016514353454113007, 0.10467573255300522, -0.15919499099254608, -0.028577471151947975, -0.0011123658623546362, -0.031117625534534454, -0.03216684237122536, -0.1281631886959076, 0.11694970726966858, -0.08277714252471924, -0.10043847560882568, 0.010393934324383736, 0.10926999896764755, -0.05211320519447327, 0.042473942041397095, -0.018207652494311333, -0.04421176016330719, -0.06501007825136185, -0.10667899996042252, -0.04674213007092476, 0.020348941907286644, 0.09413069486618042, 0.16864217817783356, -0.09750840067863464, -0.08328180015087128, -0.08979427069425583, -0.05946628376841545, 0.13339687883853912, 0.22295653820037842, 0.0003632729349192232, -0.06482837349176407, 0.09387034922838211, -0.130399689078331, -0.1842377781867981, -0.030039943754673004, -0.010481231845915318, 0.029620550572872162, 0.028453493490815163, -0.12769918143749237, 0.08549834042787552, 0.08200857788324356, -0.00287686288356781, 0.05592809244990349, -0.24269644916057587, -0.12492430210113525, 0.19707725942134857, 0.059059400111436844, 0.24894237518310547, -0.17145581543445587, -0.02379126287996769, -0.08061228692531586, -0.1831350177526474, 0.052935052663087845, -0.09701881557703018, 0.10381417721509933, -0.02494390867650509, 0.029132632538676262, 0.009378491900861263, 0.012867134995758533, 0.13507886230945587, 0.0444362498819828, 0.04347328469157219, -0.05119893327355385, -0.0066741518676280975, -0.061463356018066406, 0.009466939605772495, 0.19899456202983856, -0.12231544405221939, 0.008223162032663822, -0.1823759526014328, -0.05493484064936638, -0.03635908290743828, 0.09670967608690262, 0.009234659373760223, -0.018306899815797806, -0.0665777251124382, -0.04508829116821289, 0.00601723650470376, 0.04147246479988098, 0.30635273456573486, -0.043450694531202316, -0.00029228985658846796, 0.05157235264778137, 0.10617494583129883, -0.04957563802599907, -0.09578242897987366, -0.02040936052799225, -0.016605239361524582, 0.07127276062965393, -0.1288313865661621, 0.020248213782906532, 0.16342751681804657, -0.05339345335960388, 0.1053023636341095, 0.05296419933438301, -0.10474280267953873, -0.012020169757306576, 0.08344623446464539, -0.10694295912981033, -0.00010815387213369831, -0.07507640868425369, -0.12693943083286285, 0.03418451175093651, 0.1020769253373146, 0.19354726374149323, -0.048536818474531174, -0.048789650201797485, -0.0400407649576664, 0.011289880611002445, -0.05405166372656822, 0.13190120458602905, 0.085922010242939, -0.029031068086624146, -0.0944056510925293, 0.13531669974327087, 0.018059322610497475, -0.12155061215162277, 0.045113179832696915, 0.12930269539356232, -0.045194342732429504, -0.101132832467556, 0.1036258339881897, 0.13621218502521515, -0.1901930719614029, -0.1281311959028244, -0.19251875579357147, -0.11068583279848099, 0.06419847160577774, 0.08811849355697632, 0.13452647626399994, -0.023043513298034668, 0.036562323570251465, -0.024069594219326973, 0.02878076769411564, 0.03472799435257912, 0.09872075915336609, 0.029764527454972267, -0.14807261526584625, 0.012915070168673992, 0.037089522927999496, 0.11016527563333511, -0.012244281359016895, 0.024407437071204185, -0.14827795326709747, 0.03959963470697403, -0.07120940834283829, 0.04740770533680916, -0.010538901202380657, -0.0005544160376302898, 0.01948602870106697, -0.08643752336502075, -0.08219731599092484, 0.06295209378004074, -0.11436450481414795, -0.015658551827073097, 0.0006201236974447966, 0.10429253429174423, -0.09032663702964783, -0.03879403695464134, 0.028187571093440056, -0.046213727444410324, 0.04344147816300392, 0.07400720566511154, -0.04952007904648781, 0.0688961073756218, -0.13825623691082, 0.04952248930931091, 0.08694174885749817, 0.07701771706342697, 0.03844655677676201, 0.011916528455913067, 0.04324859380722046, 0.10531911998987198, 0.06312420964241028, 0.008877995423972607, 0.029859846457839012, -0.15111501514911652, -0.03685156628489494, -0.057600244879722595, -0.12780581414699554, -0.02857956849038601, 0.02369106002151966, 0.0763188973069191, 0.0605221726000309, 0.1437472254037857, -0.0547129362821579, 0.002372599206864834, -0.12580737471580505, 0.043095577508211136, 0.020790433511137962, -0.09339963644742966, -0.07099529355764389, -0.022605152800679207, 0.06528604030609131, -0.006347440183162689, 0.19417142868041992, 0.06514383852481842, 0.06600605696439743, 0.01793968863785267, -0.007279898505657911, 0.12006906419992447, 0.0025715334340929985, 0.11407969146966934, -0.0672934353351593, 0.01672437973320484, -0.08700689673423767, -0.014797757379710674, 0.12752757966518402, -0.03829960152506828, 0.09560719132423401, 0.16150876879692078, 0.10393720120191574, 0.20245128870010376, 0.021043768152594566, 0.005074072163552046, -0.07863934338092804, -0.1688874363899231, 0.09450563788414001, 0.0743938758969307, 0.061482023447752, 0.10884815454483032, 0.16066250205039978, -0.09573806077241898, 0.013032852672040462, -0.00017961363482754678, -0.02514803409576416, -0.17524783313274384, -0.1252714991569519, -0.13000573217868805, -0.1998763233423233, 0.007946351543068886, -0.1595837026834488, -0.013672630302608013, 0.056388720870018005, 0.059807222336530685, -0.07374081760644913, 0.0499454140663147, -0.0013523061061277986, -0.1644076555967331, 0.05857866629958153, -0.04351499304175377, 0.04691543057560921, 0.00511201610788703, -0.031967755407094955, 0.03183883801102638, -0.031993068754673004, 0.004080960061401129, 0.04440981149673462, -0.03177722916007042, 0.04869745299220085, -0.06005215644836426, -0.03505151346325874, -0.04596890136599541, 0.03955290839076042, 0.04768577218055725, 0.20163150131702423, 0.03484906628727913, -0.012483167462050915, 0.03137281537055969, 0.15311455726623535, -0.025376664474606514, -0.0810651108622551, -0.06711535900831223, 0.16221711039543152, 0.12417419999837875, 0.08108784258365631, 0.0048553114756941795, -0.09775412082672119, -0.0633254125714302, 0.2742409408092499, 0.19042010605335236, -0.0032888089772313833, -0.008018513210117817, 0.021988054737448692, 0.016054486855864525, 0.0738530233502388, 0.022124744951725006, 0.14770665764808655, 0.19110935926437378, -0.039885688573122025, -0.033063143491744995, -0.0872681736946106, 0.07478825002908707, -0.09946951270103455, 0.03529971465468407, 0.033827487379312515, -0.09927752614021301, 0.024828046560287476, 0.07706449180841446, -0.08509095758199692, -0.01794261299073696, -0.034991566091775894, -0.14784865081310272, -0.07766244560480118, -0.03175756335258484, 0.1232670322060585, 0.06925860792398453, 0.0656404048204422, -0.04639564827084541, -0.09683384746313095, 0.03835005313158035, 0.020856494084000587, -0.1881142109632492, -0.08962906152009964, 0.039822328835725784, -0.12189054489135742, 0.13276171684265137, 0.00048836600035429, 0.17537182569503784, 0.07665469497442245, 0.06254248321056366, 0.005756607744842768, 0.1056969091296196, 0.0033749351277947426, -0.01256128866225481, 0.09830072522163391, -0.05860759690403938, -0.03178801015019417, 0.04920336604118347, 0.05995000898838043, -0.04107723757624626, 0.01987256295979023, 0.07866066694259644, -0.05081445351243019, -0.10397904366254807, 0.035880908370018005, -0.20275740325450897, 0.04072219133377075, 0.14305558800697327, -0.013221636414527893, -0.04370788857340813, -0.05304737761616707, 0.05057179555296898, 0.03095174767076969, -0.03796577453613281, 0.03116633929312229, -0.12221813946962357, -0.004532296676188707, 0.026499362662434578, 0.05291520059108734, -0.17698566615581512, 0.006029181648045778, -0.0864148661494255, -0.05523955821990967, -0.11574515700340271, 0.028950517997145653, 0.06628196686506271, -0.0031502002384513617, -0.04425334557890892, -0.1474975049495697, 0.016964973881840706, 0.07611550390720367, -0.14529329538345337, -0.10512789338827133 ]
null
null
transformers
### opus-mt-el-fi * source languages: el * target languages: fi * OPUS readme: [el-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/el-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/el-fi/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/el-fi/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/el-fi/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.el.fi | 25.3 | 0.517 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-el-fi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "el", "fi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #el #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-el-fi * source languages: el * target languages: fi * OPUS readme: el-fi * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 25.3, chr-F: 0.517
[ "### opus-mt-el-fi\n\n\n* source languages: el\n* target languages: fi\n* OPUS readme: el-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.517" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-el-fi\n\n\n* source languages: el\n* target languages: fi\n* OPUS readme: el-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.517" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-el-fi\n\n\n* source languages: el\n* target languages: fi\n* OPUS readme: el-fi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.517" ]
[ -0.10219990462064743, 0.1305226981639862, -0.004896192811429501, 0.07560718059539795, 0.07094299048185349, -0.00044939175131730735, 0.09427982568740845, 0.13380900025367737, 0.0001643547584535554, -0.00604456290602684, 0.11661025136709213, 0.1365630030632019, 0.03538526967167854, 0.14298807084560394, -0.11087451130151749, -0.12202277034521103, 0.042944926768541336, 0.043184373527765274, -0.04224587604403496, 0.1252705305814743, 0.10695882141590118, -0.012061764486134052, 0.10984202474355698, -0.03470467031002045, -0.04035188630223274, 0.1035122200846672, 0.004584358073771, -0.08332620561122894, 0.06873158365488052, 0.09622067213058472, 0.04809538275003433, 0.05086732655763626, -0.03379594162106514, -0.2234705239534378, 0.01287772785872221, -0.0014818693744018674, -0.055232252925634384, 0.01536866556853056, 0.04700293391942978, -0.08554131537675858, 0.12670980393886566, -0.02920803800225258, -0.015949752181768417, 0.03717723861336708, -0.05939139798283577, -0.08350130170583725, -0.048981327563524246, -0.011309966444969177, -0.03149358928203583, 0.14310142397880554, -0.03288805112242699, 0.2465558797121048, -0.11907555162906647, 0.14942671358585358, 0.2424001395702362, -0.2908842861652374, -0.021258214488625526, 0.05313080549240112, 0.07577978074550629, 0.07793204486370087, -0.015253087505698204, -0.015445556491613388, 0.09809468686580658, 0.038007523864507675, -0.056750040501356125, -0.1264156848192215, -0.13154877722263336, 0.022823920473456383, -0.12333367764949799, -0.02566150389611721, 0.24262407422065735, 0.0050195688381791115, -0.0795733705163002, 0.04219280183315277, -0.0446835421025753, -0.04000716656446457, -0.0014632323291152716, 0.032718122005462646, 0.05280948802828789, 0.005163414869457483, 0.07965501397848129, -0.0076361969113349915, -0.07673677802085876, -0.06540972739458084, -0.14202852547168732, 0.17683424055576324, 0.06056823208928108, 0.003973279148340225, -0.02855764701962471, 0.0298752523958683, -0.03866267949342728, -0.12997011840343475, -0.055350761860609055, -0.05089845880866051, 0.02637195587158203, 0.045211050659418106, -0.10097949206829071, -0.06033997982740402, 0.13797242939472198, 0.15397010743618011, -0.06295935064554214, 0.03097522258758545, -0.06636203825473785, 0.05903422087430954, -0.041569847613573074, 0.17139218747615814, 0.0037263729609549046, -0.049121007323265076, 0.042376287281513214, 0.006571009289473295, 0.02661455050110817, 0.010134696960449219, -0.08948808908462524, -0.06239820271730423, 0.003591731656342745, 0.09424632042646408, 0.0005890897591598332, 0.04314989596605301, -0.05273808538913727, 0.0015240819193422794, 0.009318946860730648, -0.1546124666929245, 0.012190400622785091, 0.035539980977773666, -0.03181783854961395, 0.048321835696697235, 0.0676533579826355, -0.01589769870042801, -0.11446505039930344, 0.001995932077988982, -0.036591317504644394, 0.010063384659588337, -0.04832451045513153, -0.11791925877332687, 0.03589586913585663, -0.051859885454177856, 0.045758094638586044, -0.16906465590000153, -0.10551784932613373, -0.05676519125699997, 0.030064955353736877, -0.010067924857139587, -0.02014022320508957, -0.02789059840142727, -0.07366176694631577, -0.002039313316345215, -0.0474034883081913, -0.0048794737085700035, -0.10131526738405228, 0.08945555984973907, 0.07786361128091812, 0.05336626619100571, -0.0736040249466896, 0.03487853333353996, -0.13936686515808105, -0.031660497188568115, -0.0924185961484909, 0.03935635834932327, -0.13045543432235718, 0.06751329451799393, -0.07878325134515762, -0.06982428580522537, 0.0058339363895356655, 0.09760384261608124, 0.04860522225499153, 0.16498179733753204, -0.14750367403030396, -0.04325573146343231, 0.20023226737976074, -0.09312544018030167, -0.15422303974628448, 0.12810474634170532, 0.013505272567272186, -0.056374527513980865, 0.05453040078282356, 0.21179430186748505, -0.006110956892371178, -0.1034286692738533, 0.022289948537945747, 0.08089827746152878, 0.05601964518427849, -0.06481172144412994, 0.13066744804382324, -0.03675089776515961, -0.0650063306093216, 0.04119925945997238, -0.11451403796672821, 0.049966249614953995, -0.0037271592300385237, -0.053957536816596985, -0.06817837804555893, -0.04513002187013626, 0.006335964426398277, 0.033044833689928055, 0.029608383774757385, -0.13959765434265137, -0.06318561732769012, 0.006961369886994362, 0.09068822860717773, -0.02798335999250412, 0.04428359493613243, -0.07156463712453842, 0.0957007184624672, -0.07476087659597397, 0.016735130921006203, -0.13425379991531372, 0.0425095297396183, 0.0032171320635825396, 0.04241039231419563, 0.10946497321128845, 0.05840982496738434, 0.019700437784194946, -0.05606286600232124, -0.015873074531555176, -0.02217617630958557, 0.039838291704654694, -0.024667399004101753, -0.08628102391958237, -0.18069098889827728, 0.05421024560928345, -0.022951370105147362, -0.061752576380968094, -0.14470534026622772, -0.0026813324075192213, -0.0059916069731116295, 0.06253471225500107, -0.026931196451187134, 0.07650383561849594, -0.00510795833542943, 0.05818818137049675, -0.08285361528396606, -0.011667762883007526, 0.011964031495153904, 0.020315272733569145, -0.09845440834760666, 0.1559203863143921, -0.05604393780231476, 0.2527163028717041, 0.20730102062225342, -0.13052381575107574, -0.004450468812137842, 0.06061721593141556, -0.021029306575655937, 0.0013896813616156578, 0.037725865840911865, 0.007715814746916294, 0.08027970790863037, -0.01972881704568863, 0.1464635282754898, -0.1444171667098999, -0.017038751393556595, -0.03354523703455925, -0.09158050268888474, -0.04531282186508179, 0.2044198364019394, 0.0417194664478302, -0.09814029932022095, 0.14438259601593018, 0.16119419038295746, -0.15092070400714874, 0.15106166899204254, -0.06069202721118927, -0.07379822432994843, 0.07227668911218643, 0.06418002396821976, -0.014237386174499989, 0.06461426615715027, -0.16270923614501953, 0.005250203888863325, 0.04309789091348648, 0.02682187408208847, 0.05725087597966194, -0.10869594663381577, -0.01874108426272869, 0.028676576912403107, -0.0826885998249054, -0.01368987001478672, 0.0329875610768795, 0.015446036122739315, 0.1027868315577507, -0.043451882898807526, -0.10384656488895416, -0.010230516083538532, -0.021583208814263344, -0.14202825725078583, 0.22006921470165253, -0.11620407551527023, -0.1803242266178131, -0.1186869665980339, 0.0045591071248054504, -0.1358412355184555, 0.013935304246842861, 0.13486742973327637, -0.10451716929674149, -0.06073614954948425, -0.09660666435956955, 0.042363833636045456, -0.012546451762318611, -0.008604263886809349, -0.03274526074528694, 0.03984066843986511, 0.009914393536746502, -0.14989303052425385, -0.037980154156684875, 0.0010755365947261453, -0.021718503907322884, 0.03993097320199013, -0.13230283558368683, 0.1264970600605011, 0.09606730937957764, -0.022124387323856354, 0.021994443610310555, -0.01822737604379654, 0.22188687324523926, -0.06007224693894386, -0.06231500953435898, 0.1869063377380371, 0.007133741397410631, 0.016556138172745705, 0.08953815698623657, -0.016464879736304283, -0.07690977305173874, 0.06210806220769882, 0.03472524136304855, 0.0032899591606110334, -0.31102636456489563, -0.08094669878482819, -0.07852189987897873, 0.03818519040942192, 0.007144829258322716, 0.06894853711128235, -0.035859618335962296, 0.0643085166811943, -0.017798077315092087, 0.029469314962625504, -0.015350408852100372, 0.07523488253355026, 0.13773714005947113, 0.0117086386308074, 0.13417060673236847, -0.096030592918396, -0.07360613346099854, 0.10215431451797485, 0.061478469520807266, 0.06579426676034927, 0.00166704214643687, 0.10227740556001663, 0.07318736612796783, 0.11247684806585312, 0.01610584184527397, 0.059386592358350754, -0.016809547320008278, 0.003240598365664482, -0.017077820375561714, -0.0823269784450531, -0.04375031962990761, 0.05968839302659035, -0.01701400987803936, 0.010591385886073112, -0.09294599294662476, -0.08067718148231506, 0.099755197763443, 0.09787949174642563, 0.015093030408024788, -0.22076524794101715, -0.0015939597506076097, 0.055663254112005234, -0.03215967118740082, -0.043818399310112, 0.08803300559520721, 0.0022412273101508617, -0.07017345726490021, 0.09579890221357346, 0.03950536251068115, 0.1439366638660431, 0.020442714914679527, 0.019734663888812065, -0.0588851198554039, -0.02962091565132141, 0.005629223771393299, 0.10843821614980698, -0.4417431056499481, 0.2175871878862381, 0.01647333987057209, 0.010272054933011532, -0.04380332678556442, 0.011811014264822006, 0.05512644723057747, 0.12906503677368164, 0.1126740500330925, -0.015209094621241093, -0.026638783514499664, -0.07120402157306671, -0.006985560990869999, 0.06702730059623718, 0.03176777437329292, 0.05523963272571564, 0.06064834073185921, -0.025205621495842934, 0.0070318360812962055, -0.019025983288884163, 0.09970397502183914, -0.13956698775291443, -0.05893135070800781, 0.014787324704229832, 0.07907458394765854, -0.047327473759651184, -0.02871517650783062, -0.0799923688173294, -0.14627407491207123, 0.2357703447341919, -0.052039600908756256, -0.09169445186853409, -0.10778036713600159, -0.0382208414375782, 0.11540524661540985, -0.11563535034656525, -0.016037629917263985, -0.05086280778050423, -0.00309156090952456, -0.027519335970282555, -0.13033448159694672, 0.11071138828992844, -0.09204971045255661, -0.08307304233312607, -0.01986771449446678, 0.10488120466470718, -0.09481510519981384, 0.06154599413275719, 0.017416900023818016, -0.03015047498047352, -0.07699672877788544, -0.10701879858970642, -0.0622800774872303, -0.038752712309360504, 0.07911447435617447, 0.11038189381361008, -0.1259211003780365, -0.0704955905675888, -0.051890965551137924, -0.08307543396949768, 0.15650460124015808, 0.1966213881969452, -0.02531305141746998, -0.007108801975846291, 0.1267957240343094, -0.11829452961683273, -0.23444980382919312, 0.007688791491091251, -0.04784676060080528, 0.032954271882772446, 0.015721065923571587, -0.07470230013132095, 0.048575304448604584, 0.004447399638593197, -0.02914815954864025, 0.09346112608909607, -0.19393067061901093, -0.10236862301826477, 0.20691673457622528, 0.08975008875131607, 0.22593188285827637, -0.21409398317337036, -0.06812774389982224, -0.1222822517156601, -0.23579859733581543, 0.04277150332927704, -0.10646475851535797, 0.08224545419216156, -0.017189450562000275, -0.030068526044487953, 0.011037927120923996, -0.00674839923158288, 0.15366606414318085, 0.020235465839505196, 0.036686163395643234, -0.05745633691549301, 0.04568695276975632, -0.03744066134095192, 0.019143687561154366, 0.15743222832679749, -0.16285009682178497, 0.06115168333053589, -0.1904926598072052, -0.03633320331573486, -0.03869307041168213, 0.06759268045425415, -0.02483438514173031, -0.02926897630095482, -0.052400048822164536, -0.007587220054119825, 0.04571108520030975, 0.01406102068722248, 0.1698693484067917, -0.1029936745762825, 0.06217091903090477, 0.1609453558921814, 0.1045670136809349, -0.0686153843998909, 0.001490208669565618, 0.04301176220178604, -0.02067003957927227, 0.06428760290145874, -0.11601380258798599, 0.062150392681360245, 0.15633930265903473, -0.04189654067158699, 0.08924102038145065, 0.04802357405424118, -0.06518160551786423, -0.03326818719506264, 0.08566261827945709, -0.09797510504722595, 0.07366365194320679, -0.03727316856384277, -0.13551606237888336, 0.013089393265545368, 0.04795657470822334, 0.18479786813259125, -0.0447881817817688, -0.02839132584631443, -0.016113819554448128, 0.009331020526587963, -0.07329665869474411, 0.1407473385334015, 0.09724003076553345, 0.005225121509283781, -0.10452575236558914, 0.0871591567993164, -0.0035205280873924494, -0.09366963803768158, 0.01733548380434513, 0.14031502604484558, -0.07614631205797195, -0.11613278090953827, 0.12122177332639694, 0.15313182771205902, -0.15225738286972046, -0.09266337007284164, -0.15549547970294952, -0.12405192106962204, 0.047940693795681, 0.1552920639514923, 0.14547273516654968, 0.02133330889046192, 0.03756925091147423, -0.07110466063022614, 0.024285273626446724, 0.06937429308891296, 0.056437522172927856, 0.04508958384394646, -0.10523184388875961, 0.01569323055446148, -0.03379793092608452, 0.11790692061185837, -0.03058330900967121, 0.053649935871362686, -0.17027106881141663, 0.059991296380758286, -0.15689289569854736, 0.05950958654284477, -0.009304381906986237, 0.016614284366369247, 0.001159138628281653, -0.1043730229139328, -0.06084258481860161, 0.02539283223450184, -0.1198202595114708, -0.02395780198276043, -0.022630563005805016, 0.07416021078824997, -0.12060486525297165, -0.013665720820426941, 0.055535390973091125, -0.05462358519434929, 0.046468477696180344, 0.037449974566698074, -0.08230473846197128, 0.08024092763662338, -0.14198747277259827, 0.02672499790787697, 0.05804693326354027, 0.05944352596998215, 0.04577965661883354, -0.007267594337463379, 0.04044688493013382, 0.1307360678911209, 0.08284111320972443, 0.046152081340551376, 0.12196501344442368, -0.12853986024856567, -0.07361358404159546, -0.083965003490448, -0.10651884973049164, 0.016925353556871414, 0.020378148183226585, 0.12033741921186447, 0.05434759706258774, 0.13552168011665344, -0.059589315205812454, -0.0016086435643956065, -0.11983568966388702, 0.018152832984924316, 0.007536994758993387, -0.0928228572010994, -0.08149810880422592, -0.02945943921804428, 0.06627070903778076, -0.007808286231011152, 0.2321256846189499, 0.05500057712197304, 0.09774179011583328, 0.029436353594064713, -0.05732113495469093, 0.14404723048210144, 0.025166744366288185, 0.18963515758514404, -0.009179213084280491, 0.016702933236956596, -0.06302665174007416, -0.035895880311727524, 0.08061449974775314, -0.008960437029600143, 0.1053159311413765, 0.22174528241157532, 0.12300856411457062, 0.18137365579605103, -0.0025286779273301363, 0.015782944858074188, -0.008721757680177689, -0.1379024088382721, 0.056344613432884216, 0.0749378502368927, 0.01939070038497448, 0.13877946138381958, 0.1648392528295517, -0.11031702160835266, 0.05222855508327484, -0.045568183064460754, -0.029186446219682693, -0.1764015406370163, -0.06621510535478592, -0.12379604578018188, -0.1600835919380188, 0.008558563888072968, -0.12354627251625061, 0.037088967859745026, 0.055850569158792496, 0.06737823039293289, -0.05747399106621742, 0.06524980068206787, -0.006372144445776939, -0.1036665067076683, 0.08030141144990921, -0.03824976086616516, 0.031887270510196686, 0.05163549259305, 0.00607349444180727, 0.04124988988041878, -0.011902622878551483, -0.0011565516470000148, 0.05090292543172836, -0.06755413115024567, 0.04019712656736374, -0.07717932015657425, -0.04253101348876953, -0.03047259896993637, 0.031174395233392715, 0.05161864683032036, 0.22497712075710297, 0.03536504507064819, 0.006993410177528858, 0.040241681039333344, 0.19342485070228577, -0.057171840220689774, -0.11253564059734344, -0.10793376713991165, 0.12762883305549622, 0.05639257654547691, 0.0837077721953392, -0.03111276403069496, -0.07762394100427628, -0.04038489982485771, 0.3060768246650696, 0.1887720376253128, -0.09295490384101868, 0.004747144877910614, 0.04829782247543335, 0.01872912049293518, 0.05463695526123047, 0.05424826964735985, 0.14272227883338928, 0.19439004361629486, -0.054853033274412155, -0.059241898357868195, -0.06626150757074356, 0.007609602063894272, -0.08104590326547623, 0.09715932607650757, 0.022965945303440094, -0.09081371128559113, -0.007010056637227535, 0.06348475813865662, -0.05342954024672508, -0.04074256867170334, -0.018733825534582138, -0.16062282025814056, -0.08272553235292435, -0.03991929069161415, 0.08214796334505081, 0.024902384728193283, -0.0022195104975253344, -0.02719085104763508, -0.04129977151751518, 0.017747245728969574, -0.03149138018488884, -0.11380577087402344, -0.1309787780046463, 0.02449512481689453, -0.08072137087583542, 0.09740365296602249, 0.011566128581762314, 0.1436784863471985, 0.08882550895214081, 0.05846010893583298, -0.025547783821821213, 0.11916591227054596, 0.04598801210522652, -0.03738916665315628, 0.08468496054410934, -0.010260947979986668, -0.015326733700931072, 0.03467024862766266, 0.04993816837668419, -0.03354077786207199, 0.05328943207859993, -0.011571070179343224, -0.07406961917877197, -0.12370886653661728, 0.017932238057255745, -0.19122368097305298, 0.05337666720151901, 0.15234503149986267, -0.02023319900035858, 0.0053754509426653385, -0.054401908069849014, 0.06288328766822815, -0.013635935261845589, -0.020071759819984436, -0.0021493013482540846, -0.13763877749443054, 0.006819321773946285, 0.05167541280388832, 0.03801693767309189, -0.256949245929718, -0.00933459959924221, -0.0860074907541275, -0.012589377351105213, -0.10909979790449142, 0.06898842751979828, 0.07174493372440338, 0.01006719283759594, -0.03557465597987175, -0.25348734855651855, 0.03813967481255531, 0.08561127632856369, -0.1293787658214569, -0.10268620401620865 ]
null
null
transformers
### opus-mt-el-fr * source languages: el * target languages: fr * OPUS readme: [el-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/el-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/el-fr/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/el-fr/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/el-fr/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.el.fr | 63.0 | 0.741 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-el-fr
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "el", "fr", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #el #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-el-fr * source languages: el * target languages: fr * OPUS readme: el-fr * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 63.0, chr-F: 0.741
[ "### opus-mt-el-fr\n\n\n* source languages: el\n* target languages: fr\n* OPUS readme: el-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 63.0, chr-F: 0.741" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-el-fr\n\n\n* source languages: el\n* target languages: fr\n* OPUS readme: el-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 63.0, chr-F: 0.741" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-el-fr\n\n\n* source languages: el\n* target languages: fr\n* OPUS readme: el-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 63.0, chr-F: 0.741" ]
[ -0.09694203734397888, 0.11574160307645798, -0.004734130576252937, 0.08537253737449646, 0.07048796117305756, 0.0007475029560737312, 0.0710856094956398, 0.131312757730484, -0.000045326760300667956, -0.010913235135376453, 0.12755274772644043, 0.13837143778800964, 0.017054693773388863, 0.11373237520456314, -0.11066389083862305, -0.13105952739715576, 0.032479722052812576, 0.04763982817530632, -0.05573635175824165, 0.1268015205860138, 0.10223996639251709, -0.015861617401242256, 0.11245370656251907, -0.02847379632294178, -0.029772480949759483, 0.1087840348482132, 0.004673738032579422, -0.08200812339782715, 0.06498360633850098, 0.09016545116901398, 0.04239893704652786, 0.06696026772260666, -0.02374739572405815, -0.21398892998695374, 0.012866153381764889, -0.008216832764446735, -0.06823498755693436, 0.01706141233444214, 0.04046550393104553, -0.1026228815317154, 0.14733317494392395, -0.04556502401828766, -0.022010136395692825, 0.03680747002363205, -0.06048133596777916, -0.1334419995546341, -0.04808379337191582, -0.003156278980895877, -0.041413601487874985, 0.14377230405807495, -0.030374962836503983, 0.2422596961259842, -0.12701775133609772, 0.14628800749778748, 0.22890011966228485, -0.2859903573989868, -0.02156439609825611, 0.05698602274060249, 0.06415107101202011, 0.0689103826880455, -0.019196810200810432, -0.009395884349942207, 0.0957542210817337, 0.03341740742325783, -0.05153790861368179, -0.13597263395786285, -0.11750132590532303, 0.027638766914606094, -0.12135817855596542, -0.03218671306967735, 0.2525688409805298, 0.012623119167983532, -0.07764778286218643, 0.05598779022693634, -0.046147339046001434, -0.036783747375011444, 0.0008859709487296641, 0.020494865253567696, 0.05860353633761406, 0.006884619127959013, 0.06013163924217224, -0.014258473180234432, -0.08049463480710983, -0.05949004739522934, -0.13729028403759003, 0.17785631120204926, 0.05425402149558067, 0.0008837789064273238, -0.02203504927456379, 0.032876331359148026, -0.025473924353718758, -0.12828023731708527, -0.05455179512500763, -0.04205503687262535, 0.03496918827295303, 0.04888192564249039, -0.09315843135118484, -0.05690518021583557, 0.13635386526584625, 0.1734490543603897, -0.09046628326177597, 0.03797617554664612, -0.06714259088039398, 0.04762672260403633, -0.0408785380423069, 0.1825440376996994, 0.009085136465728283, -0.05091439560055733, 0.04714491590857506, -0.003077385015785694, 0.03220902383327484, 0.01901920698583126, -0.09735642373561859, -0.07051203399896622, 0.005410332698374987, 0.0816696435213089, -0.012275739572942257, 0.04796050861477852, -0.05146206542849541, 0.002013841178268194, 0.034653060138225555, -0.14857521653175354, 0.01489403285086155, 0.03996093198657036, -0.0350072905421257, 0.04600360989570618, 0.08551666140556335, -0.018233727663755417, -0.10793528705835342, 0.0011529400944709778, -0.035044487565755844, 0.01238055620342493, -0.047257550060749054, -0.1157715767621994, 0.034196097403764725, -0.026505380868911743, 0.04491297900676727, -0.16160783171653748, -0.10542196780443192, -0.056548118591308594, 0.039040856063365936, -0.013466518372297287, -0.01177703682333231, -0.0326978862285614, -0.06375233829021454, 0.005083652213215828, -0.04307335615158081, 0.000358076358679682, -0.09891562163829803, 0.082172691822052, 0.08486104011535645, 0.05429861322045326, -0.07580982893705368, 0.03989078477025032, -0.14104041457176208, -0.02542850933969021, -0.09680761396884918, 0.041121888905763626, -0.1341487467288971, 0.06020794063806534, -0.08301053196191788, -0.08145973086357117, -0.013367274776101112, 0.09796542674303055, 0.045572031289339066, 0.1602778136730194, -0.10861404985189438, -0.0427941270172596, 0.1900039166212082, -0.08406171202659607, -0.15188603103160858, 0.12117607891559601, 0.004094318952411413, -0.05592639371752739, 0.043807510286569595, 0.1942863166332245, 0.006211699917912483, -0.10019069910049438, 0.030446691438555717, 0.09742820262908936, 0.045603398233652115, -0.06847088783979416, 0.13583624362945557, -0.04804273322224617, -0.07380173355340958, 0.04278120398521423, -0.0975029245018959, 0.045276742428541183, -0.0012157732853665948, -0.04348056763410568, -0.06016470491886139, -0.03473661467432976, 0.007181711494922638, 0.03902453929185867, 0.03974868729710579, -0.13682883977890015, -0.07497632503509521, 0.019173676148056984, 0.0882701575756073, -0.031569451093673706, 0.04197654873132706, -0.060240693390369415, 0.07696298509836197, -0.07736002653837204, 0.014824463985860348, -0.1393994837999344, 0.051342107355594635, 0.007756147067993879, 0.03451775014400482, 0.12423315644264221, 0.06694744527339935, 0.02901177853345871, -0.061961960047483444, -0.020753951743245125, -0.025591688230633736, 0.03800531104207039, -0.025985335931181908, -0.07377922534942627, -0.17816847562789917, 0.06064179912209511, -0.02225005440413952, -0.054900117218494415, -0.13361439108848572, -0.01229832787066698, 0.0076583256013691425, 0.06083063781261444, -0.03125692903995514, 0.08454383909702301, -0.008255512453615665, 0.05060775578022003, -0.0850616842508316, -0.008365868590772152, 0.017972318455576897, 0.01327881682664156, -0.09938309341669083, 0.16171838343143463, -0.04616813734173775, 0.23112760484218597, 0.20562854409217834, -0.14013151824474335, -0.0016813534311950207, 0.04402029886841774, -0.024457989260554314, 0.00545932911336422, 0.05236964300274849, 0.010029404424130917, 0.08795022964477539, -0.032023411244153976, 0.14898209273815155, -0.1461189240217209, -0.02102826163172722, -0.03456602245569229, -0.08823882788419724, -0.05382746085524559, 0.20726588368415833, 0.04889664053916931, -0.11992283165454865, 0.14727120101451874, 0.15794098377227783, -0.1434098780155182, 0.15535789728164673, -0.059926073998212814, -0.06239330396056175, 0.06392719596624374, 0.0693020224571228, -0.01429961621761322, 0.059811413288116455, -0.16920283436775208, 0.008650356903672218, 0.047466013580560684, 0.02765190601348877, 0.0620858334004879, -0.11382532119750977, -0.010946537367999554, 0.02949926257133484, -0.07985330373048782, -0.00503123365342617, 0.04021812975406647, 0.008449949324131012, 0.09874453395605087, -0.05105363577604294, -0.10150318592786789, 0.0002914201177190989, -0.013935815542936325, -0.13444550335407257, 0.22008785605430603, -0.12422175705432892, -0.18858309090137482, -0.12117477506399155, 0.027280062437057495, -0.1421925574541092, 0.016039637848734856, 0.13529928028583527, -0.10308194160461426, -0.061540842056274414, -0.08779947459697723, 0.024095620959997177, -0.02011200226843357, -0.011100396513938904, -0.04232414811849594, 0.037370387464761734, 0.01103353314101696, -0.15351083874702454, -0.045872606337070465, -0.012137389741837978, -0.027345720678567886, 0.045214686542749405, -0.13419432938098907, 0.12331865727901459, 0.09194262325763702, -0.022761501371860504, 0.024386091157794, -0.012833616696298122, 0.19801686704158783, -0.050087761133909225, -0.06024066358804703, 0.1911153346300125, 0.022972900420427322, 0.013648216612637043, 0.07585883885622025, -0.02176067605614662, -0.07937494665384293, 0.06868291646242142, 0.03255481272935867, -0.0047917612828314304, -0.3134387731552124, -0.07866566628217697, -0.08673445880413055, 0.032713137567043304, 0.01387089490890503, 0.06809283792972565, -0.04033806920051575, 0.06455473601818085, -0.014722132124006748, 0.04104229435324669, -0.012473861686885357, 0.0700472891330719, 0.16706793010234833, 0.010725206695497036, 0.12887322902679443, -0.09327863901853561, -0.07911001145839691, 0.09920619428157806, 0.05094766989350319, 0.05767892301082611, -0.00785336084663868, 0.11576613038778305, 0.06523389369249344, 0.11113114655017853, 0.006322336383163929, 0.061178870499134064, -0.014997178688645363, 0.004228838719427586, -0.020569631829857826, -0.0773676410317421, -0.05106938257813454, 0.06094665452837944, -0.0016398573061451316, 0.005168987903743982, -0.08604241162538528, -0.05455506592988968, 0.0997564047574997, 0.07502809911966324, 0.009722997434437275, -0.21592649817466736, -0.003718665102496743, 0.04380921646952629, -0.015134620480239391, -0.03714608773589134, 0.08576428145170212, 0.00031797055271454155, -0.06496340781450272, 0.0983395203948021, 0.03538541868329048, 0.1332714706659317, 0.036102961748838425, 0.019082602113485336, -0.059623826295137405, -0.019151870161294937, 0.007675130385905504, 0.11279957741498947, -0.4369696080684662, 0.22262485325336456, 0.014222771860659122, 0.0025294520892202854, -0.04100090265274048, 0.017705651000142097, 0.05488625168800354, 0.11701209098100662, 0.11933159083127975, -0.011717500165104866, -0.04764985293149948, -0.024021785706281662, -0.0010177016956731677, 0.06645525991916656, 0.035105280578136444, 0.05386411398649216, 0.048477087169885635, -0.021954530850052834, -0.007842889986932278, -0.010303850285708904, 0.10244470089673996, -0.15320302546024323, -0.054963238537311554, 0.0018756762146949768, 0.056356463581323624, -0.07221481204032898, -0.029147304594516754, -0.06735888868570328, -0.1432071179151535, 0.22353170812129974, -0.02085116133093834, -0.08226042985916138, -0.11264018714427948, -0.024804262444376945, 0.112929567694664, -0.12686552107334137, -0.015685798600316048, -0.05830416828393936, -0.01704745925962925, -0.02696281485259533, -0.1290275752544403, 0.1251959204673767, -0.09319255501031876, -0.08857842534780502, -0.01746268756687641, 0.10938195884227753, -0.09516461938619614, 0.06356202065944672, 0.017710469663143158, -0.027540596202015877, -0.0736955851316452, -0.10922954231500626, -0.0511588528752327, -0.06464919447898865, 0.07241639494895935, 0.11568448692560196, -0.12852796912193298, -0.08201555907726288, -0.035052716732025146, -0.06913822889328003, 0.1557265818119049, 0.19381216168403625, -0.027826864272356033, -0.005006526596844196, 0.12725086510181427, -0.1133783608675003, -0.25637513399124146, 0.011142942123115063, -0.042094502598047256, 0.022767765447497368, 0.022305261343717575, -0.0822032168507576, 0.050429441034793854, 0.002041398547589779, -0.03350500017404556, 0.07440686970949173, -0.1739809364080429, -0.11357623338699341, 0.20524366199970245, 0.08829089999198914, 0.23870112001895905, -0.20055946707725525, -0.06181197240948677, -0.12267624586820602, -0.2488475739955902, 0.05182629078626633, -0.09868495911359787, 0.08076070249080658, -0.02349754609167576, -0.04933634027838707, 0.010470706969499588, -0.011681659147143364, 0.1463172733783722, 0.03105870820581913, 0.04891051724553108, -0.05435054004192352, 0.03913009911775589, -0.03648164123296738, 0.024173161014914513, 0.1569863110780716, -0.16607150435447693, 0.0609910748898983, -0.1961042284965515, -0.03867344185709953, -0.04002941772341728, 0.08003707975149155, -0.02281622774899006, -0.034519653767347336, -0.05876525491476059, -0.009477556683123112, 0.04671555012464523, 0.017502743750810623, 0.19665049016475677, -0.10103633999824524, 0.03799467161297798, 0.2033614218235016, 0.10760996490716934, -0.051521435379981995, 0.01960097812116146, 0.038503557443618774, -0.015433143824338913, 0.0575287900865078, -0.13529811799526215, 0.06885288655757904, 0.1572364866733551, -0.035391926765441895, 0.09848853945732117, 0.04462091252207756, -0.05997126176953316, -0.03228739649057388, 0.08195437490940094, -0.08437992632389069, 0.05217179283499718, -0.04818837717175484, -0.17440065741539001, 0.023051392287015915, 0.039951734244823456, 0.1783682107925415, -0.04006034880876541, -0.02519151009619236, -0.02014252170920372, 0.008280104957520962, -0.07309975475072861, 0.13074354827404022, 0.09548629820346832, 0.0013035060837864876, -0.0984470471739769, 0.09529200941324234, -0.0029485065024346113, -0.1028420627117157, 0.014152565971016884, 0.1380605846643448, -0.07258803397417068, -0.12190735340118408, 0.1222839504480362, 0.16382062435150146, -0.16901686787605286, -0.08573944866657257, -0.16630186140537262, -0.12179505079984665, 0.05230396240949631, 0.13325397670269012, 0.14621496200561523, 0.01543707400560379, 0.043199263513088226, -0.06496930867433548, 0.0198378786444664, 0.07534544169902802, 0.061198484152555466, 0.04186656326055527, -0.08794938772916794, -0.0067582447081804276, -0.029600990936160088, 0.11037855595350266, -0.029149942100048065, 0.050697870552539825, -0.1708618700504303, 0.050634659826755524, -0.18522827327251434, 0.05193498730659485, -0.006318923085927963, 0.012353595346212387, 0.011444075033068657, -0.10391855984926224, -0.0633942261338234, 0.04046102985739708, -0.1296081840991974, -0.02562721073627472, -0.013908087275922298, 0.08157842606306076, -0.11610953509807587, -0.022975796833634377, 0.05561688914895058, -0.04959708824753761, 0.04583650827407837, 0.04676757752895355, -0.07863450050354004, 0.08465325832366943, -0.16975432634353638, 0.018302610144019127, 0.05393943935632706, 0.06286227703094482, 0.05118361860513687, -0.003802464110776782, 0.05365568771958351, 0.13022366166114807, 0.07605629414319992, 0.03577317297458649, 0.10428974032402039, -0.1316201388835907, -0.056291695684194565, -0.09581749141216278, -0.11255943775177002, 0.014222430996596813, 0.027594035491347313, 0.10352539271116257, 0.060074158012866974, 0.13575583696365356, -0.06403728574514389, -0.008239684626460075, -0.12776073813438416, 0.013093660585582256, 0.004945284221321344, -0.09082025289535522, -0.10389191657304764, -0.030260346829891205, 0.061049751937389374, 0.000042484927689656615, 0.21282947063446045, 0.06532154977321625, 0.07632973790168762, 0.02455473318696022, -0.05048266798257828, 0.14033836126327515, 0.017975958064198494, 0.1726074516773224, -0.024197975173592567, 0.02123068831861019, -0.054715897887945175, -0.0250163022428751, 0.09619247168302536, -0.002132345689460635, 0.11227712780237198, 0.21407444775104523, 0.10702116042375565, 0.18370239436626434, 0.004074273630976677, 0.015414641238749027, -0.01358745712786913, -0.11521542817354202, 0.06419814378023148, 0.07804382592439651, 0.015578164719045162, 0.09751632064580917, 0.1600647270679474, -0.11551356315612793, 0.050057295709848404, -0.04590928927063942, -0.02847633697092533, -0.17751941084861755, -0.06393130123615265, -0.13005831837654114, -0.17340634763240814, 0.017343496903777122, -0.12152361124753952, 0.025147683918476105, 0.032999854534864426, 0.06885138899087906, -0.055168211460113525, 0.06398443877696991, -0.02426404319703579, -0.10545229911804199, 0.07281047105789185, -0.040411610156297684, 0.024852188304066658, 0.06430613249540329, 0.0034589453134685755, 0.03176543861627579, -0.02449716441333294, -0.005161214154213667, 0.04801521822810173, -0.06206926330924034, 0.0309202391654253, -0.0682971403002739, -0.03889620676636696, -0.03576992452144623, 0.03742258623242378, 0.05292922630906105, 0.23878081142902374, 0.03723117336630821, 0.005467283073812723, 0.03828025981783867, 0.1858697533607483, -0.05227362737059593, -0.10097473859786987, -0.10155696421861649, 0.16178320348262787, 0.07127489894628525, 0.0914328396320343, -0.016473637893795967, -0.07159634679555893, -0.02915709838271141, 0.27870720624923706, 0.1970263570547104, -0.08009134978055954, 0.010005389340221882, 0.047549694776535034, 0.018362490460276604, 0.06923658400774002, 0.05107760429382324, 0.14259010553359985, 0.18825089931488037, -0.05031832307577133, -0.06659471243619919, -0.06698663532733917, 0.008693655952811241, -0.0668148621916771, 0.08748791366815567, 0.031409747898578644, -0.09524811804294586, 0.005980102811008692, 0.05518634617328644, -0.06179510056972504, -0.05320797488093376, 0.003655733074992895, -0.16059108078479767, -0.07226759940385818, -0.040787793695926666, 0.07401909679174423, 0.041390109807252884, 0.007576663512736559, -0.03091074712574482, -0.04938475415110588, 0.014135053381323814, -0.03006632812321186, -0.1272459477186203, -0.10472366213798523, 0.02132314257323742, -0.08934977650642395, 0.11259900778532028, 0.00989574659615755, 0.14760616421699524, 0.09559503942728043, 0.056489862501621246, -0.023418236523866653, 0.11729143559932709, 0.04224172979593277, -0.03703201934695244, 0.08717478811740875, -0.023835565894842148, -0.016142209991812706, 0.044090766459703445, 0.04020475596189499, -0.039066050201654434, 0.055594976991415024, 0.00440016807988286, -0.07525094598531723, -0.12273415923118591, 0.018734045326709747, -0.19501693546772003, 0.054443832486867905, 0.1525041162967682, -0.010596655309200287, 0.0027226496022194624, -0.054069653153419495, 0.0711815282702446, -0.008383117616176605, -0.00678786588832736, -0.00424753874540329, -0.12230466306209564, 0.012258590199053288, 0.05021049454808235, 0.028615914285182953, -0.24979062378406525, -0.008737044408917427, -0.08635246753692627, -0.01440383493900299, -0.10357505083084106, 0.06825286149978638, 0.061133887618780136, 0.01692197285592556, -0.03317880257964134, -0.22221773862838745, 0.028958329930901527, 0.08389279246330261, -0.1287301778793335, -0.08939290791749954 ]
null
null
transformers
### opus-mt-el-sv * source languages: el * target languages: sv * OPUS readme: [el-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/el-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/el-sv/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/el-sv/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/el-sv/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | GlobalVoices.el.sv | 23.6 | 0.498 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-el-sv
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "el", "sv", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #el #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-el-sv * source languages: el * target languages: sv * OPUS readme: el-sv * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 23.6, chr-F: 0.498
[ "### opus-mt-el-sv\n\n\n* source languages: el\n* target languages: sv\n* OPUS readme: el-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.6, chr-F: 0.498" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-el-sv\n\n\n* source languages: el\n* target languages: sv\n* OPUS readme: el-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.6, chr-F: 0.498" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #el #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-el-sv\n\n\n* source languages: el\n* target languages: sv\n* OPUS readme: el-sv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.6, chr-F: 0.498" ]
[ -0.09835071116685867, 0.12827226519584656, -0.004389674868434668, 0.06205947324633598, 0.08653077483177185, 0.0015172903658822179, 0.07755865901708603, 0.13377217948436737, -0.016720321029424667, -0.0034767112229019403, 0.14160184562206268, 0.14041513204574585, 0.02339332550764084, 0.12570758163928986, -0.09866289049386978, -0.1322815865278244, 0.04649643227458, 0.03879940137267113, -0.0487249381840229, 0.1237548366189003, 0.10521775484085083, -0.030587971210479736, 0.10567820072174072, -0.035624582320451736, -0.011170368641614914, 0.09832824021577835, 0.01974024809896946, -0.08126756548881531, 0.05988970771431923, 0.07405458390712738, 0.03360387682914734, 0.0742979645729065, 0.00016527189291082323, -0.2037406861782074, 0.008114893920719624, -0.01399136334657669, -0.058161329478025436, 0.014597096480429173, 0.03950111195445061, -0.08473817259073257, 0.10973791778087616, -0.07898970693349838, -0.027253348380327225, 0.030391111969947815, -0.0482683926820755, -0.12395042926073074, -0.04631885886192322, -0.033667922019958496, -0.023861771449446678, 0.12919744849205017, -0.03792693838477135, 0.23864799737930298, -0.1321108341217041, 0.1393190175294876, 0.20987719297409058, -0.2991601526737213, -0.023534979671239853, 0.06153852120041847, 0.06281900405883789, 0.09303557127714157, -0.004489874932914972, 0.019081121310591698, 0.09086515009403229, 0.033163174986839294, -0.0394977331161499, -0.12889686226844788, -0.1272062361240387, 0.04555179551243782, -0.11755450069904327, -0.041829898953437805, 0.29908570647239685, 0.00118210818618536, -0.0627077966928482, 0.03552597761154175, -0.03991859778761864, -0.029992403462529182, -0.0014443512773141265, 0.014283817261457443, 0.06349606066942215, 0.0063063157722353935, 0.04758177697658539, -0.008110353723168373, -0.08709336817264557, -0.07188595831394196, -0.10659090429544449, 0.13814204931259155, 0.050153374671936035, 0.0013911223504692316, -0.033468227833509445, 0.03147564455866814, -0.02847496047616005, -0.13503098487854004, -0.05209870636463165, -0.04965190961956978, 0.01794886775314808, 0.05679364502429962, -0.09635251760482788, -0.12423819303512573, 0.1331680715084076, 0.15480667352676392, -0.03975069522857666, 0.0364675298333168, -0.041525356471538544, 0.048150330781936646, -0.046151138842105865, 0.21349623799324036, 0.00558839924633503, -0.05619146674871445, 0.04885135963559151, -0.012484018690884113, 0.040352437645196915, 0.013274871744215488, -0.11252938210964203, -0.0745253786444664, 0.00942631158977747, 0.08997523784637451, -0.005059916991740465, 0.04837202653288841, -0.04226117953658104, 0.009209082461893559, -0.004809824749827385, -0.1502973437309265, 0.01810935139656067, 0.031397745013237, -0.010466215200722218, 0.057278823107481, 0.06853040307760239, -0.03036845475435257, -0.12587720155715942, 0.015490072779357433, -0.033999763429164886, 0.012857097201049328, -0.05455643683671951, -0.11524668335914612, 0.03234047070145607, -0.02649015374481678, 0.03307420760393143, -0.1567751169204712, -0.11382289975881577, -0.06698697060346603, 0.02716163918375969, -0.002375885611400008, -0.011265097185969353, -0.052794601768255234, -0.05812280252575874, 0.01081190537661314, -0.05370458588004112, -0.0010717641562223434, -0.09714575111865997, 0.07558318227529526, 0.054606612771749496, 0.05028724670410156, -0.06490357220172882, 0.04229958355426788, -0.1592998504638672, -0.027626143768429756, -0.09304670989513397, 0.05020603910088539, -0.1318552941083908, 0.06858594715595245, -0.06563524156808853, -0.0801180973649025, -0.007293487433344126, 0.09510929882526398, 0.055121518671512604, 0.17397147417068481, -0.15553796291351318, -0.03924756497144699, 0.19786827266216278, -0.08789841085672379, -0.1441079080104828, 0.11393994092941284, 0.010013976134359837, -0.06408572196960449, 0.058314237743616104, 0.2192297726869583, 0.0068364860489964485, -0.06430642306804657, 0.028305089101195335, 0.09131431579589844, 0.03798732906579971, -0.07446901500225067, 0.13540512323379517, -0.04401880502700806, -0.05153821408748627, 0.06575639545917511, -0.13227799534797668, 0.030670562759041786, 0.006341470405459404, -0.05068298056721687, -0.0728432685136795, -0.027746735140681267, 0.0186489038169384, 0.037228599190711975, 0.04801071807742119, -0.14576059579849243, -0.07173266261816025, 0.025657230988144875, 0.0822448655962944, -0.040980253368616104, 0.046655312180519104, -0.06036471575498581, 0.09547202289104462, -0.07719025760889053, 0.032991524785757065, -0.13298436999320984, 0.03838997334241867, 0.006543701980262995, 0.036016933619976044, 0.11399151384830475, 0.08088629692792892, 0.025134112685918808, -0.06838003545999527, -0.018746759742498398, -0.03188542276620865, 0.048376649618148804, -0.022234780713915825, -0.06872022897005081, -0.16580058634281158, 0.055621448904275894, -0.020969286561012268, -0.07865993678569794, -0.11841732263565063, -0.010240674018859863, 0.002683060709387064, 0.06840905547142029, -0.03518570587038994, 0.07468818873167038, -0.007180161774158478, 0.055400263518095016, -0.08217767626047134, -0.00601666234433651, 0.016827668994665146, 0.0032261847518384457, -0.12019650638103485, 0.16918118298053741, -0.037535812705755234, 0.20764946937561035, 0.19955652952194214, -0.14415067434310913, 0.017891759052872658, 0.06144766882061958, -0.009804160334169865, 0.01706971973180771, 0.04453665018081665, 0.008820345625281334, 0.060088030993938446, -0.025125693529844284, 0.1332034468650818, -0.14437530934810638, -0.017764847725629807, -0.03955484926700592, -0.08839250355958939, -0.05121104419231415, 0.2081536054611206, 0.045209117233753204, -0.10091592371463776, 0.14843003451824188, 0.16657182574272156, -0.1382923424243927, 0.1698426604270935, -0.0690719410777092, -0.06893739104270935, 0.06510188430547714, 0.05333011597394943, -0.022131292149424553, 0.06404650956392288, -0.1689220666885376, -0.005600814241915941, 0.05418292433023453, 0.03689606860280037, 0.04486089572310448, -0.1150689646601677, -0.014224356040358543, 0.019247164949774742, -0.08325593918561935, -0.018600450828671455, 0.0331525057554245, 0.005841544363647699, 0.09757672995328903, -0.05584338307380676, -0.061368897557258606, -0.0014171928633004427, -0.022569531574845314, -0.14127632975578308, 0.21244707703590393, -0.1394050419330597, -0.19837912917137146, -0.1416241079568863, 0.06542572379112244, -0.1461673080921173, 0.029130129143595695, 0.14025643467903137, -0.11913947016000748, -0.07010994851589203, -0.0781833752989769, 0.005566398147493601, -0.008956571109592915, -0.010305735282599926, -0.04549386352300644, 0.0481533408164978, 0.014817876741290092, -0.14435425400733948, -0.041544631123542786, -0.012105882167816162, -0.006307549774646759, 0.0449930801987648, -0.11071667820215225, 0.13398735225200653, 0.09552910178899765, -0.025369293987751007, 0.020566321909427643, -0.0146973030641675, 0.17119711637496948, -0.04775848612189293, -0.0648602768778801, 0.18847312033176422, 0.014517391100525856, 0.005605756305158138, 0.07996374368667603, -0.022845380008220673, -0.07006347179412842, 0.05426577851176262, 0.0052875797264277935, -0.016090016812086105, -0.3222275376319885, -0.09139896184206009, -0.0917370542883873, 0.02371247671544552, -0.0010156282223761082, 0.06329703330993652, -0.09137759357690811, 0.07347723841667175, -0.021883774548768997, 0.03316940367221832, -0.006206133868545294, 0.07597033679485321, 0.1743898093700409, 0.0047294385731220245, 0.13425062596797943, -0.09641571342945099, -0.06779327243566513, 0.096139095723629, 0.021692922338843346, 0.043201904743909836, -0.005464863497763872, 0.11700126528739929, 0.05985557660460472, 0.12256845086812973, 0.007559256162494421, 0.05428290367126465, 0.01414272841066122, 0.004762796685099602, -0.019482525065541267, -0.08002228289842606, -0.0705108493566513, 0.07205680757761002, -0.0015558876330032945, -0.0067685567773878574, -0.07857393473386765, -0.02730618603527546, 0.11596938967704773, 0.0898190438747406, 0.02007262222468853, -0.21846507489681244, -0.01372828334569931, 0.06933384388685226, -0.008834087289869785, -0.039220456033945084, 0.08620437979698181, 0.021428052335977554, -0.061516113579273224, 0.105758436024189, 0.039191070944070816, 0.1370030790567398, 0.0430205762386322, 0.03629732504487038, -0.06675636768341064, -0.012136638164520264, 0.019264256581664085, 0.13462543487548828, -0.4414038360118866, 0.21090707182884216, 0.010657381266355515, 0.0081353560090065, -0.05011405423283577, 0.017496632412075996, 0.0406913198530674, 0.1238311305642128, 0.13239869475364685, -0.0011390993604436517, -0.11166755110025406, -0.004750942345708609, 0.008915942162275314, 0.0725790485739708, 0.033592693507671356, 0.05394795164465904, 0.039593689143657684, -0.026269013062119484, -0.00483977934345603, -0.024487357586622238, 0.08812836557626724, -0.13401757180690765, -0.04540837183594704, 0.008242051117122173, 0.06452517956495285, -0.032180145382881165, -0.030259137973189354, -0.06632585823535919, -0.15604513883590698, 0.2294565588235855, -0.044148802757263184, -0.08199724555015564, -0.10881222784519196, -0.017265934497117996, 0.10548669099807739, -0.12537871301174164, -0.020006686449050903, -0.043307624757289886, 0.002255616942420602, -0.026783932000398636, -0.1266627162694931, 0.11183221638202667, -0.08247661590576172, -0.09690296649932861, -0.019474774599075317, 0.11665187031030655, -0.11285119503736496, 0.06276896595954895, 0.019709091633558273, -0.014734145253896713, -0.0679667592048645, -0.11484800279140472, -0.04077634960412979, -0.018247652798891068, 0.07060134410858154, 0.11500853300094604, -0.13279974460601807, -0.10489795356988907, -0.029376240447163582, -0.07226426899433136, 0.16967950761318207, 0.2016046941280365, -0.04921906813979149, 0.020947420969605446, 0.12804199755191803, -0.1254214644432068, -0.2775318920612335, 0.00384539645165205, -0.05636792629957199, 0.04131745547056198, 0.04385610669851303, -0.06254184246063232, 0.0478823184967041, -0.008213354274630547, -0.03099646046757698, 0.03095180355012417, -0.16703668236732483, -0.1269860714673996, 0.18959705531597137, 0.07515839487314224, 0.23421737551689148, -0.17750811576843262, -0.07414218038320541, -0.1302468627691269, -0.2233470380306244, 0.02023126929998398, -0.07763299345970154, 0.07770693302154541, -0.01754157245159149, -0.02932269312441349, 0.012559844180941582, -0.017719948664307594, 0.14821574091911316, 0.024783628061413765, 0.0382220521569252, -0.059732865542173386, 0.05333198234438896, -0.007866185158491135, 0.01658058539032936, 0.1586538553237915, -0.1501007229089737, 0.06405793130397797, -0.19129601120948792, -0.026027025654911995, -0.041030120104551315, 0.06687387824058533, -0.01617683842778206, -0.03802964463829994, -0.05212324857711792, -0.020727001130580902, 0.04693751782178879, 0.009430497884750366, 0.21934939920902252, -0.11073610931634903, 0.03148850426077843, 0.15669840574264526, 0.11988206207752228, -0.0763515904545784, 0.025955356657505035, 0.04102839156985283, -0.014406295493245125, 0.05505690723657608, -0.12744921445846558, 0.07526837289333344, 0.15655674040317535, -0.03362423554062843, 0.0853978842496872, 0.04407143592834473, -0.046912338584661484, -0.02283637970685959, 0.0842500627040863, -0.10795329511165619, 0.04210333898663521, -0.05204051733016968, -0.17730040848255157, 0.02027737908065319, 0.043237313628196716, 0.18060806393623352, -0.04033922404050827, -0.02918945625424385, -0.02077636867761612, 0.017067819833755493, -0.07385698705911636, 0.13562802970409393, 0.0885196253657341, 0.00749934883788228, -0.10310692340135574, 0.09725924581289291, -0.005057666916400194, -0.10592183470726013, 0.022353503853082657, 0.13696877658367157, -0.08863439410924911, -0.11602699011564255, 0.13051263988018036, 0.15864306688308716, -0.132693812251091, -0.0873098224401474, -0.17915217578411102, -0.12970741093158722, 0.048802513629198074, 0.08043801784515381, 0.14516519010066986, 0.01729631796479225, 0.034416962414979935, -0.07389543950557709, 0.027315683662891388, 0.08129515498876572, 0.07515043765306473, 0.04103092849254608, -0.10086250305175781, 0.00376356509514153, -0.04408511146903038, 0.11068760603666306, -0.03758912906050682, 0.05416496843099594, -0.1673169732093811, 0.061371538788080215, -0.18509356677532196, 0.045471467077732086, -0.026487072929739952, 0.003265902167186141, 0.012362263165414333, -0.1066918894648552, -0.06553898751735687, 0.04011865332722664, -0.12749679386615753, -0.021443869918584824, -0.035347308963537216, 0.09034004807472229, -0.11246754974126816, -0.013938982039690018, 0.046298298984766006, -0.043166350573301315, 0.041126519441604614, 0.04510051757097244, -0.08324315398931503, 0.10133426636457443, -0.1594686508178711, 0.004083395004272461, 0.053461987525224686, 0.06906964629888535, 0.0463440977036953, 0.014357359148561954, 0.0431647002696991, 0.14644083380699158, 0.06574271619319916, 0.03749934583902359, 0.0804874524474144, -0.12194713205099106, -0.052421022206544876, -0.07592974603176117, -0.11190850287675858, 0.01353122666478157, 0.03196409344673157, 0.09782581776380539, 0.05550127476453781, 0.14118006825447083, -0.07276158034801483, -0.002372090006247163, -0.1328505575656891, 0.015224744565784931, 0.0039122747257351875, -0.09892231225967407, -0.13169661164283752, -0.0374731570482254, 0.06957590579986572, -0.005736382212489843, 0.204143226146698, 0.07757838070392609, 0.08944891393184662, 0.03923625499010086, -0.006658363156020641, 0.13796590268611908, 0.033355239778757095, 0.16830946505069733, -0.027829064056277275, 0.01933130994439125, -0.06821642071008682, -0.026663176715373993, 0.08348046988248825, -0.001985695445910096, 0.09530987590551376, 0.19852988421916962, 0.1374257206916809, 0.1974368691444397, -0.0070665678940713406, 0.03872070834040642, -0.05360700562596321, -0.08872563391923904, 0.06180659681558609, 0.10366319864988327, 0.009997449815273285, 0.08375372737646103, 0.1550954282283783, -0.13064205646514893, 0.04591366648674011, -0.055657826364040375, -0.037424515932798386, -0.18243283033370972, -0.12125140428543091, -0.14243827760219574, -0.18220917880535126, 0.016669316217303276, -0.12465598434209824, 0.028562508523464203, 0.04004988074302673, 0.05891576409339905, -0.06457845121622086, 0.0588044710457325, -0.0012367023155093193, -0.10512770712375641, 0.06752360612154007, -0.03986561670899391, 0.03638899326324463, 0.07102782279253006, -0.0036820555105805397, 0.04840251803398132, -0.02145611308515072, -0.006087135523557663, 0.0481303371489048, -0.05032897740602493, 0.013451128266751766, -0.06758428364992142, -0.03523793816566467, -0.03171265125274658, 0.04332394897937775, 0.04463265463709831, 0.21598614752292633, 0.040150269865989685, -0.005315518472343683, 0.04160936921834946, 0.20161671936511993, -0.05718555301427841, -0.0932426005601883, -0.10834082216024399, 0.14730079472064972, 0.07408285140991211, 0.09623323380947113, -0.009815630502998829, -0.0744670107960701, -0.013538004830479622, 0.28155916929244995, 0.2021504044532776, -0.05644752457737923, 0.0016117396298795938, 0.024205010384321213, 0.01730550080537796, 0.05214812979102135, 0.06157868728041649, 0.12126973271369934, 0.16931501030921936, -0.041556984186172485, -0.03419108688831329, -0.06904640793800354, 0.001849384163506329, -0.07180598378181458, 0.08020742982625961, 0.016172729432582855, -0.10645031929016113, 0.010424112901091576, 0.06399514526128769, -0.06137893721461296, -0.02783236652612686, -0.006169207394123077, -0.15565015375614166, -0.07110986113548279, -0.03356558084487915, 0.12031873315572739, 0.03499266132712364, 0.0001540467783343047, -0.035005833953619, -0.040922775864601135, 0.02801273576915264, -0.03004516288638115, -0.1075829491019249, -0.10684747248888016, 0.02811085432767868, -0.10887391120195389, 0.10217999666929245, 0.01071715448051691, 0.13459569215774536, 0.08315746486186981, 0.06943497806787491, -0.029703203588724136, 0.11520429700613022, 0.038354579359292984, -0.04386851191520691, 0.094990573823452, -0.008189289830625057, -0.028795603662729263, 0.0677700936794281, 0.04758963733911514, -0.049618639051914215, 0.05131745710968971, 0.013265185989439487, -0.07382910698652267, -0.1042032316327095, 0.031811702996492386, -0.192121222615242, 0.05729413405060768, 0.1378423273563385, -0.008436738513410091, 0.0009899771539494395, -0.06091552600264549, 0.07453886419534683, -0.03097374737262726, -0.0053454372100532055, 0.008661037310957909, -0.12577374279499054, 0.0002338256745133549, 0.07727468758821487, 0.03257638216018677, -0.22363919019699097, -0.007826587185263634, -0.09217382967472076, -0.01569417305290699, -0.09771675616502762, 0.0784853994846344, 0.06838275492191315, 0.001279268879443407, -0.036783576011657715, -0.2371494472026825, 0.04907253012061119, 0.08315200358629227, -0.1280451864004135, -0.0958465114235878 ]
null
null
transformers
### opus-mt-en-INSULAR_CELTIC * source languages: en * target languages: ga,cy,br,gd,kw,gv * OPUS readme: [en-ga+cy+br+gd+kw+gv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ga+cy+br+gd+kw+gv/README.md) * dataset: opus+techiaith+bt * model: transformer-align * pre-processing: normalization + SentencePiece * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus+techiaith+bt-2020-04-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ga+cy+br+gd+kw+gv/opus+techiaith+bt-2020-04-24.zip) * test set translations: [opus+techiaith+bt-2020-04-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ga+cy+br+gd+kw+gv/opus+techiaith+bt-2020-04-24.test.txt) * test set scores: [opus+techiaith+bt-2020-04-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ga+cy+br+gd+kw+gv/opus+techiaith+bt-2020-04-24.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.ga | 22.8 | 0.404 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-CELTIC
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "cel", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #cel #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-INSULAR\_CELTIC * source languages: en * target languages: ga,cy,br,gd,kw,gv * OPUS readme: en-ga+cy+br+gd+kw+gv * dataset: opus+techiaith+bt * model: transformer-align * pre-processing: normalization + SentencePiece * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: opus+techiaith+URL * test set translations: opus+techiaith+URL * test set scores: opus+techiaith+URL Benchmarks ---------- testset: URL, BLEU: 22.8, chr-F: 0.404
[ "### opus-mt-en-INSULAR\\_CELTIC\n\n\n* source languages: en\n* target languages: ga,cy,br,gd,kw,gv\n* OPUS readme: en-ga+cy+br+gd+kw+gv\n* dataset: opus+techiaith+bt\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: opus+techiaith+URL\n* test set translations: opus+techiaith+URL\n* test set scores: opus+techiaith+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.8, chr-F: 0.404" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #cel #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-INSULAR\\_CELTIC\n\n\n* source languages: en\n* target languages: ga,cy,br,gd,kw,gv\n* OPUS readme: en-ga+cy+br+gd+kw+gv\n* dataset: opus+techiaith+bt\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: opus+techiaith+URL\n* test set translations: opus+techiaith+URL\n* test set scores: opus+techiaith+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.8, chr-F: 0.404" ]
[ 61, 181 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #cel #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-INSULAR\\_CELTIC\n\n\n* source languages: en\n* target languages: ga,cy,br,gd,kw,gv\n* OPUS readme: en-ga+cy+br+gd+kw+gv\n* dataset: opus+techiaith+bt\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: opus+techiaith+URL\n* test set translations: opus+techiaith+URL\n* test set scores: opus+techiaith+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.8, chr-F: 0.404" ]
[ -0.10983803868293762, 0.15352457761764526, -0.00520925410091877, 0.04793795198202133, 0.05808766558766365, 0.03890024870634079, 0.048385992646217346, 0.13883623480796814, 0.05238034948706627, 0.053194258362054825, 0.09305543452501297, 0.06955809891223907, 0.0558706596493721, 0.10595287382602692, -0.0698302760720253, -0.11316549777984619, 0.021849486976861954, 0.0538763590157032, -0.048633456230163574, 0.1325506865978241, 0.07370749861001968, -0.03283160179853439, 0.07043259590864182, -0.06321771442890167, -0.050876639783382416, 0.06708469241857529, -0.011984897777438164, -0.024830013513565063, 0.04243898391723633, 0.05796334892511368, 0.02491765283048153, 0.05532752722501755, -0.024077480658888817, -0.2111147940158844, 0.014335254207253456, 0.02841937355697155, -0.02126658335328102, -0.002381295198574662, 0.04188934713602066, -0.06569105386734009, 0.07572511583566666, -0.1020672544836998, -0.021842574700713158, 0.028649669140577316, -0.06015896052122116, -0.15687264502048492, -0.060577403753995895, 0.035359784960746765, -0.031594377011060715, 0.12496889382600784, -0.04310595616698265, 0.2122807502746582, -0.09980247914791107, 0.14103072881698608, 0.24834467470645905, -0.27119526267051697, -0.02987002395093441, 0.0599803626537323, 0.10954243689775467, 0.10365970432758331, -0.027693746611475945, -0.005587936379015446, 0.06852541863918304, 0.049796395003795624, -0.0453130304813385, -0.12439530342817307, -0.05306237190961838, 0.0038661735597997904, -0.12807950377464294, -0.05395527184009552, 0.23851697146892548, -0.006884119939059019, -0.08310550451278687, 0.03365055099129677, -0.05451757833361626, -0.059369128197431564, -0.010100084356963634, -0.00540216313675046, 0.0467645563185215, 0.008664176799356937, 0.04892660677433014, -0.04491041600704193, -0.06790902465581894, -0.06659944355487823, -0.07968439161777496, 0.15543487668037415, 0.0840694010257721, -0.03672531992197037, -0.0035761601757258177, 0.08335906267166138, -0.0112333744764328, -0.127926304936409, -0.08837366849184036, -0.02497725933790207, -0.03411057963967323, 0.016607291996479034, -0.060965172946453094, -0.05932445451617241, 0.1076168566942215, 0.198804572224617, -0.10481315106153488, 0.054242610931396484, -0.094572514295578, 0.03756822645664215, -0.034109752625226974, 0.22300557792186737, -0.047555409371852875, -0.0533057302236557, 0.056024763733148575, 0.01102151907980442, 0.04104459658265114, 0.024014631286263466, -0.0676673948764801, -0.12022099643945694, 0.07311031967401505, 0.11408838629722595, 0.0325331911444664, 0.072372205555439, -0.05240418016910553, -0.023506643250584602, 0.0065812012180686, -0.14534585177898407, 0.0312332883477211, 0.02830265834927559, -0.0035535311326384544, 0.05192294716835022, 0.08464521914720535, -0.0361582487821579, -0.12245097011327744, -0.02501489408314228, -0.024436982348561287, 0.003696705913171172, -0.03964027017354965, -0.09770408272743225, 0.04805968701839447, -0.0033379022497683764, -0.011950417421758175, -0.1066727489233017, -0.0905119851231575, -0.035785067826509476, 0.050136301666498184, -0.02189277671277523, 0.004136004950851202, 0.001349325873889029, -0.05795622989535332, -0.015131778083741665, -0.020068297162652016, -0.04928058758378029, -0.07048900425434113, 0.08497090637683868, 0.07998216152191162, 0.04310082271695137, -0.025912048295140266, 0.03391649201512337, -0.1418790966272354, 0.02957453578710556, -0.18564996123313904, 0.05549613758921623, -0.11335683614015579, 0.04873460531234741, -0.07948344200849533, -0.05677345395088196, -0.03282492607831955, 0.05936599522829056, 0.06415397673845291, 0.14356067776679993, -0.12534213066101074, -0.021498145535588264, 0.26680973172187805, -0.06608030945062637, -0.14931438863277435, 0.14851853251457214, 0.024663278833031654, -0.007987317629158497, 0.0608740858733654, 0.19981317222118378, 0.05680159851908684, -0.1161370500922203, -0.009715462103486061, 0.060819681733846664, 0.06322053074836731, -0.004915030673146248, 0.09894564747810364, -0.06606794148683548, 0.02836616151034832, 0.03488043695688248, -0.09491186589002609, 0.038351260125637054, 0.012165461666882038, -0.043433040380477905, -0.0821123868227005, -0.023861801251769066, -0.013587693683803082, 0.027756216004490852, -0.028158409520983696, -0.10360504686832428, -0.10431395471096039, -0.03780240938067436, 0.07790050655603409, -0.08217673003673553, 0.07382547855377197, -0.03686381131410599, 0.09255631268024445, -0.06957750767469406, 0.047678954899311066, -0.11413399875164032, -0.024738889187574387, 0.07048364728689194, -0.009714714251458645, 0.11121824383735657, 0.004636197350919247, 0.01890287920832634, -0.027640145272016525, -0.0388496071100235, -0.04928261786699295, 0.06489843875169754, -0.022587966173887253, -0.07122496515512466, -0.17009805142879486, 0.028037184849381447, 0.005265178624540567, 0.027461878955364227, -0.15026935935020447, 0.01121082715690136, 0.09582214802503586, 0.054165784269571304, -0.04329429939389229, 0.03036978468298912, 0.028325660154223442, 0.022271210327744484, -0.0700724720954895, -0.05996784567832947, -0.008892795071005821, 0.02135556749999523, -0.08618604391813278, 0.1255999058485031, -0.08624665439128876, 0.10200096666812897, 0.1605903059244156, -0.07699712365865707, -0.037238698452711105, 0.02781343087553978, -0.02766503393650055, -0.03776917979121208, 0.059511035680770874, -0.01621285080909729, 0.08049450069665909, 0.00014874267799314111, 0.10831521451473236, -0.12726865708827972, -0.037542760372161865, -0.03182310611009598, -0.07723509520292282, -0.006091229151934385, 0.13517381250858307, 0.021106908097863197, -0.16505683958530426, 0.09796430915594101, 0.13946935534477234, -0.15436908602714539, 0.14840568602085114, -0.04071835055947304, -0.053034789860248566, 0.017877565696835518, 0.12093561887741089, 0.003663947805762291, 0.08133473247289658, -0.16774435341358185, 0.038387153297662735, 0.02303582988679409, 0.019841430708765984, 0.04633047431707382, -0.09979439526796341, 0.026685429736971855, 0.008806402795016766, -0.10747925937175751, 0.014528458938002586, 0.022570662200450897, 0.013111618347465992, 0.06023078411817551, -0.021374009549617767, -0.0052669779397547245, 0.01610366813838482, -0.0030754790641367435, -0.13247284293174744, 0.22237661480903625, -0.09965266287326813, -0.22245997190475464, -0.07708185166120529, 0.031775254756212234, -0.10428234189748764, -0.01166434958577156, 0.10962405800819397, -0.08123625814914703, -0.037737127393484116, -0.0828261598944664, -0.011658286675810814, -0.03212150186300278, -0.029225287958979607, -0.14690396189689636, 0.0057612331584095955, 0.011791500262916088, -0.1336868405342102, -0.04474032670259476, 0.016452493146061897, -0.062349677085876465, 0.03991725295782089, -0.13705801963806152, 0.1455683559179306, 0.1305539458990097, -0.022151846438646317, 0.03821420297026634, -0.01588275097310543, 0.12958626449108124, -0.07328931242227554, 0.016837885603308678, 0.12466844916343689, 0.030223101377487183, 0.04869474843144417, 0.11068231612443924, -0.03827930614352226, -0.047978803515434265, 0.026069268584251404, 0.027197755873203278, -0.009295016527175903, -0.30676206946372986, -0.03974488750100136, -0.08422812819480896, 0.03571217134594917, 0.013227693736553192, 0.06163723021745682, 0.002702089725062251, 0.06385648250579834, -0.08625391870737076, 0.0715324729681015, 0.0039009980391710997, 0.10562755912542343, 0.1379930078983307, 0.01816651038825512, 0.10168547183275223, -0.06908157467842102, -0.022489512339234352, 0.07148938626050949, 0.11003527790307999, 0.10969220846891403, -0.05345192179083824, 0.1837836056947708, 0.0647738128900528, 0.16601580381393433, -0.014004561118781567, 0.005197053775191307, -0.009082636795938015, 0.03811955824494362, -0.002155060414224863, -0.09118342399597168, -0.01840203069150448, 0.043177518993616104, 0.031202929094433784, -0.010837402194738388, -0.04784276708960533, -0.0635819211602211, 0.09099151939153671, 0.1498885303735733, 0.0077265226282179356, -0.19759851694107056, -0.01396240759640932, 0.027234945446252823, 0.05756629630923271, -0.07694666087627411, 0.04323655366897583, -0.008853515610098839, -0.08901946991682053, 0.09641081094741821, 0.015273802913725376, 0.10199374705553055, -0.01120397076010704, 0.0022900360636413097, 0.014367345720529556, 0.03235000744462013, -0.003337688045576215, 0.11874140799045563, -0.40307632088661194, 0.1741332709789276, 0.02799605019390583, 0.014594819396734238, -0.03178570047020912, 0.02602381817996502, 0.04469980672001839, 0.15228797495365143, 0.0904974639415741, 0.00574696296826005, 0.024383140727877617, -0.058863792568445206, 0.024724598973989487, 0.051084112375974655, 0.07139517366886139, 0.059087589383125305, 0.09310539066791534, -0.025983517989516258, -0.023593643680214882, -0.0021075790282338858, 0.044742196798324585, -0.18590234220027924, -0.07947909832000732, 0.041903309524059296, 0.0584665946662426, -0.036340273916721344, -0.04090521112084389, -0.048096898943185806, -0.07802385836839676, 0.3094327449798584, -0.06503194570541382, -0.08325308561325073, -0.09358945488929749, -0.032996710389852524, 0.12773250043392181, -0.12717728316783905, -0.032684359699487686, -0.08596675097942352, 0.01732727326452732, -0.02648824267089367, -0.0918935015797615, 0.1337430328130722, -0.08567405492067337, -0.09056471288204193, -0.038092464208602905, 0.12675969302654266, -0.0793985053896904, 0.05053618177771568, 0.023033391684293747, -0.027241233736276627, -0.05080757290124893, -0.09978730976581573, -0.03967481106519699, -0.007439218461513519, 0.05616987496614456, 0.1512424647808075, -0.14807674288749695, -0.0822586715221405, -0.043781720101833344, -0.04688688740134239, 0.10773462057113647, 0.1726372390985489, -0.03529305011034012, 0.004610409960150719, 0.11207398772239685, -0.1331767439842224, -0.24428345263004303, 0.05408381670713425, -0.02636577934026718, -0.006535940803587437, 0.0035517169162631035, -0.11807315051555634, 0.05391234904527664, -0.014132803305983543, -0.015599150210618973, 0.07647980004549026, -0.16267436742782593, -0.1071464791893959, 0.12695816159248352, 0.06936786323785782, 0.11097405850887299, -0.22227168083190918, -0.07731712609529495, -0.10569629818201065, -0.19047459959983826, 0.008140608668327332, -0.1354062706232071, 0.10120450705289841, -0.006793889682739973, -0.05214202404022217, 0.009847035631537437, -0.04301522299647331, 0.12229496985673904, 0.03430769219994545, 0.009044602513313293, -0.05373958498239517, 0.040439143776893616, 0.08799820393323898, -0.009431838057935238, 0.1426772028207779, -0.16827303171157837, 0.0648246556520462, -0.10025946795940399, -0.03957364708185196, -0.04754829779267311, 0.09911210089921951, -0.04910421743988991, -0.037617187947034836, -0.08740395307540894, 0.013855976983904839, 0.07099840044975281, 0.02519889548420906, 0.06351315975189209, -0.08428896218538284, 0.007243736181408167, 0.17019301652908325, 0.1129184365272522, -0.03505818918347359, -0.03235308453440666, 0.014497658237814903, -0.02967100590467453, 0.04322605952620506, -0.07433254271745682, 0.04472360014915466, 0.13267533481121063, -0.003143784124404192, 0.0751488208770752, 0.027105413377285004, -0.1095946729183197, -0.02860051952302456, 0.02007833682000637, -0.09102663397789001, -0.021989261731505394, -0.034906111657619476, -0.17710526287555695, -0.026326343417167664, 0.06261993944644928, 0.1684931218624115, -0.016309304162859917, -0.013060282915830612, 0.004135791677981615, 0.00009458334534429014, -0.04052840918302536, 0.15056508779525757, 0.05708109959959984, 0.01466864999383688, -0.06555720418691635, 0.06063169986009598, 0.032766588032245636, -0.07708250731229782, 0.06039988249540329, 0.14993314445018768, -0.08480441570281982, -0.10556071251630783, 0.103132463991642, 0.09570508450269699, -0.08794407546520233, -0.056442875415086746, -0.12849679589271545, -0.08139163255691528, 0.023199714720249176, 0.14807641506195068, 0.10521110892295837, 0.02683667279779911, 0.04474327713251114, -0.03699976205825806, -0.019387057051062584, 0.12200067937374115, 0.05939950793981552, 0.08211053162813187, -0.09537071734666824, 0.035456687211990356, -0.010311069898307323, 0.0952664315700531, -0.011538352817296982, 0.012902297079563141, -0.1371695101261139, 0.04565311595797539, -0.2280433177947998, 0.04935538396239281, 0.0023928871378302574, -0.0038401258643716574, -0.024938521906733513, -0.06771590560674667, -0.019088424742221832, 0.04513142257928848, -0.07530370354652405, -0.045939844101667404, -0.028124436736106873, 0.07611452788114548, -0.15254776179790497, -0.03399023041129112, 0.04986508935689926, -0.07674900442361832, 0.07096463441848755, 0.026806490495800972, -0.07818132638931274, 0.03102920576930046, -0.153884157538414, -0.007714534644037485, 0.008021539077162743, 0.05472727492451668, -0.004611494950950146, -0.02070668712258339, 0.028180381283164024, 0.0956534892320633, 0.06727045029401779, 0.041388340294361115, 0.12028858065605164, -0.10141363739967346, -0.029290374368429184, -0.1101267859339714, -0.09684140980243683, -0.004349161870777607, 0.08072618395090103, 0.05896478891372681, 0.04895081743597984, 0.08800257742404938, -0.06886222213506699, -0.008417095988988876, -0.16043433547019958, -0.03452737256884575, 0.003413484198972583, -0.04234742000699043, -0.09721966832876205, -0.014849142171442509, 0.08159337192773819, 0.0007069419953040779, 0.17610576748847961, 0.009485281072556973, 0.05251000449061394, 0.0006220265640877187, -0.06793087720870972, 0.14474911987781525, 0.019154097884893417, 0.1702655553817749, -0.006038655526936054, -0.02408783882856369, -0.0292570311576128, -0.02557535655796528, 0.04974951967597008, 0.013353153131902218, 0.10253264009952545, 0.19500397145748138, 0.09543953090906143, 0.14080192148685455, 0.0029664132744073868, -0.011957661248743534, -0.0282911267131567, -0.0675848126411438, 0.04708283767104149, 0.08995596319437027, 0.020059410482645035, 0.1999397873878479, 0.16056501865386963, -0.1447254866361618, 0.0321757011115551, -0.03481440246105194, -0.08104786276817322, -0.12130612879991531, -0.11661926656961441, -0.11011234670877457, -0.13270868360996246, 0.011850068345665932, -0.11926448345184326, 0.04700971022248268, 0.013889974914491177, 0.044369153678417206, -0.04917643964290619, 0.13761913776397705, 0.05806462839245796, -0.10817534476518631, 0.07863693684339523, -0.022188294678926468, 0.02037050575017929, 0.10026545822620392, -0.018734799697995186, 0.06705499440431595, -0.02867923676967621, 0.031994231045246124, 0.06744324415922165, -0.029464678838849068, 0.04082898423075676, -0.08031843602657318, -0.04930102080106735, -0.029335051774978638, 0.04711156710982323, 0.05744713544845581, 0.14169028401374817, 0.038493189960718155, -0.0359065867960453, 0.022006100043654442, 0.13928017020225525, -0.04860328510403633, -0.1347796469926834, -0.05577017366886139, 0.165998637676239, 0.04654398560523987, 0.031742777675390244, 0.004236472770571709, -0.09131116420030594, 0.02588050253689289, 0.23046599328517914, 0.13977617025375366, -0.07077217847108841, -0.01720399223268032, 0.06187787279486656, 0.004352376330643892, 0.03648878261446953, 0.07801400125026703, 0.12202666699886322, 0.2127143293619156, -0.04357849061489105, -0.04758209362626076, -0.022274920716881752, -0.057596880942583084, -0.12790393829345703, 0.0618647001683712, 0.01198707614094019, -0.05720435455441475, -0.006294903811067343, 0.06817344576120377, -0.011241876520216465, -0.08443625271320343, -0.015011440962553024, -0.14643430709838867, -0.07721924036741257, -0.05961860716342926, 0.04778889939188957, 0.009704875759780407, 0.003530544228851795, -0.048778507858514786, -0.04352870583534241, 0.08945019543170929, -0.02692478708922863, -0.09603077918291092, -0.07177487760782242, 0.021177083253860474, -0.1182570680975914, 0.11552666127681732, -0.0011251054238528013, 0.174636110663414, 0.1275184005498886, 0.04406261816620827, -0.033973999321460724, 0.07942434400320053, 0.05271168798208237, -0.038450006395578384, 0.08235233277082443, 0.02054664120078087, -0.03413400053977966, 0.03321857750415802, 0.07079514861106873, 0.012599457986652851, 0.06739526242017746, -0.0011752293212339282, -0.04670712724328041, -0.16116227209568024, -0.015713218599557877, -0.15584123134613037, 0.07418620586395264, 0.15165378153324127, -0.020185401663184166, 0.022917862981557846, -0.08423607796430588, 0.01644366793334484, 0.017267605289816856, 0.07044827193021774, 0.018404817208647728, -0.14179787039756775, 0.030289150774478912, 0.04319402948021889, 0.06944488734006882, -0.2699894607067108, -0.03585733473300934, -0.03712260723114014, 0.007037891540676355, -0.10422734171152115, 0.12341959029436111, 0.04501954838633537, 0.023826714605093002, -0.037903979420661926, -0.18007181584835052, -0.007338083814829588, 0.11399228125810623, -0.16575758159160614, -0.06446433067321777 ]
null
null
transformers
### opus-mt-en-ROMANCE * source languages: en * target languages: fr,fr_BE,fr_CA,fr_FR,wa,frp,oc,ca,rm,lld,fur,lij,lmo,es,es_AR,es_CL,es_CO,es_CR,es_DO,es_EC,es_ES,es_GT,es_HN,es_MX,es_NI,es_PA,es_PE,es_PR,es_SV,es_UY,es_VE,pt,pt_br,pt_BR,pt_PT,gl,lad,an,mwl,it,it_IT,co,nap,scn,vec,sc,ro,la * OPUS readme: [en-fr+fr_BE+fr_CA+fr_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es_AR+es_CL+es_CO+es_CR+es_DO+es_EC+es_ES+es_GT+es_HN+es_MX+es_NI+es_PA+es_PE+es_PR+es_SV+es_UY+es_VE+pt+pt_br+pt_BR+pt_PT+gl+lad+an+mwl+it+it_IT+co+nap+scn+vec+sc+ro+la](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-fr+fr_BE+fr_CA+fr_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es_AR+es_CL+es_CO+es_CR+es_DO+es_EC+es_ES+es_GT+es_HN+es_MX+es_NI+es_PA+es_PE+es_PR+es_SV+es_UY+es_VE+pt+pt_br+pt_BR+pt_PT+gl+lad+an+mwl+it+it_IT+co+nap+scn+vec+sc+ro+la/README.md) * dataset: opus * model: transformer * pre-processing: normalization + SentencePiece * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-04-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-fr+fr_BE+fr_CA+fr_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es_AR+es_CL+es_CO+es_CR+es_DO+es_EC+es_ES+es_GT+es_HN+es_MX+es_NI+es_PA+es_PE+es_PR+es_SV+es_UY+es_VE+pt+pt_br+pt_BR+pt_PT+gl+lad+an+mwl+it+it_IT+co+nap+scn+vec+sc+ro+la/opus-2020-04-21.zip) * test set translations: [opus-2020-04-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fr+fr_BE+fr_CA+fr_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es_AR+es_CL+es_CO+es_CR+es_DO+es_EC+es_ES+es_GT+es_HN+es_MX+es_NI+es_PA+es_PE+es_PR+es_SV+es_UY+es_VE+pt+pt_br+pt_BR+pt_PT+gl+lad+an+mwl+it+it_IT+co+nap+scn+vec+sc+ro+la/opus-2020-04-21.test.txt) * test set scores: [opus-2020-04-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fr+fr_BE+fr_CA+fr_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es_AR+es_CL+es_CO+es_CR+es_DO+es_EC+es_ES+es_GT+es_HN+es_MX+es_NI+es_PA+es_PE+es_PR+es_SV+es_UY+es_VE+pt+pt_br+pt_BR+pt_PT+gl+lad+an+mwl+it+it_IT+co+nap+scn+vec+sc+ro+la/opus-2020-04-21.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.la | 50.1 | 0.693 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ROMANCE
[ "transformers", "pytorch", "tf", "jax", "rust", "marian", "text2text-generation", "translation", "en", "roa", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #jax #rust #marian #text2text-generation #translation #en #roa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ROMANCE * source languages: en * target languages: fr,fr\_BE,fr\_CA,fr\_FR,wa,frp,oc,ca,rm,lld,fur,lij,lmo,es,es\_AR,es\_CL,es\_CO,es\_CR,es\_DO,es\_EC,es\_ES,es\_GT,es\_HN,es\_MX,es\_NI,es\_PA,es\_PE,es\_PR,es\_SV,es\_UY,es\_VE,pt,pt\_br,pt\_BR,pt\_PT,gl,lad,an,mwl,it,it\_IT,co,nap,scn,vec,sc,ro,la * OPUS readme: en-fr+fr\_BE+fr\_CA+fr\_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es\_AR+es\_CL+es\_CO+es\_CR+es\_DO+es\_EC+es\_ES+es\_GT+es\_HN+es\_MX+es\_NI+es\_PA+es\_PE+es\_PR+es\_SV+es\_UY+es\_VE+pt+pt\_br+pt\_BR+pt\_PT+gl+lad+an+mwl+it+it\_IT+co+nap+scn+vec+sc+ro+la * dataset: opus * model: transformer * pre-processing: normalization + SentencePiece * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 50.1, chr-F: 0.693
[ "### opus-mt-en-ROMANCE\n\n\n* source languages: en\n* target languages: fr,fr\\_BE,fr\\_CA,fr\\_FR,wa,frp,oc,ca,rm,lld,fur,lij,lmo,es,es\\_AR,es\\_CL,es\\_CO,es\\_CR,es\\_DO,es\\_EC,es\\_ES,es\\_GT,es\\_HN,es\\_MX,es\\_NI,es\\_PA,es\\_PE,es\\_PR,es\\_SV,es\\_UY,es\\_VE,pt,pt\\_br,pt\\_BR,pt\\_PT,gl,lad,an,mwl,it,it\\_IT,co,nap,scn,vec,sc,ro,la\n* OPUS readme: en-fr+fr\\_BE+fr\\_CA+fr\\_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es\\_AR+es\\_CL+es\\_CO+es\\_CR+es\\_DO+es\\_EC+es\\_ES+es\\_GT+es\\_HN+es\\_MX+es\\_NI+es\\_PA+es\\_PE+es\\_PR+es\\_SV+es\\_UY+es\\_VE+pt+pt\\_br+pt\\_BR+pt\\_PT+gl+lad+an+mwl+it+it\\_IT+co+nap+scn+vec+sc+ro+la\n* dataset: opus\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 50.1, chr-F: 0.693" ]
[ "TAGS\n#transformers #pytorch #tf #jax #rust #marian #text2text-generation #translation #en #roa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ROMANCE\n\n\n* source languages: en\n* target languages: fr,fr\\_BE,fr\\_CA,fr\\_FR,wa,frp,oc,ca,rm,lld,fur,lij,lmo,es,es\\_AR,es\\_CL,es\\_CO,es\\_CR,es\\_DO,es\\_EC,es\\_ES,es\\_GT,es\\_HN,es\\_MX,es\\_NI,es\\_PA,es\\_PE,es\\_PR,es\\_SV,es\\_UY,es\\_VE,pt,pt\\_br,pt\\_BR,pt\\_PT,gl,lad,an,mwl,it,it\\_IT,co,nap,scn,vec,sc,ro,la\n* OPUS readme: en-fr+fr\\_BE+fr\\_CA+fr\\_FR+wa+frp+oc+ca+rm+lld+fur+lij+lmo+es+es\\_AR+es\\_CL+es\\_CO+es\\_CR+es\\_DO+es\\_EC+es\\_ES+es\\_GT+es\\_HN+es\\_MX+es\\_NI+es\\_PA+es\\_PE+es\\_PR+es\\_SV+es\\_UY+es\\_VE+pt+pt\\_br+pt\\_BR+pt\\_PT+gl+lad+an+mwl+it+it\\_IT+co+nap+scn+vec+sc+ro+la\n* dataset: opus\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 50.1, chr-F: 0.693" ]
[ 67, 474 ]
[ "passage: TAGS\n#transformers #pytorch #tf #jax #rust #marian #text2text-generation #translation #en #roa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n" ]
[ -0.004424347076565027, 0.05372190847992897, -0.006341548170894384, 0.05463709309697151, 0.0816732868552208, 0.00957233365625143, 0.10076668113470078, 0.1318964958190918, -0.06879965215921402, -0.03774718940258026, 0.1563737690448761, 0.16599778831005096, 0.008129146881401539, 0.10305431485176086, -0.03973395377397537, -0.25143665075302124, 0.060032617300748825, 0.0060501997359097, -0.08276250213384628, 0.09626587480306625, 0.12348046153783798, -0.02874239720404148, 0.09516050666570663, -0.013476860709488392, -0.07755700498819351, 0.04092107713222504, 0.01819712296128273, -0.11355510354042053, 0.11010812222957611, 0.07312505692243576, 0.07432616502046585, 0.06731735914945602, -0.010048973374068737, -0.11519405245780945, 0.035049088299274445, 0.016140691936016083, -0.09561118483543396, 0.05831773579120636, 0.037076517939567566, -0.06876199692487717, 0.16634021699428558, 0.02324868179857731, -0.028591081500053406, 0.04146883636713028, -0.12458794564008713, -0.17753800749778748, -0.08138537406921387, 0.06581712514162064, 0.0013254721416160464, 0.07991057634353638, 0.02483760006725788, 0.14897097647190094, -0.07076606154441833, 0.07833472639322281, 0.19919344782829285, -0.36247292160987854, -0.04908593371510506, 0.08666888624429703, 0.08106473833322525, 0.08494973182678223, -0.009417290799319744, 0.07445931434631348, 0.05701179802417755, 0.005824122112244368, 0.03229318559169769, -0.08336348086595535, -0.1586800217628479, 0.040626559406518936, -0.09046380966901779, -0.046207621693611145, 0.2663342356681824, -0.029781010001897812, 0.0535200871527195, 0.01982184313237667, -0.08256980776786804, -0.005228505935519934, -0.009698311798274517, 0.0018342963885515928, 0.012280043214559555, 0.07251334190368652, 0.044461071491241455, -0.08081793040037155, -0.15349145233631134, 0.0219550970941782, -0.19508783519268036, 0.059379685670137405, 0.012944694608449936, 0.06218671798706055, -0.1564382016658783, 0.05164226517081261, 0.03929590806365013, -0.13116535544395447, 0.02684435434639454, -0.10121109336614609, 0.10178835690021515, 0.05410778895020485, -0.052297573536634445, 0.009281789883971214, 0.106442891061306, 0.1540793776512146, 0.005750101059675217, 0.02395709976553917, -0.04047388210892677, 0.11540089547634125, -0.012459112331271172, 0.05054955556988716, -0.01928260549902916, -0.08069625496864319, 0.07593558728694916, -0.08921421319246292, 0.03328356519341469, -0.049152079969644547, -0.17695263028144836, -0.03628448024392128, -0.026535620912909508, 0.07846713811159134, 0.07657021284103394, 0.057407017797231674, -0.014005666598677635, 0.026488585397601128, 0.0624060295522213, -0.04726295545697212, 0.007011749316006899, -0.011038404889404774, 0.03854743018746376, 0.09718587249517441, 0.06809387356042862, 0.019244926050305367, -0.03464639186859131, -0.00644566910341382, -0.04846275597810745, -0.03543494641780853, -0.03414858132600784, -0.0659262016415596, 0.06270343065261841, -0.08250688016414642, 0.055535875260829926, -0.19480596482753754, -0.07876817137002945, 0.011175429448485374, 0.06706713885068893, -0.03378612920641899, -0.09324289113283157, 0.025513550266623497, -0.05083329603075981, 0.08189083635807037, -0.06022137776017189, 0.06743035465478897, -0.06302334368228912, 0.06757255643606186, -0.07315836101770401, 0.0938325971364975, -0.13725236058235168, 0.05478858947753906, -0.09152059257030487, -0.029317472130060196, -0.042972274124622345, -0.009139279834926128, -0.06772984564304352, 0.14773719012737274, -0.03350798413157463, -0.0353015772998333, -0.07437518984079361, 0.04604717716574669, -0.03173418343067169, 0.1347547322511673, -0.13963092863559723, -0.040754497051239014, 0.2067432701587677, -0.09062886238098145, -0.1731409728527069, 0.09028564393520355, 0.024623852223157883, 0.0715256780385971, 0.011528466828167439, 0.18058620393276215, 0.026869604364037514, -0.05290998890995979, 0.11797280609607697, 0.1324676126241684, -0.027954328805208206, -0.093986377120018, 0.06003833934664726, -0.004971428774297237, -0.0625983402132988, 0.019819626584649086, 0.012611827813088894, 0.10256695747375488, -0.003798180026933551, -0.0689295157790184, -0.040535591542720795, -0.03864758461713791, 0.0017514782957732677, 0.013765783049166203, 0.08565380424261093, -0.07798363268375397, -0.04008018970489502, -0.07959110289812088, 0.03332924842834473, 0.05217142775654793, 0.05681232735514641, -0.03175131604075432, 0.10561347007751465, 0.03904210031032562, 0.035598114132881165, -0.11596691608428955, 0.011773915030062199, -0.05367743968963623, 0.10898470133543015, 0.04209458827972412, 0.1712721288204193, 0.05197066813707352, -0.07234299182891846, -0.01724756509065628, 0.017137819901108742, 0.11255818605422974, 0.037716712802648544, -0.015359727665781975, -0.14938777685165405, 0.06866312772035599, -0.04956839606165886, -0.0027691966388374567, -0.06954825669527054, 0.030173633247613907, 0.07220693677663803, 0.10671596974134445, -0.01819980889558792, 0.10332756489515305, -0.026289423927664757, 0.00853686686605215, -0.09804289788007736, -0.012718221172690392, 0.0796976238489151, 0.0198255255818367, -0.06424245238304138, 0.2667657434940338, -0.11932319402694702, 0.2877388298511505, 0.22084228694438934, -0.2144232839345932, 0.0139221316203475, 0.0693548172712326, -0.020058603957295418, 0.019311657175421715, 0.05914362519979477, 0.017087634652853012, -0.019675467163324356, -0.02937481366097927, 0.15636900067329407, -0.059829335659742355, -0.016024446114897728, 0.003899357747286558, -0.06779993325471878, -0.056886304169893265, 0.07983753830194473, 0.07216350734233856, -0.19671986997127533, 0.20459024608135223, 0.3553098142147064, -0.021282760426402092, 0.1777261346578598, -0.027776233851909637, 0.006818205583840609, 0.03243570774793625, -0.04645819589495659, -0.03493879362940788, 0.016036909073591232, -0.11391373723745346, -0.04235203564167023, 0.08848418295383453, 0.03791399300098419, 0.04120440036058426, -0.11402475088834763, -0.06620126217603683, 0.022604864090681076, 0.022506404668092728, -0.020929913967847824, 0.11648137867450714, -0.005320236086845398, 0.11172092705965042, -0.03906313329935074, -0.08596039563417435, 0.07373923808336258, 0.008928274735808372, -0.05756452679634094, 0.13181434571743011, -0.15627342462539673, -0.2530066967010498, -0.11328815668821335, -0.12731464207172394, 0.009193537756800652, -0.00658356724306941, 0.15127837657928467, -0.05655183270573616, -0.024552971124649048, -0.017962556332349777, -0.029233254492282867, -0.10897961258888245, -0.008607742376625538, -0.06178177520632744, 0.05373911187052727, -0.025728952139616013, -0.10112062841653824, -0.044969312846660614, 0.03902808576822281, -0.05655092000961304, 0.12223782390356064, -0.08680538088083267, 0.09725572168827057, 0.07734192907810211, 0.004099283367395401, 0.041314300149679184, -0.04668750241398811, 0.16210153698921204, -0.07599474489688873, 0.040106672793626785, 0.21363820135593414, 0.01686309464275837, 0.06483696401119232, 0.12939029932022095, 0.009776506572961807, -0.0274350605905056, 0.00291272159665823, -0.04985412582755089, -0.0959959402680397, -0.23362019658088684, -0.07389146834611893, -0.1375828981399536, 0.055003825575113297, 0.0213405042886734, 0.0648377314209938, 0.0959235429763794, 0.07454124838113785, -0.011820522136986256, 0.03291761502623558, -0.010506079532206059, 0.0631643682718277, 0.20756535232067108, -0.027393875643610954, 0.13427384197711945, -0.10998749732971191, -0.059956926852464676, 0.13358770310878754, 0.08376026153564453, 0.07337310165166855, 0.066033273935318, 0.026844270527362823, 0.0752132385969162, 0.20520776510238647, 0.08555516600608826, 0.0941903367638588, 0.038864392787218094, -0.01700500026345253, -0.08062340319156647, -0.03922167792916298, -0.01138378493487835, 0.07549282908439636, -0.0037423523608595133, -0.1340281218290329, -0.018640238791704178, -0.09370293468236923, 0.05641813576221466, 0.13140897452831268, 0.032867006957530975, -0.13058622181415558, 0.03533465415239334, 0.10242385417222977, 0.018383648246526718, -0.07411019504070282, 0.10645544528961182, 0.012566673569381237, -0.12088889628648758, 0.10882110893726349, 0.00077816128032282, 0.12358088046312332, 0.05039535090327263, 0.060886774212121964, -0.08106180280447006, -0.1225908175110817, 0.04925601929426193, 0.11243783682584763, -0.3376454710960388, 0.2427668571472168, -0.026414288207888603, -0.08463608473539352, -0.06010841950774193, -0.013245700858533382, 0.06601869314908981, 0.18370044231414795, 0.10565609484910965, 0.017152026295661926, -0.17069634795188904, -0.002465775003656745, 0.007379123941063881, 0.03564082458615303, 0.04258923977613449, -0.010037390515208244, -0.028189299628138542, -0.07125673443078995, -0.007202574983239174, -0.013317698612809181, 0.17299824953079224, -0.03723287209868431, -0.18138009309768677, 0.07430174201726913, 0.06516935676336288, 0.0025256082881242037, -0.03423425555229187, -0.041353385895490646, -0.11994943767786026, 0.13516965508460999, -0.03200392797589302, -0.039914220571517944, -0.10793683677911758, -0.10089044272899628, 0.07038788497447968, -0.07227569073438644, 0.051313452422618866, -0.07709238678216934, -0.01985604129731655, -0.06155382841825485, -0.18612273037433624, 0.12966330349445343, -0.13697059452533722, -0.04520828276872635, -0.04099343344569206, 0.07572825998067856, -0.1142519935965538, 0.0475243479013443, 0.019961073994636536, 0.022446760907769203, -0.1613718420267105, -0.0888395756483078, 0.005489275325089693, -0.03845338523387909, 0.018679341301321983, -0.06168640777468681, -0.08114151656627655, -0.07376374304294586, 0.023237252607941628, -0.07603698968887329, 0.21562281250953674, 0.18804509937763214, -0.10103937238454819, 0.1643301248550415, 0.11926481872797012, -0.07180839031934738, -0.30615857243537903, -0.15810655057430267, -0.14916843175888062, -0.025810375809669495, 0.07177359610795975, -0.1257568746805191, -0.006676928140223026, -0.018634416162967682, -0.07564955204725266, 0.059320516884326935, -0.20189222693443298, -0.06029275432229042, 0.16190552711486816, -0.03474932163953781, 0.3433777093887329, -0.16858389973640442, -0.042721718549728394, -0.04723042994737625, -0.15511541068553925, 0.12331239879131317, -0.16677801311016083, 0.056599535048007965, 0.002798011526465416, 0.06461053341627121, 0.005114439409226179, -0.013326283544301987, 0.09665783494710922, -0.10345850139856339, -0.00631288904696703, -0.12941741943359375, -0.020375896245241165, 0.10578522086143494, -0.011635365895926952, -0.007780549582093954, -0.1660269796848297, 0.022101201117038727, -0.12282299995422363, 0.010481402277946472, -0.08338224142789841, 0.06402429193258286, -0.023371228948235512, -0.04760517552495003, -0.03605738654732704, -0.004260729532688856, 0.0384320393204689, -0.0018538333242759109, 0.25046032667160034, -0.010761911980807781, 0.14039158821105957, 0.14643119275569916, 0.059805311262607574, -0.11409810930490494, 0.061947379261255264, -0.0696587935090065, -0.06526321917772293, 0.05375219136476517, -0.19783176481723785, 0.03284937143325806, 0.06359788775444031, -0.061482395976781845, 0.02982119843363762, 0.06521234661340714, -0.03663082420825958, -0.010358053259551525, 0.16798776388168335, -0.15630415081977844, -0.03616402670741081, -0.043637972325086594, 0.07300151884555817, 0.09648802876472473, 0.023026084527373314, 0.1735006868839264, -0.0052415658719837666, -0.04662363976240158, 0.012194899842143059, 0.012240570969879627, -0.07568138092756271, 0.016603747382760048, 0.06295517086982727, 0.004973794333636761, -0.09605065733194351, 0.04856015741825104, 0.03658819571137428, -0.13750259578227997, 0.006950461305677891, 0.1631697118282318, -0.10192111134529114, -0.1674109548330307, 0.019372805953025818, 0.014639683067798615, -0.15442143380641937, -0.057278238236904144, -0.018688954412937164, -0.11645808815956116, 0.03851773217320442, 0.11733024567365646, 0.08227364718914032, 0.030030885711312294, -0.0017403691308572888, -0.06667371839284897, 0.08331634104251862, -0.0023348364047706127, -0.032678473740816116, 0.015571941621601582, -0.11700335890054703, -0.008032283745706081, -0.013448799960315228, 0.1434430181980133, -0.06577815115451813, 0.012293864972889423, -0.11804250627756119, 0.005430466495454311, -0.10474859178066254, -0.05379948392510414, -0.057611607015132904, -0.04494604095816612, 0.001783763407729566, -0.1001078188419342, -0.06301325559616089, -0.010698678903281689, -0.1319485753774643, 0.0053191110491752625, -0.04352346807718277, 0.09207527339458466, -0.0705280676484108, -0.04399556666612625, 0.09836718440055847, -0.015788424760103226, 0.0801553800702095, 0.0642852634191513, -0.05944047123193741, 0.07534617930650711, -0.10446309298276901, -0.07314486801624298, 0.06104293465614319, 0.05172029510140419, 0.06092096492648125, 0.046019166707992554, -0.009423316456377506, 0.0614958219230175, 0.034070517867803574, 0.02653973177075386, 0.010326211340725422, -0.09921842068433762, 0.005050074774771929, -0.009847400709986687, -0.14737895131111145, 0.016965720802545547, -0.0420258492231369, 0.10005949437618256, -0.00717349536716938, 0.1285027414560318, -0.026992173865437508, 0.0498068630695343, -0.05532073229551315, 0.042184095829725266, -0.027117738500237465, -0.16520752012729645, -0.09997016936540604, -0.10083398967981339, -0.013517853803932667, -0.012767287902534008, 0.1989012211561203, 0.06743042916059494, -0.048681534826755524, 0.052238237112760544, 0.03072194941341877, 0.01633550226688385, 0.0007236784440465271, 0.16339370608329773, 0.060087304562330246, -0.021169958636164665, -0.11851906776428223, 0.02315954491496086, 0.014427421614527702, 0.00330994906835258, 0.07105611264705658, 0.10556292533874512, 0.09824864566326141, 0.07933583855628967, 0.016869815066456795, 0.00537968659773469, -0.06791842728853226, -0.15888234972953796, 0.04050793498754501, 0.07144618034362793, -0.05772022530436516, 0.03908122703433037, 0.21788258850574493, -0.027419893071055412, 0.017247147858142853, -0.09038115292787552, 0.022111646831035614, -0.17524021863937378, -0.12447738647460938, -0.07466614991426468, -0.12813743948936462, -0.03344874829053879, -0.051105938851833344, 0.07173711061477661, 0.04815587028861046, 0.0665769949555397, -0.04199838638305664, -0.005238132085651159, 0.026952004060149193, -0.09480968862771988, 0.03779561072587967, 0.002502248389646411, 0.03513740003108978, -0.03743480518460274, -0.006404775194823742, -0.09441914409399033, -0.03004886768758297, -0.051367610692977905, 0.03509661927819252, -0.03915570676326752, 0.03516782820224762, -0.11859316378831863, -0.07072431594133377, -0.06396400928497314, 0.026531904935836792, 0.00587661936879158, 0.1675877422094345, 0.007697438821196556, 0.017291750758886337, 0.05314134433865547, 0.22614991664886475, -0.07051292061805725, -0.11101512610912323, -0.042916443198919296, 0.13323254883289337, 0.022776979953050613, 0.08133580535650253, -0.04879513010382652, 0.025622643530368805, -0.08266698569059372, 0.33532294631004333, 0.34218987822532654, -0.08238039910793304, 0.03711196780204773, 0.03986116126179695, 0.030337341129779816, 0.05162033438682556, 0.08652982115745544, 0.14032429456710815, 0.19206540286540985, -0.09315086156129837, -0.018012482672929764, -0.05938996002078056, 0.02954927273094654, -0.14304958283901215, 0.09849455952644348, -0.005198784172534943, -0.08894425630569458, 0.02647961862385273, 0.07795678079128265, -0.1124044731259346, 0.03935305029153824, -0.03343663364648819, -0.18663981556892395, -0.05995025113224983, -0.008885219693183899, 0.18792901933193207, 0.04370415210723877, 0.050983332097530365, -0.03410163149237633, -0.05499734729528427, 0.07891222834587097, 0.004909690469503403, -0.175264373421669, -0.032538071274757385, 0.0959748700261116, -0.11125316470861435, 0.07746846228837967, -0.03808131068944931, -0.011970228515565395, 0.10233287513256073, 0.05921361967921257, -0.060020528733730316, 0.04653193801641464, 0.037405166774988174, -0.013725114986300468, -0.015784047544002533, -0.05696667358279228, -0.017009003087878227, -0.0896332710981369, 0.08583944290876389, -0.0780399963259697, 0.065590038895607, 0.04226536303758621, -0.017482800409197807, 0.013922705315053463, 0.055924125015735626, -0.07487885653972626, 0.06918753683567047, 0.05759004130959511, -0.02885771542787552, -0.03854885697364807, -0.06371832638978958, -0.04196934774518013, 0.04233936592936516, -0.10517033189535141, -0.08396755903959274, 0.0005650335806421936, -0.08956566452980042, 0.012953381985425949, 0.04424472153186798, -0.12035202234983444, -0.011256243102252483, -0.08227350562810898, 0.030837323516607285, -0.15629276633262634, 0.06035206839442253, 0.09856132417917252, -0.016870785504579544, 0.017377538606524467, -0.06736055761575699, 0.03356443718075752, 0.03572816401720047, -0.10964731127023697, -0.05113128200173378 ]
null
null
transformers
### eng-aav * source group: English * target group: Austro-Asiatic languages * OPUS readme: [eng-aav](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-aav/README.md) * model: transformer * source language(s): eng * target language(s): hoc hoc_Latn kha khm khm_Latn mnw vie vie_Hani * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aav/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aav/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aav/opus-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-hoc.eng.hoc | 0.1 | 0.033 | | Tatoeba-test.eng-kha.eng.kha | 0.4 | 0.043 | | Tatoeba-test.eng-khm.eng.khm | 0.2 | 0.242 | | Tatoeba-test.eng-mnw.eng.mnw | 0.8 | 0.003 | | Tatoeba-test.eng.multi | 16.1 | 0.311 | | Tatoeba-test.eng-vie.eng.vie | 33.2 | 0.508 | ### System Info: - hf_name: eng-aav - source_languages: eng - target_languages: aav - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-aav/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'vi', 'km', 'aav'] - src_constituents: {'eng'} - tgt_constituents: {'mnw', 'vie', 'kha', 'khm', 'vie_Hani', 'khm_Latn', 'hoc_Latn', 'hoc'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aav/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aav/opus-2020-07-26.test.txt - src_alpha3: eng - tgt_alpha3: aav - short_pair: en-aav - chrF2_score: 0.311 - bleu: 16.1 - brevity_penalty: 1.0 - ref_len: 38261.0 - src_name: English - tgt_name: Austro-Asiatic languages - train_date: 2020-07-26 - src_alpha2: en - tgt_alpha2: aav - prefer_old: False - long_pair: eng-aav - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "vi", "km", "aav"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-aav
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "vi", "km", "aav", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "vi", "km", "aav" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #vi #km #aav #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-aav * source group: English * target group: Austro-Asiatic languages * OPUS readme: eng-aav * model: transformer * source language(s): eng * target language(s): hoc hoc\_Latn kha khm khm\_Latn mnw vie vie\_Hani * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 0.1, chr-F: 0.033 testset: URL, BLEU: 0.4, chr-F: 0.043 testset: URL, BLEU: 0.2, chr-F: 0.242 testset: URL, BLEU: 0.8, chr-F: 0.003 testset: URL, BLEU: 16.1, chr-F: 0.311 testset: URL, BLEU: 33.2, chr-F: 0.508 ### System Info: * hf\_name: eng-aav * source\_languages: eng * target\_languages: aav * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'vi', 'km', 'aav'] * src\_constituents: {'eng'} * tgt\_constituents: {'mnw', 'vie', 'kha', 'khm', 'vie\_Hani', 'khm\_Latn', 'hoc\_Latn', 'hoc'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: aav * short\_pair: en-aav * chrF2\_score: 0.311 * bleu: 16.1 * brevity\_penalty: 1.0 * ref\_len: 38261.0 * src\_name: English * tgt\_name: Austro-Asiatic languages * train\_date: 2020-07-26 * src\_alpha2: en * tgt\_alpha2: aav * prefer\_old: False * long\_pair: eng-aav * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-aav\n\n\n* source group: English\n* target group: Austro-Asiatic languages\n* OPUS readme: eng-aav\n* model: transformer\n* source language(s): eng\n* target language(s): hoc hoc\\_Latn kha khm khm\\_Latn mnw vie vie\\_Hani\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 0.1, chr-F: 0.033\ntestset: URL, BLEU: 0.4, chr-F: 0.043\ntestset: URL, BLEU: 0.2, chr-F: 0.242\ntestset: URL, BLEU: 0.8, chr-F: 0.003\ntestset: URL, BLEU: 16.1, chr-F: 0.311\ntestset: URL, BLEU: 33.2, chr-F: 0.508", "### System Info:\n\n\n* hf\\_name: eng-aav\n* source\\_languages: eng\n* target\\_languages: aav\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'vi', 'km', 'aav']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'mnw', 'vie', 'kha', 'khm', 'vie\\_Hani', 'khm\\_Latn', 'hoc\\_Latn', 'hoc'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: aav\n* short\\_pair: en-aav\n* chrF2\\_score: 0.311\n* bleu: 16.1\n* brevity\\_penalty: 1.0\n* ref\\_len: 38261.0\n* src\\_name: English\n* tgt\\_name: Austro-Asiatic languages\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: aav\n* prefer\\_old: False\n* long\\_pair: eng-aav\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #vi #km #aav #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-aav\n\n\n* source group: English\n* target group: Austro-Asiatic languages\n* OPUS readme: eng-aav\n* model: transformer\n* source language(s): eng\n* target language(s): hoc hoc\\_Latn kha khm khm\\_Latn mnw vie vie\\_Hani\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 0.1, chr-F: 0.033\ntestset: URL, BLEU: 0.4, chr-F: 0.043\ntestset: URL, BLEU: 0.2, chr-F: 0.242\ntestset: URL, BLEU: 0.8, chr-F: 0.003\ntestset: URL, BLEU: 16.1, chr-F: 0.311\ntestset: URL, BLEU: 33.2, chr-F: 0.508", "### System Info:\n\n\n* hf\\_name: eng-aav\n* source\\_languages: eng\n* target\\_languages: aav\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'vi', 'km', 'aav']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'mnw', 'vie', 'kha', 'khm', 'vie\\_Hani', 'khm\\_Latn', 'hoc\\_Latn', 'hoc'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: aav\n* short\\_pair: en-aav\n* chrF2\\_score: 0.311\n* bleu: 16.1\n* brevity\\_penalty: 1.0\n* ref\\_len: 38261.0\n* src\\_name: English\n* tgt\\_name: Austro-Asiatic languages\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: aav\n* prefer\\_old: False\n* long\\_pair: eng-aav\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 66, 258, 452 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #vi #km #aav #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-aav\n\n\n* source group: English\n* target group: Austro-Asiatic languages\n* OPUS readme: eng-aav\n* model: transformer\n* source language(s): eng\n* target language(s): hoc hoc\\_Latn kha khm khm\\_Latn mnw vie vie\\_Hani\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 0.1, chr-F: 0.033\ntestset: URL, BLEU: 0.4, chr-F: 0.043\ntestset: URL, BLEU: 0.2, chr-F: 0.242\ntestset: URL, BLEU: 0.8, chr-F: 0.003\ntestset: URL, BLEU: 16.1, chr-F: 0.311\ntestset: URL, BLEU: 33.2, chr-F: 0.508" ]
[ -0.147391676902771, 0.12618136405944824, -0.005659239366650581, 0.02644558995962143, 0.012194446288049221, 0.028510861098766327, 0.10024821758270264, 0.15571661293506622, 0.014621577225625515, 0.06844703108072281, 0.11924988031387329, 0.052427683025598526, 0.04897552728652954, 0.15843462944030762, -0.03861314058303833, -0.09046576172113419, 0.006546253338456154, 0.024448927491903305, -0.0542258694767952, 0.1400538831949234, 0.07866788655519485, -0.038305655121803284, 0.06759224086999893, -0.02732236124575138, -0.0067603858187794685, 0.06395595520734787, 0.007796645164489746, -0.041109174489974976, 0.03574851527810097, 0.04019983112812042, 0.04197385534644127, 0.08721485733985901, -0.007742566987872124, -0.26152491569519043, -0.0031557269394397736, -0.004427880980074406, 0.016992781311273575, -0.004525960423052311, 0.04146531969308853, -0.026849668473005295, 0.09533916413784027, -0.05952621251344681, -0.0015895470278337598, 0.03542420640587807, -0.015169265680015087, -0.20712940394878387, -0.06475584954023361, 0.05144551768898964, 0.005067974328994751, 0.1277438998222351, -0.058929432183504105, 0.22456717491149902, -0.13901981711387634, 0.12177237868309021, 0.2541283369064331, -0.2345280945301056, -0.02911173366010189, 0.08927983790636063, 0.08322855085134506, 0.026102423667907715, -0.055324386805295944, -0.027301102876663208, 0.08797159790992737, 0.036447346210479736, -0.0554925873875618, -0.11110991984605789, -0.022197289392352104, 0.027522215619683266, -0.09447091072797775, -0.04777410998940468, 0.22720560431480408, 0.04536421597003937, -0.10660922527313232, -0.00277850404381752, 0.003088683355599642, -0.09419886767864227, -0.008550770580768585, 0.030062125995755196, 0.0537017323076725, -0.041015103459358215, 0.010369822382926941, 0.02980975992977619, -0.04421532526612282, -0.11132948845624924, 0.023930983617901802, 0.10192758589982986, 0.06321406364440918, -0.009854491800069809, -0.02510894276201725, 0.056927330791950226, 0.0005965552409179509, -0.164633646607399, -0.10157962143421173, -0.03088419698178768, -0.05293618142604828, 0.04434198886156082, -0.04445722699165344, -0.07134311646223068, 0.16033679246902466, 0.16068267822265625, -0.10961458086967468, 0.11477202922105789, -0.07481438666582108, -0.007065700367093086, -0.04598907381296158, 0.2503301501274109, 0.015760213136672974, -0.047007765620946884, -0.000968092936091125, 0.08919399976730347, 0.016588227823376656, 0.05521923676133156, 0.020737944170832634, -0.05250272527337074, 0.10372626781463623, 0.11309847235679626, -0.037972841411828995, 0.02975465916097164, -0.05736931413412094, 0.018696168437600136, 0.004298490006476641, -0.16086551547050476, 0.008226051926612854, 0.10513931512832642, -0.048052236437797546, 0.02080560475587845, 0.061559710651636124, -0.10057557374238968, -0.06807969510555267, -0.0012330191675573587, -0.0061698430217802525, -0.014086599461734295, -0.040664516389369965, -0.08585423976182938, 0.03184076398611069, 0.000060408397985156626, -0.010089567862451077, -0.06427937746047974, -0.0961591824889183, -0.10225723683834076, 0.021011553704738617, -0.017492784187197685, 0.009853686206042767, -0.04833228886127472, -0.08828780800104141, 0.01174679584801197, -0.015806248411536217, 0.021357612684369087, -0.06966252624988556, 0.10220430046319962, 0.10142377763986588, 0.022393852472305298, 0.085511215031147, 0.007424749433994293, -0.10855060815811157, 0.07450287789106369, -0.1609542965888977, 0.05819084495306015, -0.19488687813282013, 0.050168875604867935, -0.08164680004119873, -0.09816411882638931, 0.00835047010332346, 0.04335643723607063, 0.0683780387043953, 0.17050835490226746, -0.15190842747688293, -0.0393628254532814, 0.2313661277294159, -0.10660623759031296, -0.1312893033027649, 0.05661251023411751, 0.01323792990297079, -0.08166777342557907, 0.03959198668599129, 0.18276269733905792, 0.08380050957202911, -0.12168040126562119, -0.019475774839520454, 0.04924378916621208, 0.09420645236968994, 0.015457641333341599, 0.12226330488920212, -0.07745281606912613, -0.0846482515335083, 0.05292968451976776, -0.13224029541015625, 0.004873025696724653, -0.024804815649986267, -0.04296981543302536, -0.09247669577598572, -0.06015276908874512, 0.024853715673089027, 0.06624495983123779, 0.003200521459802985, -0.13522164523601532, -0.11584479361772537, 0.0316157229244709, 0.14709097146987915, -0.06715622544288635, 0.02723466232419014, -0.03914398327469826, 0.09964478015899658, -0.037389907985925674, -0.0039589498192071915, -0.12813082337379456, -0.04625914618372917, 0.08004593849182129, -0.08450006693601608, 0.05565694347023964, 0.04209887608885765, 0.03668207675218582, -0.05405473709106445, -0.036895520985126495, -0.0610073022544384, -0.0028499423060566187, -0.02472090721130371, -0.033850621432065964, -0.20544731616973877, 0.026978157460689545, -0.015629801899194717, 0.06531008332967758, -0.18891315162181854, -0.03536626324057579, 0.0372326597571373, 0.08126666396856308, -0.039610669016838074, 0.01799883134663105, 0.06828609108924866, 0.0021710253786295652, -0.0440954864025116, -0.025913897901773453, -0.025640150532126427, -0.01593771018087864, -0.09964177757501602, 0.047322291880846024, -0.013655566610395908, 0.021848825737833977, 0.13702675700187683, 0.025366809219121933, -0.08783479779958725, 0.04784819483757019, -0.05644651874899864, -0.006760754156857729, 0.007410641293972731, 0.0058341678231954575, 0.03505212441086769, 0.006605213508009911, 0.11328597366809845, -0.13625383377075195, -0.056573983281850815, -0.020970970392227173, -0.04046148806810379, -0.029412342235445976, 0.2169264853000641, -0.005734626669436693, -0.05195867270231247, 0.07139378041028976, 0.06587301939725876, -0.109891377389431, 0.16969339549541473, -0.12350569665431976, -0.08277994394302368, 0.01290991809219122, 0.1381785273551941, -0.021722598001360893, 0.17679408192634583, -0.1384407877922058, 0.05347411334514618, 0.018844667822122574, 0.006286615505814552, 0.013714510947465897, -0.09077071398496628, -0.0012072018580511212, -0.012330412864685059, -0.12951195240020752, 0.01313746441155672, 0.026157815009355545, 0.04092760756611824, 0.07617713510990143, -0.034101132303476334, -0.043836094439029694, -0.035013824701309204, -0.04411977156996727, -0.16029615700244904, 0.240625262260437, -0.10164614766836166, -0.14318828284740448, -0.05064702033996582, 0.1386319100856781, -0.13296453654766083, -0.06722474843263626, 0.06110630929470062, -0.1665521264076233, -0.05979316309094429, -0.12645669281482697, -0.02829134836792946, 0.025532318279147148, -0.008415481075644493, -0.05745616927742958, 0.04747238755226135, 0.0723777487874031, -0.14698514342308044, -0.01931721903383732, -0.03692706674337387, 0.027616899460554123, 0.008565180003643036, -0.08181149512529373, 0.0731758177280426, 0.1394997090101242, 0.0009875640971586108, 0.06602031737565994, 0.004788061138242483, 0.20756733417510986, -0.062266722321510315, -0.024005766957998276, 0.04350325092673302, 0.01871187426149845, 0.0020326783414930105, 0.11574386805295944, -0.03301888331770897, -0.07921352982521057, 0.053590502589941025, 0.0558793768286705, 0.03827056661248207, -0.35370901226997375, -0.03267306089401245, -0.03124929964542389, 0.018302487209439278, -0.031517405062913895, 0.0770936906337738, -0.07990293949842453, 0.035478465259075165, -0.007277167402207851, -0.039248738437891006, -0.003907747566699982, 0.037456002086400986, 0.15320616960525513, 0.03556959331035614, 0.07279174774885178, -0.10736756026744843, 0.010270427912473679, 0.0482354611158371, 0.012834676541388035, 0.12136248499155045, -0.05704481527209282, 0.09922561049461365, 0.09796243906021118, 0.12804917991161346, -0.017945144325494766, -0.02599998190999031, -0.013918744400143623, 0.010572102852165699, 0.05295395106077194, -0.09705750644207001, 0.006758591625839472, 0.02968022972345352, 0.009387770667672157, 0.05397156998515129, -0.06155404821038246, -0.04002457857131958, 0.06653937697410583, 0.155079185962677, 0.08880352228879929, -0.15676024556159973, -0.016974974423646927, 0.029123840853571892, -0.0016279425472021103, -0.05125197395682335, 0.04842691123485565, 0.002170792082324624, -0.1054195985198021, 0.1451737880706787, 0.029298262670636177, 0.08815427869558334, 0.027241244912147522, -0.003289314918220043, 0.010083611123263836, 0.03052627667784691, 0.0004394306452013552, 0.09585387259721756, -0.3502388298511505, 0.23680250346660614, 0.018700694665312767, 0.027254758402705193, -0.012208332307636738, 0.01737292855978012, 0.02627822756767273, 0.028588393703103065, 0.11971808969974518, 0.007869633845984936, -0.10156489908695221, -0.07225186377763748, 0.007573869079351425, 0.07672841846942902, 0.07139512151479721, 0.10854565352201462, 0.08864352107048035, -0.018799547106027603, -0.057649705559015274, -0.019839609041810036, -0.040308933705091476, -0.20487080514431, 0.03703570365905762, 0.023807980120182037, -0.021023627370595932, -0.09288083016872406, -0.0460287481546402, -0.050104983150959015, -0.08354004472494125, 0.2166745662689209, -0.08013517409563065, -0.0798686295747757, -0.10036209970712662, 0.0041259657591581345, 0.1832783818244934, -0.12370722740888596, -0.020552894100546837, -0.08212952315807343, 0.02786928042769432, 0.010550971142947674, -0.08295039087533951, 0.06088430806994438, -0.03346795216202736, -0.1811617910861969, -0.022179415449500084, 0.16645947098731995, -0.0634719580411911, 0.058950673788785934, 0.017093999311327934, -0.022461963817477226, 0.019741147756576538, -0.10490503907203674, -0.03129223734140396, -0.02061360329389572, -0.019031131640076637, 0.11117244511842728, -0.1255459040403366, -0.08361425250768661, -0.05369352176785469, -0.08342514932155609, 0.07024180889129639, 0.26338544487953186, -0.05651629716157913, 0.03606298938393593, 0.07215115427970886, -0.11561955511569977, -0.173294797539711, 0.08191099762916565, 0.02063705585896969, 0.016535716131329536, 0.024830933660268784, -0.08923456817865372, 0.05681256949901581, -0.017946528270840645, -0.03405124321579933, 0.06048770248889923, -0.1918715536594391, -0.13278336822986603, 0.15826846659183502, 0.10848701000213623, 0.02393930032849312, -0.2098173052072525, -0.09900520741939545, -0.08516205847263336, -0.1602616310119629, -0.053247418254613876, -0.014074444770812988, 0.090006522834301, -0.06369572877883911, -0.10395897924900055, 0.04082990437746048, -0.042917098850011826, 0.14794011414051056, 0.03126465901732445, 0.03686375916004181, -0.0317608006298542, 0.08144344389438629, 0.02366093173623085, -0.0008177104755304754, 0.20438429713249207, -0.14214199781417847, 0.09182034432888031, -0.20178131759166718, -0.01756857894361019, -0.09999260306358337, 0.050804253667593, -0.08113139122724533, -0.0008883483242243528, -0.09765692800283432, 0.04522281512618065, 0.050177935510873795, 0.006573089864104986, 0.02336275205016136, -0.09309053421020508, 0.04009893536567688, 0.12378990650177002, 0.12657013535499573, 0.060768645256757736, -0.06372620165348053, 0.08515605330467224, -0.003390365978702903, 0.006343272980302572, -0.1536450982093811, 0.0339043028652668, 0.15406031906604767, 0.03324750438332558, 0.08754590153694153, -0.01852431148290634, -0.14085179567337036, -0.027230285108089447, 0.05262304097414017, -0.06051228567957878, -0.0126640098169446, -0.025657255202531815, -0.1948346197605133, -0.049715135246515274, -0.0036098710261285305, 0.14880505204200745, -0.03778047859668732, 0.011652350425720215, -0.018814824521541595, 0.004571536090224981, -0.05686689168214798, 0.1801038533449173, 0.0998082160949707, 0.06190831586718559, -0.07385216653347015, 0.07627850025892258, -0.0051648891530931, -0.038554929196834564, 0.0790664553642273, 0.14559994637966156, -0.0677722692489624, -0.06903554499149323, 0.15728320181369781, 0.18819022178649902, -0.04175633192062378, -0.06611248105764389, -0.1858779489994049, -0.1304864138364792, 0.04480532184243202, 0.17519645392894745, 0.09994526952505112, 0.04352743923664093, 0.12381674349308014, -0.0581059530377388, -0.0094661395996809, 0.1291898638010025, 0.10910502821207047, 0.04449433088302612, -0.0760929211974144, -0.033670537173748016, 0.027206851169466972, 0.11346999555826187, -0.0041608358733356, 0.012593665160238743, -0.17099517583847046, 0.05409462749958038, -0.261292964220047, 0.058129142969846725, 0.005936720408499241, -0.010828731581568718, -0.01127584371715784, -0.0840894803404808, -0.03810742124915123, 0.02774268016219139, -0.10037750005722046, -0.023387817665934563, 0.002195997629314661, 0.07567136734724045, -0.18762816488742828, -0.008050400763750076, 0.0601881667971611, -0.09830259531736374, 0.06625770777463913, 0.011843548156321049, -0.049915704876184464, 0.0674625039100647, -0.10057689249515533, 0.0023802369832992554, -0.010500356554985046, 0.031423140317201614, 0.0008672139374539256, -0.09419398009777069, 0.05950087308883667, 0.06882432848215103, 0.09427433460950851, 0.08402706682682037, 0.11046053469181061, -0.0983666479587555, -0.05373338237404823, -0.10289878398180008, -0.07591715455055237, -0.016024775803089142, 0.07535093277692795, 0.08924075216054916, 0.023766769096255302, 0.09022226929664612, -0.08485917001962662, 0.01766872964799404, -0.20129524171352386, -0.049161672592163086, -0.015399398282170296, -0.03829747438430786, -0.10383789986371994, 0.031394582241773605, 0.08828850835561752, -0.03636050224304199, 0.1391746550798416, -0.022264251485466957, 0.08433078974485397, 0.04171611741185188, -0.08445277810096741, 0.11610831320285797, 0.04768471047282219, 0.13782423734664917, -0.03591199591755867, 0.014932135120034218, 0.018877116963267326, -0.06504429131746292, 0.009224908426404, -0.009166155941784382, 0.14596927165985107, 0.23376818001270294, 0.07086687535047531, 0.13625483214855194, 0.04650496691465378, -0.027682308107614517, -0.024610627442598343, 0.015752175822854042, -0.044316526502370834, 0.13753698766231537, 0.0297679603099823, 0.2035582959651947, 0.12600158154964447, -0.20128187537193298, 0.08077055215835571, -0.06881554424762726, -0.09901443123817444, -0.14461153745651245, -0.0799824595451355, -0.12490095943212509, -0.16840048134326935, 0.071481853723526, -0.08634783327579498, 0.022362293675541878, 0.044530466198921204, 0.07394669204950333, -0.02620607800781727, 0.12044498324394226, 0.083159901201725, -0.03194750100374222, 0.12419864535331726, -0.00473469914868474, -0.03286626935005188, 0.0894247367978096, 0.03539157658815384, 0.08852022141218185, -0.06687415391206741, -0.026362163946032524, 0.061575911939144135, -0.07785148173570633, 0.023109037429094315, -0.011283490806818008, -0.05892516300082207, 0.001395484316162765, 0.02027328498661518, 0.09034179896116257, 0.16705897450447083, 0.06519144028425217, 0.006350270006805658, -0.009457564912736416, 0.12380263954401016, -0.016535267233848572, -0.11774934083223343, -0.10328834503889084, 0.15009722113609314, 0.01527114026248455, 0.011193681508302689, 0.020005030557513237, -0.07532022893428802, -0.005562479607760906, 0.2524298131465912, 0.1152881532907486, -0.008385049179196358, -0.0052329180762171745, 0.03130067139863968, -0.0026497601065784693, -0.0006015175604261458, 0.09999335557222366, 0.07198204100131989, 0.15804646909236908, -0.03861307352781296, -0.06316577643156052, -0.05353587493300438, -0.08068856596946716, -0.04329459369182587, 0.07437440007925034, 0.04639563709497452, -0.07263799756765366, -0.01886461116373539, 0.06622551381587982, -0.05446834862232208, -0.07739182561635971, 0.03575921431183815, -0.15412305295467377, -0.11850830167531967, -0.08274488151073456, 0.036247026175260544, 0.018035614863038063, -0.05201652646064758, -0.0364961139857769, -0.030553562566637993, 0.10359026491641998, -0.05832698941230774, -0.05520271509885788, -0.17616868019104004, 0.042951297014951706, -0.1309480369091034, 0.15177509188652039, 0.02946621924638748, 0.1868963986635208, 0.12602593004703522, 0.005005841143429279, -0.07068151235580444, 0.10686289519071579, 0.11877122521400452, -0.07281865924596786, 0.0614507831633091, 0.08175035566091537, 0.0032870846334844828, 0.13438254594802856, 0.04830656573176384, 0.08584383875131607, 0.04980356618762016, 0.027473513036966324, -0.04824657365679741, -0.1778368055820465, 0.028857050463557243, -0.15397830307483673, 0.07102572917938232, 0.1925615817308426, -0.0352318249642849, 0.026545343920588493, -0.07052308320999146, 0.07750580459833145, -0.05243966728448868, 0.04658465087413788, 0.03174364194273949, -0.17498667538166046, 0.07386145740747452, 0.07148326188325882, 0.03411993011832237, -0.2759549915790558, -0.05798511952161789, -0.012055600993335247, -0.02938411943614483, -0.031139373779296875, 0.1372402459383011, 0.02823610045015812, 0.06194150820374489, -0.030945084989070892, -0.16248130798339844, 0.01149052381515503, 0.12629054486751556, -0.17997832596302032, -0.08004917204380035 ]
null
null
transformers
### opus-mt-en-af * source languages: en * target languages: af * OPUS readme: [en-af](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-af/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-af/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-af/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-af/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.af | 56.1 | 0.741 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-af
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "af", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #af #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-af * source languages: en * target languages: af * OPUS readme: en-af * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 56.1, chr-F: 0.741
[ "### opus-mt-en-af\n\n\n* source languages: en\n* target languages: af\n* OPUS readme: en-af\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 56.1, chr-F: 0.741" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #af #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-af\n\n\n* source languages: en\n* target languages: af\n* OPUS readme: en-af\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 56.1, chr-F: 0.741" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #af #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-af\n\n\n* source languages: en\n* target languages: af\n* OPUS readme: en-af\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 56.1, chr-F: 0.741" ]
[ -0.11619672179222107, 0.11725803464651108, -0.004465428646653891, 0.07328881323337555, 0.07344411313533783, -0.0037661062087863684, 0.06621281057596207, 0.13956376910209656, -0.025958484038710594, -0.002181154442951083, 0.1314573436975479, 0.1256297081708908, 0.019275154918432236, 0.12090471386909485, -0.0921492800116539, -0.13240697979927063, 0.043805092573165894, 0.05226622894406319, -0.06736216694116592, 0.14244160056114197, 0.1009226143360138, -0.017748288810253143, 0.09922273457050323, -0.020598221570253372, -0.039793793112039566, 0.09192202240228653, 0.011417553760111332, -0.07667306065559387, 0.07185414433479309, 0.07805737853050232, 0.03237827867269516, 0.07013259083032608, -0.02846427634358406, -0.2009558528661728, 0.016716210171580315, 0.004900773987174034, -0.05223451554775238, 0.026709556579589844, 0.03388190269470215, -0.0782337561249733, 0.09579931199550629, -0.042055536061525345, -0.03282266855239868, 0.051992177963256836, -0.05944076180458069, -0.14745528995990753, -0.04424741864204407, -0.019684335216879845, -0.04043792560696602, 0.14287517964839935, -0.04465842619538307, 0.24523720145225525, -0.1325507014989853, 0.13992787897586823, 0.2125430554151535, -0.3242360055446625, -0.027246836572885513, 0.03549007698893547, 0.0457158237695694, 0.07359268516302109, -0.01010572724044323, -0.006329434458166361, 0.08429956436157227, 0.03762102872133255, -0.03895176202058792, -0.1320905238389969, -0.07681521028280258, 0.022963305935263634, -0.12127882242202759, -0.0326523594558239, 0.2802225649356842, 0.015416936948895454, -0.08370981365442276, 0.03361158445477486, -0.04613690823316574, -0.0243518128991127, -0.014708301052451134, 0.03409196808934212, 0.04532412067055702, 0.02891889587044716, 0.05206216871738434, -0.015994977205991745, -0.09546787291765213, -0.0653638169169426, -0.13779304921627045, 0.15010011196136475, 0.0456865169107914, 0.006834361236542463, -0.03668137639760971, 0.05033055692911148, -0.020054779946804047, -0.13220198452472687, -0.04676269739866257, -0.05536666512489319, 0.004826947581022978, 0.0548466257750988, -0.09836599975824356, -0.08484192937612534, 0.14041239023208618, 0.17078813910484314, -0.04206160455942154, 0.04724147915840149, -0.12348640710115433, 0.06080557033419609, -0.04088911414146423, 0.19538292288780212, -0.028990110382437706, -0.05542230233550072, 0.06801138818264008, 0.01778273843228817, 0.03211642801761627, 0.02564411424100399, -0.09264157712459564, -0.08550270646810532, 0.0276494063436985, 0.09364423155784607, 0.021433668211102486, 0.0660419911146164, -0.05431269481778145, -0.0016672633355483413, 0.02341848611831665, -0.15522170066833496, 0.004911123774945736, 0.043098509311676025, -0.020534109324216843, 0.07024916261434555, 0.07679373025894165, -0.01896364800632, -0.12579350173473358, 0.007545798551291227, -0.03850103169679642, -0.00495345052331686, -0.04100817069411278, -0.09879902750253677, 0.04082345589995384, -0.00992614682763815, 0.029834464192390442, -0.1553458571434021, -0.10460197180509567, -0.043903887271881104, 0.03870176151394844, -0.012255348265171051, -0.029840920120477676, -0.020188361406326294, -0.06056099012494087, 0.004245024174451828, -0.04881099984049797, 0.013341257348656654, -0.09484074264764786, 0.09165840595960617, 0.07112419605255127, 0.058368753641843796, -0.08240912109613419, 0.04788496345281601, -0.16245993971824646, -0.02158532664179802, -0.10463017225265503, 0.04737091809511185, -0.12409652769565582, 0.0727795660495758, -0.0817096009850502, -0.07873502373695374, -0.06347063183784485, 0.08133528381586075, 0.0499134361743927, 0.16954760253429413, -0.14324206113815308, -0.04718788340687752, 0.23012612760066986, -0.0918416753411293, -0.15656664967536926, 0.1419810801744461, 0.013138254173099995, -0.035065509378910065, 0.04982521012425423, 0.17755386233329773, -0.0235120952129364, -0.06209881603717804, 0.04212476685643196, 0.07094426453113556, 0.027694324031472206, -0.06856667995452881, 0.12049917876720428, -0.06141602620482445, -0.08791935443878174, 0.06047289818525314, -0.09752503782510757, 0.047669023275375366, 0.013630201108753681, -0.06010807678103447, -0.06987785547971725, -0.029030926525592804, 0.006173163652420044, 0.04179031774401665, 0.03521605581045151, -0.1322954148054123, -0.08730216324329376, -0.03197043016552925, 0.0710478201508522, -0.03482123464345932, 0.055267583578825, -0.04900277033448219, 0.10314654558897018, -0.07573360204696655, 0.03623821586370468, -0.15194493532180786, 0.05875367671251297, 0.004421825986355543, 0.015670903027057648, 0.1113802120089531, 0.054398756474256516, 0.025998037308454514, -0.07166219502687454, -0.02698478475213051, -0.01590237207710743, 0.054709456861019135, -0.025055255740880966, -0.06421046704053879, -0.1719343215227127, 0.06455625593662262, -0.021900242194533348, 0.014476265758275986, -0.10911357402801514, -0.010232855565845966, 0.02646140195429325, 0.05571811646223068, -0.03187582269310951, 0.07200036942958832, 0.002262804191559553, 0.04300706833600998, -0.0611383430659771, 0.0003418161941226572, 0.027360571548342705, 0.02168979123234749, -0.09243860095739365, 0.1596398949623108, -0.05614306032657623, 0.2129918485879898, 0.22451774775981903, -0.15723879635334015, -0.0036474582739174366, 0.014694803394377232, -0.02802497148513794, 0.0036858785897493362, 0.04755081981420517, -0.0022743146400898695, 0.06817588210105896, -0.013326052576303482, 0.15013426542282104, -0.14298883080482483, -0.009814012795686722, -0.029931072145700455, -0.07693850994110107, -0.036786794662475586, 0.1802242249250412, 0.048947688192129135, -0.1470525860786438, 0.1340108960866928, 0.20040641725063324, -0.14027999341487885, 0.16251763701438904, -0.07083075493574142, -0.07309863716363907, 0.06428617984056473, 0.065566785633564, -0.013147917576134205, 0.06522168219089508, -0.19637605547904968, 0.012831879779696465, 0.05528678745031357, 0.034100525081157684, 0.0635155439376831, -0.10722210258245468, -0.005513555370271206, 0.008473453111946583, -0.07662743330001831, -0.0044503468088805676, 0.03469398245215416, 0.025158731266856194, 0.11034201085567474, -0.027353858575224876, -0.0743347778916359, 0.02100660279393196, -0.024203509092330933, -0.13863570988178253, 0.2115146517753601, -0.12944841384887695, -0.21150609850883484, -0.12340434640645981, 0.05439898744225502, -0.1367538869380951, 0.0018392261117696762, 0.12337946891784668, -0.09775815904140472, -0.06012240797281265, -0.08585072308778763, 0.008768743835389614, -0.0037915243301540613, -0.007283886894583702, -0.05326883867383003, 0.0545361191034317, 0.030516982078552246, -0.13837236166000366, -0.04576757550239563, -0.010122573003172874, -0.03818048909306526, 0.05552464723587036, -0.13968081772327423, 0.11810801178216934, 0.1033138707280159, -0.008574315346777439, 0.03317045420408249, -0.007369207683950663, 0.16280467808246613, -0.05959726497530937, -0.04640328884124756, 0.14574569463729858, 0.011479929089546204, 0.008811394684016705, 0.09186204522848129, -0.01989799551665783, -0.06970597058534622, 0.06423832476139069, 0.031109075993299484, -0.013553901575505733, -0.29231488704681396, -0.09368861466646194, -0.0951133668422699, 0.045506324619054794, 0.011913017369806767, 0.06587440520524979, -0.025639202445745468, 0.061461981385946274, -0.02033858746290207, 0.016780221834778786, -0.004681705962866545, 0.06773674488067627, 0.19791516661643982, 0.002907100133597851, 0.14586646854877472, -0.09297677874565125, -0.0757012888789177, 0.09768136590719223, 0.04053773730993271, 0.0547235943377018, -0.01609470695257187, 0.10951782017946243, 0.06057392433285713, 0.14105461537837982, 0.023068387061357498, 0.07272814214229584, 0.003768445458263159, 0.004370695911347866, -0.022252166643738747, -0.08761273324489594, -0.059277020394802094, 0.06415801495313644, 0.007266253232955933, -0.02051788941025734, -0.07957983016967773, -0.08752317726612091, 0.10429061204195023, 0.12085913121700287, 0.03066422790288925, -0.18897484242916107, 0.0008230679668486118, 0.03956013172864914, -0.012105843052268028, -0.043127015233039856, 0.098175548017025, -0.03375484049320221, -0.07901497185230255, 0.08639773726463318, 0.014478985220193863, 0.13777676224708557, 0.02719593420624733, 0.03353351727128029, -0.05284632369875908, -0.029150817543268204, 0.0047872415743768215, 0.11141789704561234, -0.4172559380531311, 0.2407234013080597, 0.02059326134622097, -0.011463078670203686, -0.057439520955085754, 0.012871726416051388, 0.06982822716236115, 0.11127302050590515, 0.11787104606628418, -0.019790684804320335, -0.04633953422307968, -0.027205241844058037, -0.00823389645665884, 0.06889867037534714, 0.02687765099108219, 0.07721307128667831, 0.042430177330970764, -0.02700193040072918, -0.008363902568817139, -0.011527108028531075, 0.13682252168655396, -0.13574951887130737, -0.059861306101083755, 0.02435963973402977, 0.0738527849316597, -0.058256618678569794, -0.03443215414881706, -0.06813356280326843, -0.11621133983135223, 0.23736928403377533, -0.01382410153746605, -0.0797291025519371, -0.1121697649359703, -0.007901291362941265, 0.12594985961914062, -0.11292701214551926, -0.014754190109670162, -0.07869328558444977, -0.023596256971359253, -0.014107313007116318, -0.13787078857421875, 0.12866243720054626, -0.07447542995214462, -0.0834336057305336, -0.014875110238790512, 0.1280404031276703, -0.10037388652563095, 0.05885738506913185, 0.02046462893486023, -0.009514966048300266, -0.06697271019220352, -0.1062052994966507, -0.023375481367111206, -0.06743136793375015, 0.05905407294631004, 0.12058603763580322, -0.14189235866069794, -0.10171234607696533, -0.030423346906900406, -0.04986757040023804, 0.1784428060054779, 0.1898212879896164, -0.040106501430273056, 0.003468904411420226, 0.15903490781784058, -0.10220768302679062, -0.2754911482334137, 0.021303938701748848, -0.06707964092493057, 0.025098487734794617, 0.011638404801487923, -0.09751491993665695, 0.06329542398452759, 0.005748827010393143, -0.04747549816966057, 0.0607135184109211, -0.1503315269947052, -0.1107020303606987, 0.21926145255565643, 0.05956602469086647, 0.23629619181156158, -0.20584432780742645, -0.06714439392089844, -0.11174966394901276, -0.24003282189369202, 0.04058421030640602, -0.12045611441135406, 0.08356659859418869, -0.024492228403687477, -0.053115490823984146, 0.01765739545226097, -0.030808521434664726, 0.12867972254753113, 0.01758703403174877, 0.020978089421987534, -0.06460414081811905, 0.06277839094400406, -0.005180454347282648, 0.04033361375331879, 0.1687127947807312, -0.15571218729019165, 0.05870204046368599, -0.16288091242313385, -0.02676612325012684, -0.06217941641807556, 0.07994476705789566, -0.021261682733893394, -0.04114881902933121, -0.050932254642248154, 0.012242141179740429, 0.04229620844125748, 0.020030200481414795, 0.147299125790596, -0.11358896642923355, 0.042081378400325775, 0.22678929567337036, 0.13376030325889587, -0.0868196040391922, 0.03628256916999817, 0.039151374250650406, -0.029166461899876595, 0.056742072105407715, -0.1134459376335144, 0.08094929158687592, 0.14780446887016296, -0.034997764974832535, 0.08014225959777832, 0.0466887429356575, -0.06947095692157745, -0.03475115820765495, 0.08785431832075119, -0.11158086359500885, 0.05173158273100853, -0.04572392255067825, -0.16260099411010742, 0.00544468080624938, 0.03487696871161461, 0.18315911293029785, -0.028110744431614876, -0.018775485455989838, -0.0078396862372756, 0.011986818164587021, -0.07969364523887634, 0.13802608847618103, 0.09045196324586868, -0.0039056690875440836, -0.09833413362503052, 0.0967266634106636, -0.0010217113886028528, -0.10182078927755356, 0.02529328130185604, 0.1491374522447586, -0.08750350773334503, -0.13188214600086212, 0.08924517035484314, 0.11560256034135818, -0.13102038204669952, -0.0746491476893425, -0.15563850104808807, -0.11806240677833557, 0.048585716634988785, 0.09742320328950882, 0.13748051226139069, 0.026486920192837715, 0.03124670498073101, -0.07878607511520386, 0.011152636259794235, 0.07526221126317978, 0.06194216012954712, 0.03617867827415466, -0.06326844543218613, -0.006175290327519178, -0.03918444365262985, 0.10776343941688538, -0.03660982474684715, 0.030391467735171318, -0.15194275975227356, 0.04921320825815201, -0.235568568110466, 0.019015364348888397, -0.019058162346482277, -0.007839241065084934, -0.0023133689537644386, -0.09683801233768463, -0.06036118417978287, 0.01792280375957489, -0.12773869931697845, -0.03464319929480553, -0.025085723027586937, 0.06244762986898422, -0.12711426615715027, -0.018139980733394623, 0.07523494958877563, -0.046563368290662766, 0.06852888315916061, 0.054154060781002045, -0.09014270454645157, 0.08334867656230927, -0.13772831857204437, -0.0046429322101175785, 0.038346510380506516, 0.05589199811220169, 0.035453904420137405, -0.009459838271141052, 0.04550556465983391, 0.1430680900812149, 0.08013708144426346, 0.05254925787448883, 0.14072544872760773, -0.12963996827602386, -0.050055745989084244, -0.08261854946613312, -0.1094970554113388, -0.0009772024350240827, 0.017511747777462006, 0.09878366440534592, 0.06372968852519989, 0.12296531349420547, -0.06686694920063019, -0.00038813380524516106, -0.13989776372909546, 0.011451957747340202, -0.007601459976285696, -0.09743436425924301, -0.07302910089492798, -0.030818725004792213, 0.06372662633657455, -0.0035613467916846275, 0.22676116228103638, 0.04963440075516701, 0.059580981731414795, 0.04241349920630455, -0.043066490441560745, 0.16722020506858826, 0.026690419763326645, 0.17604707181453705, 0.0011304630897939205, 0.0008067543967626989, -0.06037110462784767, -0.027615755796432495, 0.052328791469335556, 0.017115525901317596, 0.11293233186006546, 0.2106148898601532, 0.12083470821380615, 0.1704416275024414, 0.013893614523112774, 0.02414792776107788, -0.0024970925878733397, -0.08389856666326523, 0.03605100139975548, 0.10432971268892288, 0.010660840198397636, 0.1338876336812973, 0.15637239813804626, -0.1057959571480751, 0.05135287716984749, -0.06090589612722397, -0.03309120982885361, -0.17465196549892426, -0.09934060275554657, -0.1305421143770218, -0.16661672294139862, 0.010779258795082569, -0.11402169615030289, 0.016235046088695526, 0.03336402028799057, 0.06291472911834717, -0.06690426170825958, 0.08957754075527191, 0.003748294897377491, -0.10795170068740845, 0.10799352824687958, -0.04222944378852844, 0.02256109192967415, 0.07669388502836227, 0.007588673382997513, 0.02901902049779892, -0.015805967152118683, -0.009034141898155212, 0.05447777360677719, -0.07986906915903091, 0.03131479397416115, -0.08597522228956223, -0.04485302418470383, -0.043075207620859146, 0.040682971477508545, 0.051812540739774704, 0.2254525125026703, 0.035913895815610886, -0.0022592758759856224, 0.03979119658470154, 0.17830288410186768, -0.0507119745016098, -0.1057397872209549, -0.1183471530675888, 0.1439632773399353, 0.043031252920627594, 0.07232273370027542, -0.01677323505282402, -0.06959916651248932, -0.001676748739555478, 0.3029673397541046, 0.2336808145046234, -0.09789381176233292, 0.009555461816489697, 0.05596857890486717, 0.015221968293190002, 0.057715658098459244, 0.07549889385700226, 0.14259861409664154, 0.1974697709083557, -0.05903726816177368, -0.05087198689579964, -0.0678316205739975, -0.020866990089416504, -0.07979463785886765, 0.08395075052976608, 0.03876690939068794, -0.10019809752702713, -0.007862668484449387, 0.07232507318258286, -0.03771866485476494, -0.025376738980412483, -0.03430454060435295, -0.15806899964809418, -0.0869550034403801, -0.03812289610505104, 0.04670955613255501, 0.03782150149345398, 0.007668023928999901, -0.03895365819334984, -0.024997780099511147, 0.03387802466750145, -0.040932197123765945, -0.1039009541273117, -0.10911300778388977, 0.03575191646814346, -0.11139442771673203, 0.09447059780359268, 0.012803405523300171, 0.1274314522743225, 0.10418391227722168, 0.06606459617614746, -0.030492179095745087, 0.11111588776111603, 0.03889016434550285, -0.03567081689834595, 0.07795226573944092, -0.010444940067827702, -0.00951220653951168, 0.02588055655360222, 0.05858674645423889, -0.007649432402104139, 0.07113298773765564, -0.027968307957053185, -0.07959449291229248, -0.12585040926933289, 0.02823408879339695, -0.18573181331157684, 0.06503722816705704, 0.15941248834133148, -0.020772524178028107, 0.002334312302991748, -0.07064621895551682, 0.0503498874604702, -0.022862907499074936, -0.028140975162386894, -0.014913947321474552, -0.12315591424703598, 0.010217140428721905, 0.060562361031770706, 0.01470407284796238, -0.26659727096557617, -0.01600504480302334, -0.0717446580529213, -0.01151080708950758, -0.1013646200299263, 0.08702879399061203, 0.05645280331373215, 0.006500038783997297, -0.028071776032447815, -0.19817250967025757, 0.03167670592665672, 0.07905806601047516, -0.14017020165920258, -0.0878470316529274 ]
null
null
transformers
### eng-afa * source group: English * target group: Afro-Asiatic languages * OPUS readme: [eng-afa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-afa/README.md) * model: transformer * source language(s): eng * target language(s): acm afb amh apc ara arq ary arz hau_Latn heb kab mlt rif_Latn shy_Latn som tir * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-afa/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-afa/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-afa/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-amh.eng.amh | 11.6 | 0.504 | | Tatoeba-test.eng-ara.eng.ara | 12.0 | 0.404 | | Tatoeba-test.eng-hau.eng.hau | 10.2 | 0.429 | | Tatoeba-test.eng-heb.eng.heb | 32.3 | 0.551 | | Tatoeba-test.eng-kab.eng.kab | 1.6 | 0.191 | | Tatoeba-test.eng-mlt.eng.mlt | 17.7 | 0.551 | | Tatoeba-test.eng.multi | 14.4 | 0.375 | | Tatoeba-test.eng-rif.eng.rif | 1.7 | 0.103 | | Tatoeba-test.eng-shy.eng.shy | 0.8 | 0.090 | | Tatoeba-test.eng-som.eng.som | 16.0 | 0.429 | | Tatoeba-test.eng-tir.eng.tir | 2.7 | 0.238 | ### System Info: - hf_name: eng-afa - source_languages: eng - target_languages: afa - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-afa/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'so', 'ti', 'am', 'he', 'mt', 'ar', 'afa'] - src_constituents: {'eng'} - tgt_constituents: {'som', 'rif_Latn', 'tir', 'kab', 'arq', 'afb', 'amh', 'arz', 'heb', 'shy_Latn', 'apc', 'mlt', 'thv', 'ara', 'hau_Latn', 'acm', 'ary'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-afa/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-afa/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: afa - short_pair: en-afa - chrF2_score: 0.375 - bleu: 14.4 - brevity_penalty: 1.0 - ref_len: 58110.0 - src_name: English - tgt_name: Afro-Asiatic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: afa - prefer_old: False - long_pair: eng-afa - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "so", "ti", "am", "he", "mt", "ar", "afa"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-afa
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "so", "ti", "am", "he", "mt", "ar", "afa", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "so", "ti", "am", "he", "mt", "ar", "afa" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #so #ti #am #he #mt #ar #afa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-afa * source group: English * target group: Afro-Asiatic languages * OPUS readme: eng-afa * model: transformer * source language(s): eng * target language(s): acm afb amh apc ara arq ary arz hau\_Latn heb kab mlt rif\_Latn shy\_Latn som tir * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 11.6, chr-F: 0.504 testset: URL, BLEU: 12.0, chr-F: 0.404 testset: URL, BLEU: 10.2, chr-F: 0.429 testset: URL, BLEU: 32.3, chr-F: 0.551 testset: URL, BLEU: 1.6, chr-F: 0.191 testset: URL, BLEU: 17.7, chr-F: 0.551 testset: URL, BLEU: 14.4, chr-F: 0.375 testset: URL, BLEU: 1.7, chr-F: 0.103 testset: URL, BLEU: 0.8, chr-F: 0.090 testset: URL, BLEU: 16.0, chr-F: 0.429 testset: URL, BLEU: 2.7, chr-F: 0.238 ### System Info: * hf\_name: eng-afa * source\_languages: eng * target\_languages: afa * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'so', 'ti', 'am', 'he', 'mt', 'ar', 'afa'] * src\_constituents: {'eng'} * tgt\_constituents: {'som', 'rif\_Latn', 'tir', 'kab', 'arq', 'afb', 'amh', 'arz', 'heb', 'shy\_Latn', 'apc', 'mlt', 'thv', 'ara', 'hau\_Latn', 'acm', 'ary'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: afa * short\_pair: en-afa * chrF2\_score: 0.375 * bleu: 14.4 * brevity\_penalty: 1.0 * ref\_len: 58110.0 * src\_name: English * tgt\_name: Afro-Asiatic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: afa * prefer\_old: False * long\_pair: eng-afa * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-afa\n\n\n* source group: English\n* target group: Afro-Asiatic languages\n* OPUS readme: eng-afa\n* model: transformer\n* source language(s): eng\n* target language(s): acm afb amh apc ara arq ary arz hau\\_Latn heb kab mlt rif\\_Latn shy\\_Latn som tir\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 11.6, chr-F: 0.504\ntestset: URL, BLEU: 12.0, chr-F: 0.404\ntestset: URL, BLEU: 10.2, chr-F: 0.429\ntestset: URL, BLEU: 32.3, chr-F: 0.551\ntestset: URL, BLEU: 1.6, chr-F: 0.191\ntestset: URL, BLEU: 17.7, chr-F: 0.551\ntestset: URL, BLEU: 14.4, chr-F: 0.375\ntestset: URL, BLEU: 1.7, chr-F: 0.103\ntestset: URL, BLEU: 0.8, chr-F: 0.090\ntestset: URL, BLEU: 16.0, chr-F: 0.429\ntestset: URL, BLEU: 2.7, chr-F: 0.238", "### System Info:\n\n\n* hf\\_name: eng-afa\n* source\\_languages: eng\n* target\\_languages: afa\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'so', 'ti', 'am', 'he', 'mt', 'ar', 'afa']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'som', 'rif\\_Latn', 'tir', 'kab', 'arq', 'afb', 'amh', 'arz', 'heb', 'shy\\_Latn', 'apc', 'mlt', 'thv', 'ara', 'hau\\_Latn', 'acm', 'ary'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: afa\n* short\\_pair: en-afa\n* chrF2\\_score: 0.375\n* bleu: 14.4\n* brevity\\_penalty: 1.0\n* ref\\_len: 58110.0\n* src\\_name: English\n* tgt\\_name: Afro-Asiatic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: afa\n* prefer\\_old: False\n* long\\_pair: eng-afa\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #so #ti #am #he #mt #ar #afa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-afa\n\n\n* source group: English\n* target group: Afro-Asiatic languages\n* OPUS readme: eng-afa\n* model: transformer\n* source language(s): eng\n* target language(s): acm afb amh apc ara arq ary arz hau\\_Latn heb kab mlt rif\\_Latn shy\\_Latn som tir\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 11.6, chr-F: 0.504\ntestset: URL, BLEU: 12.0, chr-F: 0.404\ntestset: URL, BLEU: 10.2, chr-F: 0.429\ntestset: URL, BLEU: 32.3, chr-F: 0.551\ntestset: URL, BLEU: 1.6, chr-F: 0.191\ntestset: URL, BLEU: 17.7, chr-F: 0.551\ntestset: URL, BLEU: 14.4, chr-F: 0.375\ntestset: URL, BLEU: 1.7, chr-F: 0.103\ntestset: URL, BLEU: 0.8, chr-F: 0.090\ntestset: URL, BLEU: 16.0, chr-F: 0.429\ntestset: URL, BLEU: 2.7, chr-F: 0.238", "### System Info:\n\n\n* hf\\_name: eng-afa\n* source\\_languages: eng\n* target\\_languages: afa\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'so', 'ti', 'am', 'he', 'mt', 'ar', 'afa']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'som', 'rif\\_Latn', 'tir', 'kab', 'arq', 'afb', 'amh', 'arz', 'heb', 'shy\\_Latn', 'apc', 'mlt', 'thv', 'ara', 'hau\\_Latn', 'acm', 'ary'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: afa\n* short\\_pair: en-afa\n* chrF2\\_score: 0.375\n* bleu: 14.4\n* brevity\\_penalty: 1.0\n* ref\\_len: 58110.0\n* src\\_name: English\n* tgt\\_name: Afro-Asiatic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: afa\n* prefer\\_old: False\n* long\\_pair: eng-afa\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 74, 356, 504 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #so #ti #am #he #mt #ar #afa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-afa\n\n\n* source group: English\n* target group: Afro-Asiatic languages\n* OPUS readme: eng-afa\n* model: transformer\n* source language(s): eng\n* target language(s): acm afb amh apc ara arq ary arz hau\\_Latn heb kab mlt rif\\_Latn shy\\_Latn som tir\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 11.6, chr-F: 0.504\ntestset: URL, BLEU: 12.0, chr-F: 0.404\ntestset: URL, BLEU: 10.2, chr-F: 0.429\ntestset: URL, BLEU: 32.3, chr-F: 0.551\ntestset: URL, BLEU: 1.6, chr-F: 0.191\ntestset: URL, BLEU: 17.7, chr-F: 0.551\ntestset: URL, BLEU: 14.4, chr-F: 0.375\ntestset: URL, BLEU: 1.7, chr-F: 0.103\ntestset: URL, BLEU: 0.8, chr-F: 0.090\ntestset: URL, BLEU: 16.0, chr-F: 0.429\ntestset: URL, BLEU: 2.7, chr-F: 0.238" ]
[ -0.14488768577575684, 0.11270826309919357, -0.00493355980142951, 0.03770146146416664, 0.035221077501773834, 0.06460390985012054, 0.09376753866672516, 0.15919442474842072, 0.0748850554227829, 0.09790966659784317, 0.09339539706707001, 0.05211474001407623, 0.06881193816661835, 0.1608557254076004, -0.021386850625276566, -0.08096449822187424, -0.012152777053415775, 0.02177370898425579, -0.053063567727804184, 0.12470913678407669, 0.06665785610675812, -0.02671504206955433, 0.08031753450632095, -0.0647318884730339, -0.0049346513114869595, 0.051884010434150696, 0.009260142222046852, -0.04944116622209549, 0.004522745497524738, 0.07194042950868607, 0.020492594689130783, 0.09426123648881912, 0.006419740617275238, -0.2945248484611511, -0.0012874999083578587, 0.0066469148732721806, 0.0040021054446697235, 0.012127507477998734, 0.024151863530278206, -0.0803053081035614, 0.1098255068063736, -0.03751585632562637, 0.0032499972730875015, 0.06696972995996475, -0.028941603377461433, -0.24522772431373596, -0.07839979231357574, 0.054485172033309937, 0.0073784999549388885, 0.09723018109798431, -0.04288187250494957, 0.1582564115524292, -0.11028208583593369, 0.11833243817090988, 0.26009559631347656, -0.20479273796081543, -0.02510407380759716, 0.11639497429132462, 0.07676760107278824, 0.0831645131111145, -0.06450419872999191, -0.02747083641588688, 0.11360443383455276, 0.04016535356640816, -0.0646650493144989, -0.1134795993566513, -0.02392720989882946, 0.005719893146306276, -0.10772097110748291, -0.04280337318778038, 0.24407218396663666, 0.04725322127342224, -0.1128862276673317, -0.014516633003950119, -0.0020445631816983223, -0.1250610649585724, -0.02902608923614025, 0.0507999025285244, 0.03353121131658554, -0.059253089129924774, 0.0136248879134655, 0.015465334057807922, -0.02992074564099312, -0.09620779007673264, 0.03507380187511444, 0.1353888213634491, 0.04008426144719124, -0.00214224006049335, 0.03180799260735512, 0.06554030627012253, 0.001399598317220807, -0.15830054879188538, -0.0982101708650589, -0.0464073047041893, -0.03905852884054184, 0.030751029029488564, -0.012433741241693497, -0.03508882597088814, 0.13716992735862732, 0.17016425728797913, -0.1002771258354187, 0.131610706448555, -0.11466269940137863, -0.0006471819942817092, -0.04966156929731369, 0.24542096257209778, 0.027499092742800713, -0.10559901595115662, 0.015259712003171444, 0.11233332753181458, 0.015653328970074654, 0.04289510101079941, -0.020252946764230728, -0.04854412376880646, 0.03533894196152687, 0.10333452373743057, -0.028763215988874435, 0.040919020771980286, -0.05004119873046875, 0.013978824950754642, 0.047630295157432556, -0.14638185501098633, 0.02167818695306778, 0.1306845247745514, -0.05337032675743103, 0.005384298972785473, 0.11468840390443802, -0.10035265237092972, -0.04550082981586456, 0.007005894556641579, -0.018617412075400352, -0.01005270704627037, -0.03655447065830231, -0.115726999938488, 0.06706476211547852, -0.022398557513952255, 0.007151524070650339, -0.07518183439970016, -0.07424748688936234, -0.08818446099758148, -0.0028830966912209988, -0.02087043970823288, 0.03912277892231941, -0.035472460091114044, -0.05962236598134041, 0.018203701823949814, -0.012769059278070927, -0.008325241506099701, -0.07246116548776627, 0.12391485273838043, 0.08967429399490356, 0.04502147436141968, 0.07906726002693176, 0.008850844576954842, -0.1105843111872673, 0.05503103509545326, -0.2096550464630127, 0.08455485850572586, -0.233608677983284, 0.06971942633390427, -0.08595387637615204, -0.11970029771327972, -0.0073149497620761395, 0.03778957948088646, 0.04407105594873428, 0.18803167343139648, -0.13414831459522247, -0.059213023632764816, 0.19744645059108734, -0.1146412044763565, -0.1273498386144638, 0.051155027002096176, 0.023135041818022728, -0.036092303693294525, 0.05691872537136078, 0.1755077838897705, 0.1267957240343094, -0.12052198499441147, -0.03151480108499527, 0.040951576083898544, 0.11415936797857285, 0.04961090534925461, 0.12011149525642395, -0.08390989154577255, -0.0928845927119255, 0.047186627984046936, -0.1185271367430687, 0.05130154266953468, -0.019121302291750908, -0.03599833324551582, -0.06136432662606239, -0.06399893760681152, 0.013677461072802544, 0.07512003183364868, -0.038448382169008255, -0.11663562059402466, -0.10420206189155579, 0.012248828075826168, 0.15134908258914948, -0.09540973603725433, 0.017917867749929428, -0.04202432930469513, 0.08775118738412857, -0.06110753118991852, 0.0031866084318608046, -0.09824740141630173, -0.05887393280863762, 0.09374847263097763, -0.0701204314827919, 0.054030291736125946, -0.001680599874816835, 0.0709242895245552, -0.029087338596582413, -0.04781591519713402, -0.05974913761019707, 0.02598186582326889, -0.032040074467659, -0.028201578184962273, -0.2011183500289917, -0.006724134553223848, -0.026182563975453377, 0.13292837142944336, -0.250600129365921, -0.010069706477224827, 0.045631080865859985, 0.08537162095308304, -0.012499744072556496, 0.009981212206184864, 0.06406860053539276, -0.003920791205018759, -0.043338343501091, -0.053307510912418365, -0.034230757504701614, -0.03854644298553467, -0.12986037135124207, 0.05789842829108238, -0.03953750804066658, 0.046342410147190094, 0.14433170855045319, 0.05570938065648079, -0.07717647403478622, -0.013207286596298218, -0.04221469536423683, -0.016985537484288216, 0.049673352390527725, -0.038641706109046936, 0.011698237620294094, 0.007985047996044159, 0.12459105253219604, -0.14771869778633118, -0.042239945381879807, -0.005575602408498526, -0.012795853428542614, -0.03745822235941887, 0.21839331090450287, -0.012749690562486649, -0.04859653487801552, 0.08191661536693573, 0.06229928135871887, -0.05866442620754242, 0.17992419004440308, -0.10070101171731949, -0.10315006971359253, 0.020292427390813828, 0.11835910379886627, -0.01595217175781727, 0.16132822632789612, -0.06329918652772903, 0.06164875999093056, 0.02714119665324688, -0.020968055352568626, 0.015173127874732018, -0.06276070326566696, -0.002401157282292843, -0.007803917396813631, -0.14544369280338287, -0.018808159977197647, 0.019801778718829155, 0.03726806119084358, 0.07320155948400497, -0.057860519737005234, -0.012274172157049179, -0.03327671065926552, -0.04060809314250946, -0.16305021941661835, 0.2329746037721634, -0.10931205749511719, -0.14816085994243622, -0.0814293920993805, 0.08263427019119263, -0.0962391346693039, -0.05721208080649376, 0.04177049919962883, -0.16415643692016602, -0.06457342952489853, -0.13329245150089264, 0.007419029716402292, 0.02348390966653824, -0.019011665135622025, -0.07398083060979843, 0.01534190122038126, 0.08939382433891296, -0.15974172949790955, 0.00520983524620533, -0.01819666661322117, 0.005381686147302389, -0.004630835261195898, -0.0931234061717987, 0.08505365252494812, 0.12332122027873993, 0.02273973636329174, 0.05804473161697388, -0.006125040352344513, 0.2007061243057251, -0.07610924541950226, 0.008633431978523731, 0.02935113199055195, 0.010843944735825062, 0.0006838949047960341, 0.11672952026128769, -0.020336676388978958, -0.0623464360833168, 0.029309481382369995, 0.03662873059511185, 0.01617373153567314, -0.343700110912323, -0.05411072447896004, -0.017234904691576958, 0.046227019280195236, 0.02670343406498432, 0.08376455307006836, -0.06256336718797684, 0.05594896897673607, -0.04960204288363457, -0.008062755689024925, 0.022719737142324448, 0.03430211916565895, 0.13389258086681366, 0.026624521240592003, 0.04738942161202431, -0.11199428886175156, 0.016687029972672462, 0.07306770235300064, 0.021629106253385544, 0.1266193389892578, -0.07204706221818924, 0.10855083167552948, 0.05227604880928993, 0.11484768241643906, -0.011804379522800446, 0.022794222459197044, -0.021589340642094612, 0.0019004367059096694, 0.039263684302568436, -0.10656536370515823, -0.0040344297885894775, 0.0439300574362278, 0.03903019428253174, 0.0670875534415245, -0.043569352477788925, -0.07364998757839203, 0.06669429689645767, 0.12474541366100311, 0.05336933583021164, -0.21294811367988586, -0.007704016286879778, 0.04744940251111984, 0.01571335271000862, -0.0553235188126564, 0.028634121641516685, 0.045470405369997025, -0.0891566127538681, 0.16929765045642853, 0.02624133788049221, 0.0758342444896698, 0.01709151640534401, -0.02140689827501774, 0.05032551661133766, 0.024730397388339043, -0.01162558514624834, 0.08107475936412811, -0.33086156845092773, 0.16897593438625336, 0.04048733040690422, 0.010898493230342865, -0.014467071741819382, 0.014329388737678528, 0.032736338675022125, 0.042725153267383575, 0.11417581140995026, 0.007254729978740215, -0.06948437541723251, -0.15468664467334747, -0.009013151749968529, 0.06234695389866829, 0.06832841783761978, 0.052424170076847076, 0.08723537623882294, 0.0004284414753783494, -0.06230858713388443, -0.027390606701374054, -0.11199072003364563, -0.17981156706809998, -0.007100260350853205, 0.03842742368578911, -0.017194261774420738, -0.03206484764814377, -0.04856058582663536, -0.04181629419326782, -0.08041473478078842, 0.16852056980133057, -0.1561117023229599, -0.08937141299247742, -0.10530314594507217, 0.001181336585432291, 0.22551488876342773, -0.11514914780855179, 0.001969395438209176, -0.05343330278992653, -0.005245403852313757, -0.0048341150395572186, -0.09778950363397598, 0.045080769807100296, -0.05143251642584801, -0.1852799504995346, -0.027493489906191826, 0.18931560218334198, -0.04651175066828728, 0.069488026201725, 0.0121269840747118, -0.0430881567299366, 0.051644109189510345, -0.12315243482589722, -0.02929583750665188, 0.005712911486625671, -0.03673330694437027, 0.14214260876178741, -0.13581162691116333, -0.06997217983007431, -0.07674480229616165, -0.041998252272605896, 0.039918094873428345, 0.27576643228530884, -0.07341300696134567, 0.021121829748153687, 0.049744609743356705, -0.11227552592754364, -0.1454879641532898, 0.08572554588317871, 0.034647371619939804, 0.0006857418338768184, 0.03276143595576286, -0.1315467655658722, 0.046425338834524155, -0.004267267417162657, -0.007946529425680637, 0.18671956658363342, -0.1937461644411087, -0.10669126361608505, 0.1338576227426529, 0.07180279493331909, -0.008216164074838161, -0.22213467955589294, -0.11627032607793808, -0.0741339847445488, -0.15751245617866516, -0.023400237783789635, -0.03519519418478012, 0.0855412632226944, -0.03496855869889259, -0.06923594325780869, 0.06640399992465973, -0.03494851663708687, 0.15332044661045074, 0.02593468874692917, 0.03379794582724571, -0.03229760378599167, 0.07333417236804962, 0.004983528982847929, 0.003123864298686385, 0.20377177000045776, -0.1352231800556183, 0.05995931476354599, -0.16864952445030212, -0.01559234969317913, -0.09020732343196869, 0.06050710380077362, -0.0792279914021492, 0.01442069374024868, -0.10691054165363312, 0.031631406396627426, 0.04519849270582199, 0.023244284093379974, 0.027557970955967903, -0.09671889245510101, 0.05055864527821541, 0.13711397349834442, 0.14603453874588013, 0.08787564933300018, -0.04030350595712662, 0.06270058453083038, -0.014966024085879326, 0.02384752780199051, -0.196668341755867, 0.05103465914726257, 0.14401595294475555, 0.015946542844176292, 0.11377765238285065, -0.028019029647111893, -0.14974798262119293, -0.03452571481466293, 0.08632019907236099, -0.053253017365932465, 0.011899923905730247, -0.028478043153882027, -0.24060605466365814, -0.0746084451675415, -0.014122717082500458, 0.1614474058151245, -0.03757794201374054, 0.01608217880129814, -0.016911348327994347, 0.022439194843173027, -0.03714040666818619, 0.17606180906295776, 0.1029524877667427, 0.04802835360169411, -0.09096091240644455, 0.066033273935318, -0.010388088412582874, -0.06293950974941254, 0.05131971463561058, 0.14456185698509216, -0.06357023864984512, -0.06508154422044754, 0.04214724525809288, 0.10952849686145782, -0.07663898915052414, -0.05132322758436203, -0.13842709362506866, -0.11245577037334442, 0.01170220598578453, 0.21338987350463867, 0.060404784977436066, 0.041863832622766495, 0.14287228882312775, -0.025138050317764282, -0.01450164895504713, 0.1186479777097702, 0.07102233916521072, 0.04824529215693474, -0.10099008679389954, 0.0033814599737524986, 0.04171140864491463, 0.09340567886829376, -0.005245774053037167, 0.033794596791267395, -0.16195909678936005, 0.033225178718566895, -0.2115265130996704, 0.06767287105321884, 0.0058692749589681625, 0.002405256498605013, -0.006352119613438845, -0.08387524634599686, -0.057124409824609756, 0.01716395653784275, -0.10262227058410645, -0.021965596824884415, 0.01739790290594101, 0.08427369594573975, -0.1593329757452011, -0.03256871923804283, 0.05007928982377052, -0.10304006189107895, 0.06857018172740936, 0.018885184079408646, -0.0370122566819191, 0.052631985396146774, -0.10750384628772736, 0.01818825863301754, 0.019835202023386955, 0.02497750334441662, -0.01519585121423006, -0.05007295683026314, 0.07244838029146194, 0.044383905827999115, 0.06429322063922882, 0.06936846673488617, 0.09188833832740784, -0.11096759140491486, -0.036985334008932114, -0.1075817421078682, -0.05945999547839165, -0.01237568911164999, 0.07525575906038284, 0.09241491556167603, 0.022135237231850624, 0.09270413219928741, -0.08678167313337326, 0.02387882024049759, -0.213705375790596, -0.051933467388153076, -0.03380289673805237, -0.046904049813747406, -0.11209983378648758, 0.05357278510928154, 0.07315029203891754, -0.03288641944527626, 0.17190565168857574, -0.056518178433179855, 0.07360522449016571, 0.019211985170841217, -0.051461111754179, 0.10177915543317795, 0.031728699803352356, 0.13284757733345032, -0.028404586017131805, 0.02198372408747673, 0.014515017159283161, -0.024739310145378113, 0.010257342830300331, -0.031175732612609863, 0.04784658923745155, 0.20023871958255768, 0.07735633105039597, 0.13106122612953186, 0.045266199856996536, -0.07830557227134705, 0.04950696602463722, 0.05051381513476372, -0.025660259649157524, 0.10282350331544876, 0.028129898011684418, 0.19807633757591248, 0.13183966279029846, -0.18558374047279358, 0.0544787272810936, -0.03783800080418587, -0.07907333225011826, -0.1355605125427246, -0.05932126194238663, -0.11388538032770157, -0.17574097216129303, 0.06694543361663818, -0.08962933719158173, 0.019359536468982697, 0.04347935691475868, 0.06036650761961937, -0.011455162428319454, 0.1168636605143547, 0.050448667258024216, -0.07234543561935425, 0.10896146297454834, 0.011090520769357681, -0.014666901901364326, 0.0854705274105072, 0.008245771750807762, 0.10718150436878204, -0.07524973154067993, -0.007720101159065962, 0.05775371566414833, -0.03207997977733612, 0.06525664776563644, -0.03191134333610535, -0.06066581606864929, -0.009052169509232044, 0.04465065523982048, 0.08833757787942886, 0.1932692974805832, 0.07151065021753311, 0.006240943446755409, -0.014032559469342232, 0.1021459698677063, -0.023194223642349243, -0.07625315338373184, -0.09751691669225693, 0.12988905608654022, 0.021356742829084396, 0.038075536489486694, -0.020387282595038414, -0.07997291535139084, -0.0021074716933071613, 0.23293063044548035, 0.11816226691007614, -0.012157580815255642, -0.01153397187590599, 0.011609853245317936, -0.002733220113441348, 0.000145256650284864, 0.07273998856544495, 0.06972414255142212, 0.14011625945568085, -0.01587417721748352, -0.06755506992340088, -0.0409720204770565, -0.06163964793086052, -0.029749294742941856, 0.07610868662595749, -0.007041637785732746, -0.04831811413168907, -0.007027657236903906, 0.07310576736927032, -0.04258190840482712, -0.1011589840054512, 0.06482882797718048, -0.1515568345785141, -0.08874045312404633, -0.08325641602277756, -0.009341277182102203, 0.05871118977665901, -0.06936737149953842, -0.040446240454912186, -0.07140662521123886, 0.10571097582578659, -0.06521772593259811, -0.08383679389953613, -0.1650833785533905, 0.010118934325873852, -0.17384308576583862, 0.21039533615112305, 0.017725059762597084, 0.15508027374744415, 0.1053413525223732, -0.0026488089933991432, -0.07725905627012253, 0.0847320631146431, 0.11401133239269257, -0.11909373849630356, 0.05207383632659912, 0.08556821197271347, 0.0021575195714831352, 0.20834030210971832, 0.049412596970796585, 0.06473585218191147, 0.053572945296764374, 0.043832723051309586, -0.08024591952562332, -0.163072407245636, 0.004388780798763037, -0.13325092196464539, 0.09809699654579163, 0.20149458944797516, -0.040427885949611664, -0.005833827890455723, -0.08216183632612228, 0.03960200399160385, -0.023810207843780518, 0.07647017389535904, 0.04655458405613899, -0.15589654445648193, 0.04920976608991623, 0.04545261710882187, 0.05302516743540764, -0.251437783241272, -0.011238704435527325, -0.0051688989624381065, -0.0364147312939167, -0.03018675558269024, 0.15330269932746887, 0.03270438686013222, 0.05997132882475853, -0.028270971029996872, -0.20376110076904297, 0.0399852879345417, 0.14675970375537872, -0.1898471862077713, -0.073762446641922 ]
null
null
transformers
### eng-alv * source group: English * target group: Atlantic-Congo languages * OPUS readme: [eng-alv](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-alv/README.md) * model: transformer * source language(s): eng * target language(s): ewe fuc fuv ibo kin lin lug nya run sag sna swh toi_Latn tso umb wol xho yor zul * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-alv/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-alv/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-alv/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-ewe.eng.ewe | 4.9 | 0.212 | | Tatoeba-test.eng-ful.eng.ful | 0.6 | 0.079 | | Tatoeba-test.eng-ibo.eng.ibo | 3.5 | 0.255 | | Tatoeba-test.eng-kin.eng.kin | 10.5 | 0.510 | | Tatoeba-test.eng-lin.eng.lin | 1.1 | 0.273 | | Tatoeba-test.eng-lug.eng.lug | 5.3 | 0.340 | | Tatoeba-test.eng.multi | 11.4 | 0.429 | | Tatoeba-test.eng-nya.eng.nya | 18.1 | 0.595 | | Tatoeba-test.eng-run.eng.run | 13.9 | 0.484 | | Tatoeba-test.eng-sag.eng.sag | 5.3 | 0.194 | | Tatoeba-test.eng-sna.eng.sna | 26.2 | 0.623 | | Tatoeba-test.eng-swa.eng.swa | 1.0 | 0.141 | | Tatoeba-test.eng-toi.eng.toi | 7.0 | 0.224 | | Tatoeba-test.eng-tso.eng.tso | 46.7 | 0.643 | | Tatoeba-test.eng-umb.eng.umb | 7.8 | 0.359 | | Tatoeba-test.eng-wol.eng.wol | 6.8 | 0.191 | | Tatoeba-test.eng-xho.eng.xho | 27.1 | 0.629 | | Tatoeba-test.eng-yor.eng.yor | 17.4 | 0.356 | | Tatoeba-test.eng-zul.eng.zul | 34.1 | 0.729 | ### System Info: - hf_name: eng-alv - source_languages: eng - target_languages: alv - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-alv/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'sn', 'rw', 'wo', 'ig', 'sg', 'ee', 'zu', 'lg', 'ts', 'ln', 'ny', 'yo', 'rn', 'xh', 'alv'] - src_constituents: {'eng'} - tgt_constituents: {'sna', 'kin', 'wol', 'ibo', 'swh', 'sag', 'ewe', 'zul', 'fuc', 'lug', 'tso', 'lin', 'nya', 'yor', 'run', 'xho', 'fuv', 'toi_Latn', 'umb'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-alv/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-alv/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: alv - short_pair: en-alv - chrF2_score: 0.429 - bleu: 11.4 - brevity_penalty: 1.0 - ref_len: 10603.0 - src_name: English - tgt_name: Atlantic-Congo languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: alv - prefer_old: False - long_pair: eng-alv - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "sn", "rw", "wo", "ig", "sg", "ee", "zu", "lg", "ts", "ln", "ny", "yo", "rn", "xh", "alv"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-alv
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "sn", "rw", "wo", "ig", "sg", "ee", "zu", "lg", "ts", "ln", "ny", "yo", "rn", "xh", "alv", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "sn", "rw", "wo", "ig", "sg", "ee", "zu", "lg", "ts", "ln", "ny", "yo", "rn", "xh", "alv" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #sn #rw #wo #ig #sg #ee #zu #lg #ts #ln #ny #yo #rn #xh #alv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-alv * source group: English * target group: Atlantic-Congo languages * OPUS readme: eng-alv * model: transformer * source language(s): eng * target language(s): ewe fuc fuv ibo kin lin lug nya run sag sna swh toi\_Latn tso umb wol xho yor zul * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 4.9, chr-F: 0.212 testset: URL, BLEU: 0.6, chr-F: 0.079 testset: URL, BLEU: 3.5, chr-F: 0.255 testset: URL, BLEU: 10.5, chr-F: 0.510 testset: URL, BLEU: 1.1, chr-F: 0.273 testset: URL, BLEU: 5.3, chr-F: 0.340 testset: URL, BLEU: 11.4, chr-F: 0.429 testset: URL, BLEU: 18.1, chr-F: 0.595 testset: URL, BLEU: 13.9, chr-F: 0.484 testset: URL, BLEU: 5.3, chr-F: 0.194 testset: URL, BLEU: 26.2, chr-F: 0.623 testset: URL, BLEU: 1.0, chr-F: 0.141 testset: URL, BLEU: 7.0, chr-F: 0.224 testset: URL, BLEU: 46.7, chr-F: 0.643 testset: URL, BLEU: 7.8, chr-F: 0.359 testset: URL, BLEU: 6.8, chr-F: 0.191 testset: URL, BLEU: 27.1, chr-F: 0.629 testset: URL, BLEU: 17.4, chr-F: 0.356 testset: URL, BLEU: 34.1, chr-F: 0.729 ### System Info: * hf\_name: eng-alv * source\_languages: eng * target\_languages: alv * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'sn', 'rw', 'wo', 'ig', 'sg', 'ee', 'zu', 'lg', 'ts', 'ln', 'ny', 'yo', 'rn', 'xh', 'alv'] * src\_constituents: {'eng'} * tgt\_constituents: {'sna', 'kin', 'wol', 'ibo', 'swh', 'sag', 'ewe', 'zul', 'fuc', 'lug', 'tso', 'lin', 'nya', 'yor', 'run', 'xho', 'fuv', 'toi\_Latn', 'umb'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: alv * short\_pair: en-alv * chrF2\_score: 0.429 * bleu: 11.4 * brevity\_penalty: 1.0 * ref\_len: 10603.0 * src\_name: English * tgt\_name: Atlantic-Congo languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: alv * prefer\_old: False * long\_pair: eng-alv * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-alv\n\n\n* source group: English\n* target group: Atlantic-Congo languages\n* OPUS readme: eng-alv\n* model: transformer\n* source language(s): eng\n* target language(s): ewe fuc fuv ibo kin lin lug nya run sag sna swh toi\\_Latn tso umb wol xho yor zul\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 4.9, chr-F: 0.212\ntestset: URL, BLEU: 0.6, chr-F: 0.079\ntestset: URL, BLEU: 3.5, chr-F: 0.255\ntestset: URL, BLEU: 10.5, chr-F: 0.510\ntestset: URL, BLEU: 1.1, chr-F: 0.273\ntestset: URL, BLEU: 5.3, chr-F: 0.340\ntestset: URL, BLEU: 11.4, chr-F: 0.429\ntestset: URL, BLEU: 18.1, chr-F: 0.595\ntestset: URL, BLEU: 13.9, chr-F: 0.484\ntestset: URL, BLEU: 5.3, chr-F: 0.194\ntestset: URL, BLEU: 26.2, chr-F: 0.623\ntestset: URL, BLEU: 1.0, chr-F: 0.141\ntestset: URL, BLEU: 7.0, chr-F: 0.224\ntestset: URL, BLEU: 46.7, chr-F: 0.643\ntestset: URL, BLEU: 7.8, chr-F: 0.359\ntestset: URL, BLEU: 6.8, chr-F: 0.191\ntestset: URL, BLEU: 27.1, chr-F: 0.629\ntestset: URL, BLEU: 17.4, chr-F: 0.356\ntestset: URL, BLEU: 34.1, chr-F: 0.729", "### System Info:\n\n\n* hf\\_name: eng-alv\n* source\\_languages: eng\n* target\\_languages: alv\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'sn', 'rw', 'wo', 'ig', 'sg', 'ee', 'zu', 'lg', 'ts', 'ln', 'ny', 'yo', 'rn', 'xh', 'alv']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'sna', 'kin', 'wol', 'ibo', 'swh', 'sag', 'ewe', 'zul', 'fuc', 'lug', 'tso', 'lin', 'nya', 'yor', 'run', 'xho', 'fuv', 'toi\\_Latn', 'umb'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: alv\n* short\\_pair: en-alv\n* chrF2\\_score: 0.429\n* bleu: 11.4\n* brevity\\_penalty: 1.0\n* ref\\_len: 10603.0\n* src\\_name: English\n* tgt\\_name: Atlantic-Congo languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: alv\n* prefer\\_old: False\n* long\\_pair: eng-alv\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #sn #rw #wo #ig #sg #ee #zu #lg #ts #ln #ny #yo #rn #xh #alv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-alv\n\n\n* source group: English\n* target group: Atlantic-Congo languages\n* OPUS readme: eng-alv\n* model: transformer\n* source language(s): eng\n* target language(s): ewe fuc fuv ibo kin lin lug nya run sag sna swh toi\\_Latn tso umb wol xho yor zul\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 4.9, chr-F: 0.212\ntestset: URL, BLEU: 0.6, chr-F: 0.079\ntestset: URL, BLEU: 3.5, chr-F: 0.255\ntestset: URL, BLEU: 10.5, chr-F: 0.510\ntestset: URL, BLEU: 1.1, chr-F: 0.273\ntestset: URL, BLEU: 5.3, chr-F: 0.340\ntestset: URL, BLEU: 11.4, chr-F: 0.429\ntestset: URL, BLEU: 18.1, chr-F: 0.595\ntestset: URL, BLEU: 13.9, chr-F: 0.484\ntestset: URL, BLEU: 5.3, chr-F: 0.194\ntestset: URL, BLEU: 26.2, chr-F: 0.623\ntestset: URL, BLEU: 1.0, chr-F: 0.141\ntestset: URL, BLEU: 7.0, chr-F: 0.224\ntestset: URL, BLEU: 46.7, chr-F: 0.643\ntestset: URL, BLEU: 7.8, chr-F: 0.359\ntestset: URL, BLEU: 6.8, chr-F: 0.191\ntestset: URL, BLEU: 27.1, chr-F: 0.629\ntestset: URL, BLEU: 17.4, chr-F: 0.356\ntestset: URL, BLEU: 34.1, chr-F: 0.729", "### System Info:\n\n\n* hf\\_name: eng-alv\n* source\\_languages: eng\n* target\\_languages: alv\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'sn', 'rw', 'wo', 'ig', 'sg', 'ee', 'zu', 'lg', 'ts', 'ln', 'ny', 'yo', 'rn', 'xh', 'alv']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'sna', 'kin', 'wol', 'ibo', 'swh', 'sag', 'ewe', 'zul', 'fuc', 'lug', 'tso', 'lin', 'nya', 'yor', 'run', 'xho', 'fuv', 'toi\\_Latn', 'umb'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: alv\n* short\\_pair: en-alv\n* chrF2\\_score: 0.429\n* bleu: 11.4\n* brevity\\_penalty: 1.0\n* ref\\_len: 10603.0\n* src\\_name: English\n* tgt\\_name: Atlantic-Congo languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: alv\n* prefer\\_old: False\n* long\\_pair: eng-alv\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 96, 489, 544 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #sn #rw #wo #ig #sg #ee #zu #lg #ts #ln #ny #yo #rn #xh #alv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-alv\n\n\n* source group: English\n* target group: Atlantic-Congo languages\n* OPUS readme: eng-alv\n* model: transformer\n* source language(s): eng\n* target language(s): ewe fuc fuv ibo kin lin lug nya run sag sna swh toi\\_Latn tso umb wol xho yor zul\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 4.9, chr-F: 0.212\ntestset: URL, BLEU: 0.6, chr-F: 0.079\ntestset: URL, BLEU: 3.5, chr-F: 0.255\ntestset: URL, BLEU: 10.5, chr-F: 0.510\ntestset: URL, BLEU: 1.1, chr-F: 0.273\ntestset: URL, BLEU: 5.3, chr-F: 0.340\ntestset: URL, BLEU: 11.4, chr-F: 0.429\ntestset: URL, BLEU: 18.1, chr-F: 0.595\ntestset: URL, BLEU: 13.9, chr-F: 0.484\ntestset: URL, BLEU: 5.3, chr-F: 0.194\ntestset: URL, BLEU: 26.2, chr-F: 0.623\ntestset: URL, BLEU: 1.0, chr-F: 0.141\ntestset: URL, BLEU: 7.0, chr-F: 0.224\ntestset: URL, BLEU: 46.7, chr-F: 0.643\ntestset: URL, BLEU: 7.8, chr-F: 0.359\ntestset: URL, BLEU: 6.8, chr-F: 0.191\ntestset: URL, BLEU: 27.1, chr-F: 0.629\ntestset: URL, BLEU: 17.4, chr-F: 0.356\ntestset: URL, BLEU: 34.1, chr-F: 0.729" ]
[ -0.10718569159507751, 0.11604121327400208, -0.007317237555980682, 0.05202539637684822, 0.02767043188214302, 0.056661635637283325, 0.09912291169166565, 0.131662055850029, 0.0429459847509861, 0.04008650779724121, 0.11715760827064514, 0.09714178740978241, 0.02958492934703827, 0.09206555783748627, -0.01386803574860096, -0.13591161370277405, 0.012013685889542103, 0.011054682545363903, -0.09081745147705078, 0.10660138726234436, 0.06677411496639252, -0.015461659990251064, 0.06825165450572968, -0.05303385481238365, 0.009837782010436058, 0.04152681306004524, 0.01103370264172554, -0.04347648471593857, 0.06147617846727371, 0.09504392743110657, 0.026796681806445122, 0.08174864947795868, 0.017608286812901497, -0.23384520411491394, 0.021253066137433052, 0.002515907399356365, -0.05817548185586929, 0.01416692789644003, 0.004535427317023277, -0.06828638166189194, 0.11090398579835892, -0.012219659984111786, -0.046741608530282974, 0.0478559285402298, -0.06987129896879196, -0.18218781054019928, -0.06657049059867859, 0.09573221206665039, -0.024186458438634872, 0.09777120500802994, -0.017003018409013748, 0.13899418711662292, -0.10380761325359344, 0.1029573380947113, 0.24021419882774353, -0.2659311592578888, -0.02892051264643669, 0.07486540079116821, 0.0846923366189003, 0.06133665144443512, -0.049261052161455154, 0.02462085895240307, 0.08097756654024124, 0.0184175968170166, -0.06852574646472931, -0.07797898352146149, -0.007798551581799984, 0.038939137011766434, -0.10110455751419067, -0.03422139585018158, 0.2327403426170349, 0.02857988327741623, -0.030504466965794563, 0.026360981166362762, -0.03646279126405716, -0.05362962558865547, -0.016179531812667847, 0.023567933589220047, 0.02284388057887554, 0.006184672936797142, 0.014531068503856659, -0.016160566359758377, -0.07632843405008316, -0.04367555305361748, -0.052336059510707855, 0.12940987944602966, 0.03397911787033081, 0.018832895904779434, -0.0643899068236351, 0.059195250272750854, 0.04126226156949997, -0.1505832076072693, -0.05194144695997238, -0.05821302533149719, 0.024517860263586044, 0.05698273703455925, -0.028170423582196236, 0.0332515686750412, 0.13335344195365906, 0.20264723896980286, -0.052046775817871094, 0.0708639994263649, -0.05463450029492378, 0.05422167852520943, -0.03380025550723076, 0.14612576365470886, -0.00005690567195415497, -0.09545864164829254, 0.017352674156427383, 0.03075464442372322, 0.02877400815486908, 0.005174005404114723, -0.08513431251049042, -0.035353198647499084, -0.005347357131540775, 0.09121090173721313, 0.015123821794986725, 0.042946528643369675, -0.04254953935742378, 0.015540331602096558, 0.048919811844825745, -0.09372519701719284, 0.037324219942092896, 0.0912257581949234, -0.014650699682533741, 0.018996266648173332, 0.06554009020328522, -0.06941486895084381, -0.04463788866996765, -0.008121250197291374, -0.0398632250726223, -0.02766421064734459, -0.019875233992934227, -0.07475461065769196, 0.064246766269207, -0.006992748938500881, 0.034040842205286026, -0.10171559453010559, -0.07798033952713013, -0.05739471688866615, 0.0029308374505490065, -0.024945009499788284, -0.013875444419682026, -0.044521551579236984, -0.07781435549259186, 0.04219534993171692, -0.03129007667303085, 0.017821824178099632, -0.07071207463741302, 0.10568080097436905, -0.0026336051523685455, 0.04997451603412628, -0.021708834916353226, 0.00907009094953537, -0.08234428614377975, 0.01994866505265236, -0.0790596678853035, 0.015707818791270256, -0.1577313095331192, 0.08215659111738205, -0.033191315829753876, -0.08110007643699646, -0.035195574164390564, 0.05882831662893295, 0.032544463872909546, 0.16093823313713074, -0.15424174070358276, -0.0690782219171524, 0.20105651021003723, -0.10736306011676788, -0.11938930302858353, 0.06682568788528442, 0.03207721933722496, -0.04913279041647911, 0.029071196913719177, 0.18166878819465637, 0.09914940595626831, -0.06956447660923004, 0.001430850476026535, 0.06809401512145996, 0.03953275457024574, -0.0042889416217803955, 0.0819031149148941, -0.015026304870843887, -0.04194388538599014, 0.03402996063232422, -0.05034671723842621, 0.06337617337703705, -0.019761402159929276, -0.0549440011382103, -0.05214565247297287, -0.054031647741794586, 0.011063450947403908, 0.05476862192153931, -0.024721812456846237, -0.09078528732061386, -0.09479571878910065, -0.022202597931027412, 0.12002179026603699, -0.019701337441802025, 0.04657503217458725, -0.06185966730117798, 0.10217252373695374, 0.04993706941604614, 0.02146138995885849, -0.08897581696510315, -0.009182047098875046, 0.01645500957965851, 0.019742615520954132, 0.05972399190068245, 0.09182653576135635, 0.05879832059144974, -0.034423790872097015, -0.040029220283031464, -0.04973461478948593, 0.037202510982751846, -0.013768993318080902, -0.01191676128655672, -0.20794981718063354, 0.03281945735216141, -0.032949917018413544, 0.03461902216076851, -0.18748635053634644, 0.010532192885875702, 0.06243922561407089, 0.10248474776744843, -0.03358544036746025, 0.047035809606313705, 0.006494535133242607, 0.005125859286636114, -0.07724454253911972, -0.02622889168560505, 0.014447617344558239, -0.018836744129657745, -0.12237326800823212, 0.0976821556687355, -0.05642511323094368, 0.14063970744609833, 0.1582702249288559, -0.04300391301512718, -0.016234537586569786, 0.05721769481897354, -0.039943110197782516, 0.003237323137000203, 0.0647413432598114, -0.020105095580220222, 0.004607474431395531, 0.000255681574344635, 0.11079968512058258, -0.09314633905887604, -0.04564211517572403, -0.01590869203209877, -0.02294553816318512, -0.04691297560930252, 0.1887296438217163, 0.039796147495508194, -0.08771442621946335, 0.13318704068660736, 0.16650323569774628, -0.023513618856668472, 0.1959076225757599, -0.07494805008172989, -0.04560603201389313, 0.01091048400849104, 0.029450714588165283, -0.02656351774930954, 0.12701359391212463, -0.09309674799442291, 0.01836724579334259, 0.030614562332630157, 0.008825605735182762, 0.027927670627832413, -0.09243398904800415, -0.04177240654826164, -0.00934953335672617, -0.07479657977819443, -0.02729063481092453, 0.037260208278894424, -0.007253768853843212, 0.09451335668563843, -0.05610932037234306, -0.0844128355383873, -0.01616818644106388, -0.033068351447582245, -0.11164680123329163, 0.18906018137931824, -0.13274109363555908, -0.1951712965965271, -0.08104636520147324, 0.0064055435359478, -0.052295420318841934, -0.03892456740140915, 0.09058716893196106, -0.13073790073394775, -0.038512833416461945, -0.07033881545066833, -0.0014156345278024673, -0.033491671085357666, -0.012369964271783829, -0.03834894299507141, 0.038424357771873474, 0.0249207504093647, -0.1503012478351593, -0.007836766541004181, -0.013126394711434841, -0.004603587090969086, 0.0498969666659832, -0.08551804721355438, 0.09190808236598969, 0.12615881860256195, 0.04531483352184296, 0.05052821338176727, -0.015575346536934376, 0.1974577009677887, -0.08160851895809174, 0.02753686159849167, 0.07658492028713226, 0.00443630013614893, 0.03378777205944061, 0.09890690445899963, -0.0025145341642200947, -0.06452752649784088, 0.004473294597119093, -0.001661224290728569, -0.006054084748029709, -0.30199429392814636, -0.06711414456367493, -0.0562860369682312, 0.0625232607126236, -0.013515105471014977, 0.08779260516166687, -0.011522311717271805, 0.029415050521492958, -0.03231506422162056, -0.014801274053752422, 0.008551783859729767, 0.034186191856861115, 0.15113282203674316, -0.008433755487203598, 0.07947929948568344, -0.09127980470657349, -0.016773490235209465, 0.08972285687923431, 0.04433334991335869, 0.08099356293678284, -0.005201499909162521, 0.08659111708402634, 0.0736505538225174, 0.1299235224723816, 0.013259675353765488, 0.011874666437506676, -0.001714380457997322, -0.01466266717761755, -0.00506722554564476, -0.06451735645532608, 0.008115142583847046, 0.04285339266061783, 0.010416113771498203, -0.0028581172227859497, -0.031338728964328766, -0.044344812631607056, 0.07729016244411469, 0.08554327487945557, 0.07310563325881958, -0.11471164226531982, 0.0027793245390057564, 0.07096728682518005, -0.0018314635381102562, -0.06352625042200089, 0.07248890399932861, 0.05121007561683655, -0.05590721219778061, 0.1185854971408844, 0.051917776465415955, 0.09965404868125916, 0.03182029351592064, 0.03344544395804405, -0.010017802938818932, -0.019661501049995422, 0.006590365897864103, 0.09231824427843094, -0.29794156551361084, 0.2105538696050644, 0.00697565171867609, -0.025806304067373276, -0.02167441137135029, -0.007590371184051037, 0.04561469703912735, 0.11041981726884842, 0.11651607602834702, 0.03160295635461807, -0.11505676805973053, -0.06827476620674133, 0.004642647225409746, 0.0570228174328804, 0.07610739767551422, 0.026772290468215942, 0.03560437634587288, -0.030939146876335144, -0.05054473876953125, -0.008773145265877247, 0.037966251373291016, -0.12493498623371124, -0.06657850742340088, 0.05301973596215248, 0.013721635565161705, -0.02198677696287632, -0.05083325505256653, -0.048261046409606934, -0.08667801320552826, 0.15472960472106934, -0.12647122144699097, -0.03215460479259491, -0.09363862872123718, -0.0258625578135252, 0.1385059952735901, -0.09691878408193588, -0.006814659107476473, -0.025884222239255905, 0.003911877982318401, -0.03993899002671242, -0.10808660089969635, 0.06670445203781128, -0.07838279753923416, -0.14748135209083557, -0.0466514453291893, 0.16078925132751465, -0.045730382204055786, 0.07884185016155243, 0.0007860548794269562, -0.029781343415379524, -0.03013589046895504, -0.10639141499996185, 0.005652221851050854, -0.02893301472067833, -0.02592165768146515, 0.045317500829696655, -0.11609795689582825, -0.07122990489006042, -0.04680396988987923, -0.07575654983520508, 0.09143584966659546, 0.2569705843925476, -0.07855153828859329, 0.08292166888713837, 0.09458693861961365, -0.11022922396659851, -0.21913224458694458, -0.04708977788686752, -0.08005732297897339, 0.0016763517633080482, 0.015974687412381172, -0.1399853229522705, 0.015134443528950214, -0.017645368352532387, -0.02602250501513481, 0.15499667823314667, -0.20314988493919373, -0.09148629009723663, 0.14868684113025665, 0.022036269307136536, 0.15576808154582977, -0.18038049340248108, -0.0906817764043808, -0.04859190434217453, -0.11843325942754745, 0.019010895863175392, -0.06195754557847977, 0.07582122087478638, -0.03495034575462341, -0.026935666799545288, 0.03746548667550087, -0.01425528060644865, 0.11098019778728485, -0.0034227240830659866, 0.023989759385585785, -0.06625749915838242, 0.002571564167737961, 0.04898133873939514, 0.008175244554877281, 0.07100997865200043, -0.15670894086360931, 0.04155963286757469, -0.13484621047973633, -0.004087306559085846, -0.09259545803070068, 0.03792137652635574, -0.06892411410808563, -0.013660527765750885, -0.0781899243593216, 0.04114987701177597, 0.03932183235883713, 0.014038555324077606, 0.11124364286661148, -0.050920773297548294, 0.05984598770737648, 0.07728980481624603, 0.11864428222179413, -0.014101944863796234, 0.01591087318956852, -0.0015427619218826294, -0.031903330236673355, 0.02033795602619648, -0.167197585105896, 0.038972869515419006, 0.12641549110412598, 0.00335562601685524, 0.06566569209098816, 0.025191064924001694, -0.09585584700107574, -0.05335352569818497, 0.12017763406038284, -0.10699360072612762, -0.026324445381760597, -0.04220443591475487, -0.10801819711923599, 0.015180230140686035, 0.015175189822912216, 0.17197275161743164, -0.0046360790729522705, -0.008730718865990639, 0.004813835024833679, 0.02223455160856247, -0.03410130366683006, 0.10607697814702988, 0.09914504736661911, 0.03470705822110176, -0.08060525357723236, 0.050584279000759125, -0.01598007045686245, -0.054609693586826324, 0.033047571778297424, 0.15777310729026794, -0.07201802730560303, -0.11720529198646545, 0.021446799859404564, 0.08210983127355576, -0.08477899432182312, -0.053542349487543106, -0.11834615468978882, -0.10448396950960159, 0.05637862905859947, 0.19381174445152283, 0.06918229162693024, 0.037360940128564835, 0.07074978947639465, -0.03537565842270851, 0.044283606112003326, 0.07692187279462814, 0.025492986664175987, 0.023759357631206512, -0.10080968588590622, 0.0022066477686166763, 0.010265824384987354, 0.10724759846925735, -0.019720090553164482, 0.02161042019724846, -0.16703328490257263, 0.03567775338888168, -0.19147321581840515, 0.012065986171364784, -0.015644825994968414, -0.01657124236226082, -0.004285828210413456, -0.11592556536197662, -0.057323113083839417, 0.00479098130017519, -0.09631434828042984, -0.01461969967931509, 0.009959608316421509, 0.08530662953853607, -0.12631681561470032, -0.022226989269256592, 0.0628986805677414, -0.07320702075958252, 0.07549817860126495, 0.03661324083805084, -0.03862124681472778, 0.07674220949411392, -0.12009808421134949, -0.020631397143006325, 0.011751886457204819, 0.05020218342542648, 0.008733523078262806, -0.01262957975268364, 0.030574925243854523, 0.03555566072463989, 0.04614563658833504, 0.04988345131278038, 0.0309147872030735, -0.08014709502458572, 0.022440526634454727, -0.055888328701257706, -0.10572150349617004, -0.004271692596375942, 0.013546185567975044, 0.08717787265777588, -0.003980005159974098, 0.0878758430480957, -0.05536577105522156, 0.03655589744448662, -0.15587615966796875, 0.007772846147418022, 0.0017120195552706718, -0.08563030511140823, -0.08642254769802094, -0.012381572276353836, 0.0398782379925251, -0.0208799596875906, 0.14263248443603516, -0.047873709350824356, -0.0033028945326805115, 0.02647526189684868, -0.015278119593858719, 0.024405889213085175, 0.02252192050218582, 0.11730677634477615, 0.0072157904505729675, -0.0024194177240133286, -0.06290286779403687, -0.03169124200940132, 0.017754418775439262, -0.003491564653813839, 0.08230864256620407, 0.13610562682151794, 0.1490834504365921, 0.11339706182479858, 0.044084809720516205, -0.05819613113999367, -0.036428242921829224, -0.04387328773736954, -0.002758265472948551, 0.07241389155387878, -0.009190578013658524, 0.14372558891773224, 0.144382506608963, -0.09891362488269806, 0.04223804548382759, -0.07590567320585251, -0.036453574895858765, -0.14379942417144775, -0.11618304252624512, -0.08152598142623901, -0.13035905361175537, 0.03210613131523132, -0.07982180267572403, 0.030388619750738144, -0.006654270924627781, 0.06279780715703964, -0.02035052701830864, 0.0169416144490242, 0.08055544644594193, -0.05529896914958954, 0.06181991100311279, 0.014199062250554562, -0.0034437384456396103, 0.0126540157943964, 0.01693654991686344, 0.02182355523109436, -0.05902184173464775, -0.030532415956258774, 0.047516174614429474, -0.027771150693297386, 0.03459189832210541, -0.051495518535375595, -0.05898921564221382, -0.03308040648698807, 0.023459112271666527, 0.05666688457131386, 0.1449124813079834, 0.043173354119062424, 0.005578826181590557, 0.02784506045281887, 0.15221913158893585, -0.027702653780579567, -0.11451651155948639, -0.04407009482383728, 0.1163083016872406, 0.021883126348257065, 0.06174936518073082, -0.025343328714370728, -0.03370686620473862, -0.020184312015771866, 0.272865355014801, 0.21184171736240387, -0.060516107827425, 0.014642713591456413, 0.061137471348047256, 0.019716158509254456, 0.022869329899549484, 0.04755178093910217, 0.10616797208786011, 0.20442074537277222, -0.04141690954566002, -0.08321260660886765, -0.05023432895541191, -0.022785749286413193, -0.04241471737623215, 0.09969846904277802, 0.0015915343537926674, -0.05374130234122276, -0.025011230260133743, 0.04947828873991966, -0.1128614991903305, -0.047115229070186615, 0.017986666411161423, -0.16159038245677948, -0.07594062387943268, -0.05032041668891907, 0.10257358849048615, 0.0559137687087059, 0.0008035674691200256, -0.026118678972125053, -0.07582612335681915, 0.08479585498571396, -0.02993239089846611, -0.13183073699474335, -0.08389496803283691, 0.03938686102628708, -0.13512131571769714, 0.15950369834899902, -0.007929557003080845, 0.07617681473493576, 0.11212678998708725, 0.028731971979141235, -0.060880906879901886, 0.06204983592033386, 0.08415304124355316, -0.07994119822978973, -0.001006079837679863, 0.021213803440332413, 0.0030840125400573015, 0.08236526697874069, 0.0723629742860794, 0.005591526627540588, 0.05836309492588043, 0.1139785647392273, -0.06837399303913116, -0.06880727410316467, 0.0438266284763813, -0.09671518206596375, 0.061789534986019135, 0.11615079641342163, -0.022315584123134613, -0.02739197202026844, -0.06139616295695305, 0.007774258032441139, -0.00587074551731348, 0.012444179505109787, 0.009894565679132938, -0.0836639553308487, -0.0012818090617656708, 0.020085133612155914, 0.05304344743490219, -0.17788828909397125, -0.04769548028707504, -0.017879461869597435, -0.009678888134658337, -0.08764179795980453, 0.11192011833190918, 0.08020984381437302, 0.0446196049451828, -0.009431266225874424, -0.12395402789115906, 0.04457978159189224, 0.07895099371671677, -0.14010973274707794, -0.07573406398296356 ]
null
null
transformers
### eng-ara * source group: English * target group: Arabic * OPUS readme: [eng-ara](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ara/README.md) * model: transformer * source language(s): eng * target language(s): acm afb apc apc_Latn ara ara_Latn arq arq_Latn ary arz * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.zip) * test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.test.txt) * test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.ara | 14.0 | 0.437 | ### System Info: - hf_name: eng-ara - source_languages: eng - target_languages: ara - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ara/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'ar'] - src_constituents: {'eng'} - tgt_constituents: {'apc', 'ara', 'arq_Latn', 'arq', 'afb', 'ara_Latn', 'apc_Latn', 'arz'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.test.txt - src_alpha3: eng - tgt_alpha3: ara - short_pair: en-ar - chrF2_score: 0.43700000000000006 - bleu: 14.0 - brevity_penalty: 1.0 - ref_len: 58935.0 - src_name: English - tgt_name: Arabic - train_date: 2020-07-03 - src_alpha2: en - tgt_alpha2: ar - prefer_old: False - long_pair: eng-ara - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "ar"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ar
[ "transformers", "pytorch", "tf", "rust", "marian", "text2text-generation", "translation", "en", "ar", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "ar" ]
TAGS #transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #ar #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-ara * source group: English * target group: Arabic * OPUS readme: eng-ara * model: transformer * source language(s): eng * target language(s): acm afb apc apc\_Latn ara ara\_Latn arq arq\_Latn ary arz * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 14.0, chr-F: 0.437 ### System Info: * hf\_name: eng-ara * source\_languages: eng * target\_languages: ara * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'ar'] * src\_constituents: {'eng'} * tgt\_constituents: {'apc', 'ara', 'arq\_Latn', 'arq', 'afb', 'ara\_Latn', 'apc\_Latn', 'arz'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: ara * short\_pair: en-ar * chrF2\_score: 0.43700000000000006 * bleu: 14.0 * brevity\_penalty: 1.0 * ref\_len: 58935.0 * src\_name: English * tgt\_name: Arabic * train\_date: 2020-07-03 * src\_alpha2: en * tgt\_alpha2: ar * prefer\_old: False * long\_pair: eng-ara * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-ara\n\n\n* source group: English\n* target group: Arabic\n* OPUS readme: eng-ara\n* model: transformer\n* source language(s): eng\n* target language(s): acm afb apc apc\\_Latn ara ara\\_Latn arq arq\\_Latn ary arz\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 14.0, chr-F: 0.437", "### System Info:\n\n\n* hf\\_name: eng-ara\n* source\\_languages: eng\n* target\\_languages: ara\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ar']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'apc', 'ara', 'arq\\_Latn', 'arq', 'afb', 'ara\\_Latn', 'apc\\_Latn', 'arz'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: ara\n* short\\_pair: en-ar\n* chrF2\\_score: 0.43700000000000006\n* bleu: 14.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 58935.0\n* src\\_name: English\n* tgt\\_name: Arabic\n* train\\_date: 2020-07-03\n* src\\_alpha2: en\n* tgt\\_alpha2: ar\n* prefer\\_old: False\n* long\\_pair: eng-ara\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #ar #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-ara\n\n\n* source group: English\n* target group: Arabic\n* OPUS readme: eng-ara\n* model: transformer\n* source language(s): eng\n* target language(s): acm afb apc apc\\_Latn ara ara\\_Latn arq arq\\_Latn ary arz\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 14.0, chr-F: 0.437", "### System Info:\n\n\n* hf\\_name: eng-ara\n* source\\_languages: eng\n* target\\_languages: ara\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ar']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'apc', 'ara', 'arq\\_Latn', 'arq', 'afb', 'ara\\_Latn', 'apc\\_Latn', 'arz'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: ara\n* short\\_pair: en-ar\n* chrF2\\_score: 0.43700000000000006\n* bleu: 14.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 58935.0\n* src\\_name: English\n* tgt\\_name: Arabic\n* train\\_date: 2020-07-03\n* src\\_alpha2: en\n* tgt\\_alpha2: ar\n* prefer\\_old: False\n* long\\_pair: eng-ara\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 63, 174, 438 ]
[ "passage: TAGS\n#transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #ar #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-ara\n\n\n* source group: English\n* target group: Arabic\n* OPUS readme: eng-ara\n* model: transformer\n* source language(s): eng\n* target language(s): acm afb apc apc\\_Latn ara ara\\_Latn arq arq\\_Latn ary arz\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 14.0, chr-F: 0.437" ]
[ -0.11659721285104752, 0.08903717249631882, -0.004938879515975714, 0.043808382004499435, 0.04700665920972824, 0.002636239631101489, 0.11835865676403046, 0.10780355334281921, 0.011947184801101685, 0.0131825627759099, 0.15466070175170898, 0.07275518774986267, 0.045052193105220795, 0.14619700610637665, -0.02618599124252796, -0.07350659370422363, 0.010678412392735481, 0.022127408534288406, -0.013106503523886204, 0.15622487664222717, 0.09279735386371613, -0.02585206739604473, 0.08356691151857376, -0.030919618904590607, -0.04067390039563179, 0.07537060976028442, 0.012745235115289688, -0.06583774089813232, 0.09418467432260513, 0.07112696766853333, 0.04141804575920105, 0.04583430290222168, 0.0007589005399495363, -0.2722443640232086, 0.016631154343485832, -0.018879640847444534, -0.012180274352431297, 0.023973412811756134, 0.03741110488772392, -0.05851466953754425, 0.08335669338703156, -0.06875826418399811, -0.0030304540414363146, 0.033504419028759, -0.05089740827679634, -0.23129042983055115, -0.012485070154070854, 0.05038017779588699, -0.007547460496425629, 0.11233711987733841, -0.0327368825674057, 0.1797991394996643, -0.11273404210805893, 0.1359977275133133, 0.22329948842525482, -0.2777823507785797, -0.02874043770134449, 0.061789900064468384, 0.05889381095767021, 0.0859939232468605, -0.018573693931102753, -0.013794947415590286, 0.08022555708885193, 0.03731819987297058, -0.024701841175556183, -0.1086089015007019, -0.055591970682144165, 0.040663350373506546, -0.11511089652776718, -0.0764857828617096, 0.24803151190280914, 0.019825736060738564, -0.09560734033584595, 0.0334627702832222, -0.04304631054401398, -0.034296732395887375, -0.024487247690558434, 0.04714127257466316, 0.03862806782126427, -0.0015829019248485565, 0.014724258333444595, -0.010828698985278606, -0.06072661653161049, -0.10252300649881363, -0.05876762419939041, 0.1934039145708084, 0.04924805834889412, 0.005420665256679058, -0.015738913789391518, 0.07932019978761673, -0.017590224742889404, -0.12246017903089523, -0.031430359929800034, -0.03118601255118847, -0.016855502501130104, 0.07414262741804123, -0.0635065883398056, -0.08285142481327057, 0.12793201208114624, 0.20375537872314453, -0.04562271758913994, 0.063249371945858, -0.06268027424812317, 0.04948694631457329, -0.08651728183031082, 0.22881974279880524, -0.0024169322568923235, -0.08771630376577377, 0.06245122477412224, 0.07096467912197113, 0.050184715539216995, 0.0373399443924427, -0.06049136817455292, -0.06325435638427734, 0.0873614028096199, 0.09513616561889648, 0.026801422238349915, 0.05454709380865097, -0.0697590634226799, 0.00798766314983368, 0.014722490683197975, -0.17557480931282043, -0.03510246053338051, 0.035338617861270905, -0.03696252033114433, -0.05346811190247536, 0.11496176570653915, -0.05732549726963043, -0.08727099001407623, 0.008174994960427284, -0.020194754004478455, -0.02361319027841091, -0.027666591107845306, -0.09215859323740005, 0.029041137546300888, 0.03889511898159981, 0.020542584359645844, -0.14437034726142883, -0.12767735123634338, -0.030860261991620064, 0.06264036148786545, 0.013274559751152992, -0.006386533845216036, -0.014709049835801125, -0.03505537658929825, 0.005533002316951752, -0.04515831917524338, 0.011450540274381638, -0.08012194186449051, 0.11840541660785675, 0.13168562948703766, 0.05244498699903488, 0.02053718827664852, 0.018921926617622375, -0.13920684158802032, 0.055073849856853485, -0.14504562318325043, 0.06180978938937187, -0.11735585331916809, 0.06872162222862244, -0.1044372022151947, -0.04545891284942627, -0.026659807190299034, 0.05917413905262947, 0.09073475003242493, 0.1428629606962204, -0.11187660694122314, -0.05627649649977684, 0.21350091695785522, -0.08136851340532303, -0.16061408817768097, 0.12899455428123474, 0.0015096248826012015, -0.05020219460129738, 0.06518013030290604, 0.18417219817638397, -0.0417509488761425, -0.08610794693231583, 0.011284396052360535, 0.09561870992183685, 0.07744796574115753, -0.039503809064626694, 0.13823863863945007, -0.05658513307571411, -0.08857665210962296, 0.05358892306685448, -0.1363215446472168, 0.10825525224208832, 0.005640290677547455, -0.0664554089307785, -0.06588995456695557, -0.04789593815803528, 0.03776741027832031, 0.0338660404086113, -0.0163701344281435, -0.1004868596792221, -0.1490258276462555, -0.05561166629195213, 0.10317873954772949, -0.03934271261096001, 0.040368203073740005, -0.06197671219706535, 0.10713586211204529, -0.13756240904331207, 0.038695525377988815, -0.1296170949935913, 0.01745200715959072, 0.004885663278400898, -0.02538149245083332, 0.1026616021990776, 0.0019322995794937015, 0.02462475374341011, -0.04444010555744171, -0.02865304797887802, -0.051114846020936966, 0.03842110559344292, -0.03504414111375809, -0.05829363688826561, -0.18556569516658783, 0.0365336574614048, -0.011014911346137524, 0.02899010293185711, -0.1573653221130371, -0.010031087324023247, -0.00760453287512064, 0.041783738881349564, -0.027145419269800186, 0.04867709055542946, 0.024927211925387383, 0.019931688904762268, -0.057314611971378326, -0.02239031158387661, 0.012095954269170761, -0.008846549317240715, -0.11602028459310532, 0.09353522956371307, -0.09400278329849243, 0.13503262400627136, 0.17398421466350555, -0.08336618542671204, -0.038049593567848206, 0.019689777866005898, -0.020308369770646095, -0.021253013983368874, 0.096839040517807, -0.0043219043873250484, 0.10357026010751724, 0.034540195018053055, 0.15633103251457214, -0.14945051074028015, -0.008675268851220608, -0.03873901814222336, -0.07726020365953445, -0.005200585350394249, 0.15317735075950623, -0.021994588896632195, -0.07632461935281754, 0.07071560621261597, 0.15248218178749084, -0.12313071638345718, 0.13409419357776642, -0.046807561069726944, -0.05706315487623215, 0.04080265387892723, 0.10926152020692825, -0.021792346611618996, 0.13599525392055511, -0.13698643445968628, 0.016324177384376526, 0.04175296798348427, -0.010169901885092258, 0.020036403089761734, -0.10620538890361786, 0.00028594728792086244, 0.011726131662726402, -0.10407812893390656, -0.0008840320515446365, -0.008949784561991692, 0.004987043794244528, 0.0807005912065506, 0.00764992693439126, -0.05505109205842018, -0.0028040569741278887, -0.018369171768426895, -0.13680337369441986, 0.24031755328178406, -0.09396680444478989, -0.20803147554397583, -0.11663715541362762, 0.014012792147696018, -0.11712807416915894, -0.0143260033801198, 0.08138081431388855, -0.13947805762290955, -0.042256686836481094, -0.07399740070104599, 0.04137511923909187, 0.00888422317802906, -0.04295489564538002, -0.07170172035694122, 0.009418088011443615, 0.08004850149154663, -0.15690965950489044, -0.023674244061112404, -0.008799604140222073, 0.03183528035879135, 0.03367133438587189, -0.09984517842531204, 0.1188756451010704, 0.1229226142168045, -0.017071278765797615, 0.020228004083037376, 0.0005362504161894321, 0.21371333301067352, -0.05299551039934158, -0.02325037494301796, 0.1238345056772232, -0.013549904339015484, 0.022776834666728973, 0.14686711132526398, -0.021931834518909454, -0.07686612010002136, 0.04862627387046814, 0.01476649846881628, -0.009530410170555115, -0.3105737864971161, -0.06410829722881317, -0.04811698570847511, -0.0026024484541267157, 0.007970616221427917, 0.0824417993426323, -0.09203796088695526, 0.057800743728876114, -0.03849190101027489, 0.025786232203245163, -0.0023032587487250566, 0.0864139273762703, 0.2477584034204483, -0.010518417693674564, 0.1084013432264328, -0.08804627507925034, -0.0369955413043499, 0.05725076422095299, 0.08464965969324112, 0.08221258968114853, -0.04454277083277702, 0.12189910560846329, 0.064687080681324, 0.11912639439105988, 0.009398691356182098, 0.01760147139430046, 0.002164342673495412, 0.011670696549117565, -0.0032816051971167326, -0.08125969022512436, -0.09526731073856354, 0.053141605108976364, -0.045948900282382965, 0.04237864166498184, -0.033027857542037964, -0.03587690740823746, 0.07448918372392654, 0.14414413273334503, 0.01289306953549385, -0.2527938783168793, -0.03411935269832611, 0.01694132760167122, -0.008067299611866474, -0.06656885892152786, 0.04303140193223953, -0.048687178641557693, -0.08580146729946136, 0.07736974209547043, 0.017102625221014023, 0.11372729390859604, -0.0019307872280478477, 0.01912612095475197, -0.04155532270669937, 0.03223063796758652, -0.0027507992926985025, 0.12057041376829147, -0.3968392014503479, 0.24249151349067688, 0.03947791829705238, 0.007212517783045769, 0.002223515184596181, 0.025482919067144394, 0.029348019510507584, 0.08327995985746384, 0.12285136431455612, -0.010707642883062363, -0.01422329992055893, -0.10559193044900894, -0.0017366607207804918, 0.08496018499135971, 0.05355919152498245, 0.1025427058339119, 0.05466632917523384, -0.03040385991334915, -0.007048741448670626, -0.011432172730565071, 0.03497229143977165, -0.15034346282482147, -0.038391318172216415, 0.0020477387588471174, 0.041095152497291565, -0.031211024150252342, -0.05572289228439331, -0.04190736263990402, -0.07381532341241837, 0.24351118505001068, -0.07386940717697144, -0.11038503050804138, -0.08549656718969345, -0.02276761457324028, 0.13652403652668, -0.1254168301820755, -0.021919120103120804, -0.11204983294010162, -0.0279630608856678, -0.027487656101584435, -0.09993422776460648, 0.10356088727712631, -0.07370807975530624, -0.08927112817764282, -0.03265690058469772, 0.10503297299146652, -0.08594291657209396, 0.05997925251722336, 0.003493543015792966, -0.02049749530851841, -0.07620333880186081, -0.0843954011797905, -0.06405314058065414, -0.05100560560822487, -0.017614474520087242, 0.09619778394699097, -0.1257706880569458, -0.0757787823677063, -0.06289578229188919, -0.05159265547990799, 0.12553466856479645, 0.2718494236469269, -0.04624278470873833, 0.018451374024152756, 0.18255585432052612, -0.09873268753290176, -0.21018686890602112, -0.010701613500714302, -0.024425912648439407, 0.012947209179401398, 0.005647082347422838, -0.1090117022395134, 0.06698117405176163, -0.046774931252002716, -0.03688424825668335, 0.04621518403291702, -0.14959849417209625, -0.1259516477584839, 0.2267456352710724, 0.06827063858509064, 0.16155758500099182, -0.20404952764511108, -0.06436111032962799, -0.12295513600111008, -0.15176163613796234, -0.06885125488042831, 0.04214578494429588, 0.09365097433328629, -0.043289147317409515, -0.04632081463932991, 0.022310694679617882, -0.03545589745044708, 0.14391666650772095, -0.008639258332550526, 0.045995403081178665, -0.07938076555728912, 0.07140541821718216, 0.004801847506314516, 0.006220353301614523, 0.18383163213729858, -0.17754176259040833, 0.08131154626607895, -0.19036220014095306, -0.04444460570812225, -0.06083367392420769, 0.05595363304018974, -0.03074689768254757, -0.04924377426505089, -0.07244838029146194, -0.0062993671745061874, 0.029912536963820457, 0.026739805936813354, 0.09125315397977829, -0.10461491346359253, 0.06038798391819, 0.1923116147518158, 0.11510862410068512, -0.06108878180384636, -0.038244880735874176, 0.05158416926860809, -0.010238426737487316, 0.05964672565460205, -0.19010917842388153, 0.030560720711946487, 0.14118878543376923, -0.00022533841547556221, 0.08033120632171631, -0.0021324462722986937, -0.11796972155570984, -0.03432554379105568, 0.07567830383777618, -0.07921280711889267, 0.005408626515418291, -0.024264944717288017, -0.11421345919370651, -0.06268205493688583, -0.010901344940066338, 0.1534707248210907, -0.04145965725183487, -0.003303408157080412, -0.0011674606939777732, 0.0010527715785428882, -0.06933575123548508, 0.15847356617450714, 0.1359245926141739, 0.043920259922742844, -0.07537757605314255, 0.08625788986682892, 0.03390055522322655, -0.06162215396761894, 0.055322688072919846, 0.08672278374433517, -0.07653787732124329, -0.08849272131919861, 0.09704063832759857, 0.1288338005542755, -0.1265336126089096, -0.07389547675848007, -0.15348781645298004, -0.0893046110868454, 0.02723879925906658, 0.09010988473892212, 0.11759986728429794, 0.01211482286453247, 0.06134665012359619, -0.06800946593284607, 0.03410124033689499, 0.1404329538345337, 0.0600106380879879, 0.03656011074781418, -0.07845639437437057, -0.0311552993953228, 0.021022118628025055, 0.12455900013446808, -0.018806176260113716, 0.019933553412556648, -0.12896928191184998, 0.07270734757184982, -0.2924247086048126, 0.03093782439827919, 0.004291225224733353, 0.027838874608278275, -0.01308329589664936, -0.06940295547246933, -0.02801140770316124, 0.017854003235697746, -0.0917002409696579, -0.01722933165729046, 0.0069474163465201855, 0.05077823996543884, -0.1662326604127884, -0.026821786537766457, 0.04912985861301422, -0.038638122379779816, 0.06812993437051773, -0.0015216994797810912, -0.07191652059555054, 0.06099014729261398, -0.15170136094093323, 0.026778416708111763, 0.001162133296020329, 0.031548384577035904, -0.01955072395503521, -0.025104744359850883, 0.07287175953388214, 0.0883401557803154, 0.06974375993013382, 0.06018124893307686, 0.1528572291135788, -0.12679655849933624, -0.040478020906448364, -0.09615965187549591, -0.08170675486326218, -0.013362188823521137, 0.06232015788555145, 0.042647700756788254, 0.059621624648571014, 0.09640312194824219, -0.07422304898500443, -0.023914523422718048, -0.16437242925167084, -0.027350541204214096, -0.03052796609699726, -0.0375431627035141, -0.09617921710014343, -0.026710860431194305, 0.052351247519254684, -0.02222546562552452, 0.20977893471717834, 0.02676626667380333, 0.06316880136728287, 0.031290918588638306, -0.015321402810513973, 0.11436650156974792, 0.0008632990065962076, 0.13142967224121094, -0.03076159954071045, 0.021753130480647087, -0.017216922715306282, -0.02077513001859188, 0.05588958412408829, -0.00416756235063076, 0.06264867633581161, 0.24763819575309753, 0.10350922495126724, 0.13455508649349213, 0.014164483174681664, -0.02026750147342682, -0.016046298667788506, -0.041268784552812576, 0.02543526329100132, 0.08596087992191315, 0.023458315059542656, 0.21119976043701172, 0.21260635554790497, -0.12420760095119476, 0.039469048380851746, -0.029484601691365242, -0.04990044981241226, -0.13307061791419983, -0.07639583200216293, -0.09126604348421097, -0.15931981801986694, 0.027819059789180756, -0.09285885840654373, -0.04241931810975075, 0.10669361799955368, 0.031918592751026154, -0.04761257395148277, 0.12528462707996368, 0.08039729297161102, -0.10379000753164291, 0.056191787123680115, -0.019805749878287315, 0.003086124313995242, 0.07928121834993362, 0.014297649264335632, 0.10620293021202087, -0.044342558830976486, 0.0026222136802971363, 0.06664777547121048, -0.055823586881160736, 0.05517556890845299, -0.0694398432970047, -0.057714711874723434, -0.03449279069900513, 0.06671325117349625, 0.0764240175485611, 0.2251431792974472, 0.0248353723436594, -0.0023618126288056374, -0.001004622085019946, 0.18567800521850586, -0.012730151414871216, -0.1201571449637413, -0.07114660739898682, 0.19536152482032776, -0.016655806452035904, 0.030942361801862717, -0.031694091856479645, -0.07434392720460892, 0.007505369838327169, 0.25720566511154175, 0.1659633368253708, -0.07811678200960159, -0.013969819992780685, 0.031255196779966354, 0.013917752541601658, -0.0003169045958202332, 0.09942039847373962, 0.11455711722373962, 0.19894863665103912, -0.051047831773757935, -0.03146450221538544, -0.06414185464382172, -0.041473452001810074, -0.06049694865942001, 0.05908984690904617, 0.012633832171559334, -0.06918179243803024, -0.0268136877566576, 0.05420411378145218, -0.03312580659985542, -0.06191880628466606, -0.029609419405460358, -0.14188867807388306, -0.07718680799007416, -0.06770160794258118, 0.06008173152804375, 0.03751567751169205, -0.04465033486485481, -0.04789184778928757, -0.022971365600824356, 0.015450541861355305, -0.04365666210651398, -0.08204174786806107, -0.14713972806930542, 0.04785121604800224, -0.06722453236579895, 0.13140365481376648, 0.01137463841587305, 0.1767796128988266, 0.11825751513242722, 0.033422622829675674, -0.048783592879772186, 0.13666562736034393, 0.06942830979824066, -0.01643497310578823, 0.09478556364774704, 0.005404829513281584, 0.011155114509165287, 0.10973014682531357, 0.06663648039102554, 0.09373021125793457, 0.06688601523637772, -0.011166941374540329, -0.05463556945323944, -0.15020652115345, 0.019588332623243332, -0.16389745473861694, 0.07051566243171692, 0.1517164409160614, -0.03598746284842491, -0.005557166412472725, -0.10091626644134521, 0.050563372671604156, -0.004726009909063578, -0.0011615389958024025, 0.014102990739047527, -0.12541615962982178, 0.06028594449162483, 0.035533737391233444, 0.010034192353487015, -0.31320005655288696, -0.04122721403837204, -0.05192853882908821, -0.013579520396888256, -0.049190703779459, 0.12406827509403229, 0.0580468624830246, 0.05124311149120331, -0.04316699132323265, -0.20550571382045746, 0.016239311546087265, 0.08521182090044022, -0.1714680790901184, -0.08136379718780518 ]
null
null
transformers
### eng-aze * source group: English * target group: Azerbaijani * OPUS readme: [eng-aze](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-aze/README.md) * model: transformer-align * source language(s): eng * target language(s): aze_Latn * model: transformer-align * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aze/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aze/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aze/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.aze | 18.6 | 0.477 | ### System Info: - hf_name: eng-aze - source_languages: eng - target_languages: aze - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-aze/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'az'] - src_constituents: {'eng'} - tgt_constituents: {'aze_Latn'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aze/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-aze/opus-2020-06-16.test.txt - src_alpha3: eng - tgt_alpha3: aze - short_pair: en-az - chrF2_score: 0.47700000000000004 - bleu: 18.6 - brevity_penalty: 1.0 - ref_len: 13012.0 - src_name: English - tgt_name: Azerbaijani - train_date: 2020-06-16 - src_alpha2: en - tgt_alpha2: az - prefer_old: False - long_pair: eng-aze - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "az"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-az
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "az", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "az" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #az #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-aze * source group: English * target group: Azerbaijani * OPUS readme: eng-aze * model: transformer-align * source language(s): eng * target language(s): aze\_Latn * model: transformer-align * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 18.6, chr-F: 0.477 ### System Info: * hf\_name: eng-aze * source\_languages: eng * target\_languages: aze * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'az'] * src\_constituents: {'eng'} * tgt\_constituents: {'aze\_Latn'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm12k,spm12k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: aze * short\_pair: en-az * chrF2\_score: 0.47700000000000004 * bleu: 18.6 * brevity\_penalty: 1.0 * ref\_len: 13012.0 * src\_name: English * tgt\_name: Azerbaijani * train\_date: 2020-06-16 * src\_alpha2: en * tgt\_alpha2: az * prefer\_old: False * long\_pair: eng-aze * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-aze\n\n\n* source group: English\n* target group: Azerbaijani\n* OPUS readme: eng-aze\n* model: transformer-align\n* source language(s): eng\n* target language(s): aze\\_Latn\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 18.6, chr-F: 0.477", "### System Info:\n\n\n* hf\\_name: eng-aze\n* source\\_languages: eng\n* target\\_languages: aze\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'az']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'aze\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: aze\n* short\\_pair: en-az\n* chrF2\\_score: 0.47700000000000004\n* bleu: 18.6\n* brevity\\_penalty: 1.0\n* ref\\_len: 13012.0\n* src\\_name: English\n* tgt\\_name: Azerbaijani\n* train\\_date: 2020-06-16\n* src\\_alpha2: en\n* tgt\\_alpha2: az\n* prefer\\_old: False\n* long\\_pair: eng-aze\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #az #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-aze\n\n\n* source group: English\n* target group: Azerbaijani\n* OPUS readme: eng-aze\n* model: transformer-align\n* source language(s): eng\n* target language(s): aze\\_Latn\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 18.6, chr-F: 0.477", "### System Info:\n\n\n* hf\\_name: eng-aze\n* source\\_languages: eng\n* target\\_languages: aze\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'az']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'aze\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: aze\n* short\\_pair: en-az\n* chrF2\\_score: 0.47700000000000004\n* bleu: 18.6\n* brevity\\_penalty: 1.0\n* ref\\_len: 13012.0\n* src\\_name: English\n* tgt\\_name: Azerbaijani\n* train\\_date: 2020-06-16\n* src\\_alpha2: en\n* tgt\\_alpha2: az\n* prefer\\_old: False\n* long\\_pair: eng-aze\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 129, 400 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #az #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-aze\n\n\n* source group: English\n* target group: Azerbaijani\n* OPUS readme: eng-aze\n* model: transformer-align\n* source language(s): eng\n* target language(s): aze\\_Latn\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 18.6, chr-F: 0.477" ]
[ -0.11179967224597931, -0.020399192348122597, -0.004577691201120615, 0.03356802091002464, 0.10677497833967209, 0.03772900998592377, 0.11922485381364822, 0.10687096416950226, 0.04657859355211258, -0.020888173952698708, 0.10917756706476212, 0.08719776570796967, 0.06380471587181091, 0.07449256628751755, 0.0025787700433284044, -0.16288988292217255, 0.04718644917011261, 0.034488800913095474, -0.05103320628404617, 0.15051579475402832, 0.12900342047214508, -0.0259251669049263, 0.09890549629926682, 0.016559332609176636, -0.034977175295352936, 0.09736145287752151, -0.004720033146440983, -0.11325724422931671, 0.08331562578678131, 0.06206334009766579, 0.036386482417583466, 0.04254632070660591, -0.042463336139917374, -0.19345085322856903, 0.023046521469950676, -0.019651969894766808, -0.0696520060300827, 0.011081909760832787, 0.09882557392120361, -0.08963437378406525, 0.1296105682849884, -0.11375390738248825, -0.05410667136311531, 0.052139416337013245, -0.03200739622116089, -0.20762644708156586, -0.06700339913368225, 0.05351831391453743, 0.04814134165644646, 0.11902286112308502, -0.036185186356306076, 0.19502387940883636, -0.09939971566200256, 0.1339215785264969, 0.28300368785858154, -0.36068564653396606, -0.03140237182378769, 0.05144213140010834, -0.019065475091338158, 0.0953454002737999, 0.0034057986922562122, 0.029511751607060432, 0.03606616333127022, 0.017730092629790306, -0.017202848568558693, -0.1202433779835701, -0.08715324103832245, 0.019225480034947395, -0.12219246476888657, -0.018726138398051262, 0.24567316472530365, 0.010557252913713455, -0.019114922732114792, 0.014483082108199596, -0.037323854863643646, 0.01118744071573019, -0.05478711798787117, 0.046186257153749466, -0.006315133068710566, -0.022582532837986946, 0.024815045297145844, -0.03325163573026657, -0.12483039498329163, -0.08683601021766663, -0.13858750462532043, 0.2455689162015915, 0.07899070531129837, 0.014171659015119076, -0.04326939955353737, 0.05749550461769104, -0.026235686615109444, -0.14779695868492126, -0.0384199321269989, -0.05674755573272705, 0.0014801861252635717, 0.0928790420293808, -0.07696880400180817, -0.14801809191703796, 0.1203618198633194, 0.07682965695858002, 0.01831379160284996, 0.09707500785589218, -0.00033755062031559646, 0.07270496338605881, -0.08352891355752945, 0.22100067138671875, -0.03223898634314537, -0.08379969745874405, 0.01147250086069107, -0.007236890960484743, 0.032030217349529266, 0.025140898302197456, -0.11079619079828262, -0.10244747251272202, 0.03261781111359596, 0.08287032693624496, -0.004460740368813276, 0.10032396018505096, -0.002670175628736615, -0.025605637580156326, 0.02297772839665413, -0.1402558535337448, -0.024568313732743263, 0.03480234742164612, -0.0411859005689621, 0.08142698556184769, 0.03998881205916405, -0.03830919414758682, -0.11392929404973984, -0.014361785724759102, -0.021728092804551125, 0.021116985008120537, -0.035518284887075424, -0.09494682401418686, 0.038653094321489334, -0.023493535816669464, 0.02237452194094658, -0.19650712609291077, -0.09533492475748062, 0.006072452291846275, 0.025728674605488777, 0.014793784357607365, 0.04548121988773346, -0.009834513068199158, -0.030127765610814095, 0.023924004286527634, -0.04832208901643753, -0.012576206587255001, -0.07986171543598175, 0.0930403470993042, 0.04119941219687462, 0.046616390347480774, 0.008139347657561302, 0.05083956569433212, -0.14503610134124756, -0.04231034964323044, -0.1679845005273819, 0.05553831160068512, -0.12392016500234604, 0.08653812110424042, -0.1069394126534462, -0.07382712513208389, -0.012488300912082195, 0.032086268067359924, 0.07175137847661972, 0.14575642347335815, -0.10915084928274155, -0.06655815243721008, 0.18374499678611755, -0.08282306790351868, -0.176102414727211, 0.11984794586896896, 0.03242303058505058, -0.020417826250195503, 0.08802875131368637, 0.22058402001857758, 0.06106487289071083, -0.06787219643592834, 0.00438324362039566, 0.08922547101974487, 0.019042661413550377, -0.07475879043340683, 0.1158827394247055, -0.05850789323449135, -0.10151064395904541, 0.07251270860433578, -0.1552603542804718, 0.11865855753421783, 0.0029255920089781284, -0.04045519232749939, -0.025171419605612755, -0.0330103263258934, 0.061297498643398285, 0.02789437398314476, 0.0570988804101944, -0.12591680884361267, -0.08910146355628967, -0.022438690066337585, 0.09689709544181824, -0.025484075769782066, 0.05585214123129845, -0.07994799315929413, 0.12356546521186829, -0.07304345816373825, 0.06657523661851883, -0.11863748729228973, 0.02919546328485012, -0.007378163281828165, -0.017083199694752693, 0.08177922666072845, -0.05617518723011017, 0.05687294155359268, -0.0575338676571846, -0.04570184275507927, -0.04939652606844902, 0.023266583681106567, -0.021831128746271133, -0.04819634184241295, -0.16662870347499847, 0.051373548805713654, 0.010502985678613186, 0.011707472614943981, -0.042558036744594574, 0.016020704060792923, 0.046926349401474, 0.04946458339691162, -0.04999842494726181, 0.0825706347823143, -0.017399268224835396, 0.022207144647836685, -0.04136591777205467, 0.007612036541104317, 0.03172364830970764, -0.009267271496355534, -0.16173431277275085, 0.17551429569721222, -0.09321597218513489, 0.13761520385742188, 0.19890709221363068, -0.14254702627658844, 0.01486692763864994, -0.02367844246327877, 0.001518246135674417, -0.0037811838556081057, 0.13976620137691498, -0.009421663358807564, 0.03336552903056145, 0.04472532123327255, 0.14488448202610016, -0.15013866126537323, -0.000124350655823946, -0.00504917511716485, -0.07184760272502899, -0.0325307734310627, 0.16278135776519775, 0.02714076265692711, -0.1377904862165451, 0.11856496334075928, 0.22762835025787354, -0.06125304475426674, 0.20032668113708496, -0.04675423726439476, -0.07691515237092972, 0.04239295795559883, 0.023579590022563934, -0.04327770695090294, 0.10264550894498825, -0.12600816786289215, -0.0050963228568434715, 0.08157134801149368, 0.0444004163146019, 0.036145612597465515, -0.10104068368673325, -0.009937088936567307, -0.0011604634346440434, -0.0950043797492981, -0.03154454752802849, 0.08497800678014755, 0.009722934104502201, 0.08158667385578156, -0.04231366515159607, -0.016383066773414612, 0.0032707410864531994, -0.015986936166882515, -0.11783257871866226, 0.2145751267671585, -0.15133136510849, -0.23476484417915344, -0.13677899539470673, 0.006159012671560049, -0.14826804399490356, -0.02188706584274769, 0.12956002354621887, -0.15393418073654175, -0.0324450358748436, -0.052082307636737823, 0.08372147381305695, -0.00032340630423277617, -0.020065324380993843, -0.09154213219881058, -0.005276326090097427, -0.00016489290283061564, -0.150874063372612, -0.04102835804224014, -0.023098230361938477, -0.029093913733959198, 0.06517186015844345, -0.14710627496242523, 0.11280112713575363, 0.1169779971241951, 0.008070294745266438, 0.0439547523856163, -0.05766082927584648, 0.1539277583360672, -0.10539744049310684, 0.013845594599843025, 0.14948664605617523, 0.04429936036467552, 0.04439589008688927, 0.08788846433162689, -0.018405862152576447, 0.006335206795483828, 0.03354249894618988, 0.02705874666571617, -0.021942922845482826, -0.29330718517303467, -0.09232727438211441, -0.09939707815647125, 0.02075064368546009, -0.019875651225447655, 0.040334802120923996, -0.025034543126821518, 0.10669927299022675, -0.07065266370773315, -0.07282354682683945, 0.02616187557578087, 0.09172548353672028, 0.2551133632659912, 0.026870960369706154, 0.11358292400836945, -0.12694554030895233, -0.01882728561758995, 0.09126925468444824, 0.008180562406778336, 0.15709853172302246, -0.00003560056211426854, 0.13864165544509888, 0.08450458943843842, 0.1689964383840561, 0.01921149715781212, 0.0692332312464714, -0.006641405168920755, -0.009479661472141743, -0.006658896803855896, -0.1038539931178093, -0.01779250055551529, 0.029307063668966293, -0.07519345730543137, -0.013343306258320808, -0.08927212655544281, -0.0369708314538002, 0.16119319200515747, 0.14202937483787537, -0.0390421599149704, -0.17240497469902039, -0.04429428279399872, 0.011233399622142315, -0.004476028494536877, -0.03583883121609688, 0.04663250967860222, -0.06531425565481186, -0.10882492363452911, 0.15593595802783966, 0.0005353494198061526, 0.12707972526550293, 0.09883474558591843, 0.02678597904741764, -0.05124673619866371, -0.017037849873304367, 0.00205445708706975, 0.15361963212490082, -0.35150882601737976, 0.2883175015449524, 0.03711578622460365, 0.008448668755590916, -0.04781061410903931, -0.03741883486509323, 0.08485424518585205, 0.1438746154308319, 0.06595437228679657, 0.018029863014817238, 0.000004713375346909743, -0.09624990820884705, 0.0010094596073031425, 0.07562083750963211, 0.050954125821590424, 0.05312245339155197, 0.059463981539011, -0.027277210727334023, 0.011495910584926605, -0.0363631509244442, 0.07404601573944092, -0.13240399956703186, -0.06649915128946304, 0.016166089102625847, 0.06948219239711761, -0.027991799637675285, -0.04463128000497818, -0.0787891373038292, -0.16360235214233398, 0.10479986667633057, -0.11316084116697311, -0.13998520374298096, -0.0815785676240921, -0.06773696839809418, 0.1365208774805069, -0.15965138375759125, 0.0014188351342454553, -0.08427722007036209, -0.03379019349813461, -0.006075613666325808, -0.14012017846107483, 0.058993153274059296, -0.08038679510354996, -0.10353824496269226, 0.021223291754722595, 0.15578514337539673, -0.05473916605114937, 0.0562564954161644, 0.008752609603106976, -0.023991968482732773, -0.05211624130606651, -0.1142960712313652, -0.06037531793117523, -0.04895676299929619, 0.018001744523644447, 0.09062055498361588, -0.07926899194717407, -0.12168777734041214, -0.11163659393787384, -0.058093003928661346, 0.15079866349697113, 0.2163163423538208, -0.054110221564769745, 0.026922723278403282, 0.18711888790130615, -0.07770408689975739, -0.1819559931755066, -0.03669990971684456, -0.016606714576482773, 0.013683157041668892, 0.052370622754096985, -0.12694048881530762, 0.04087800160050392, -0.010515998117625713, -0.03583569452166557, 0.009539758786559105, -0.2557607889175415, -0.11034981906414032, 0.20208418369293213, 0.0478125736117363, 0.22836175560951233, -0.18093353509902954, -0.034975603222846985, -0.07571953535079956, -0.20565707981586456, -0.0017768826801329851, -0.08106054365634918, 0.09328046441078186, -0.04318854585289955, 0.05933603644371033, 0.02906123362481594, -0.01395182404667139, 0.1523858904838562, 0.012223513796925545, 0.04134243726730347, -0.10737821459770203, 0.034442152827978134, 0.0640665590763092, 0.00041791185503825545, 0.15071961283683777, -0.17501406371593475, 0.05373864993453026, -0.15755073726177216, -0.02771831303834915, -0.08237969875335693, 0.05153129994869232, -0.00896483100950718, -0.0343075692653656, -0.07482712715864182, -0.00037781510036438704, 0.03057929128408432, 0.0008486817823722959, 0.18775857985019684, -0.06579277664422989, 0.015475069172680378, 0.07691749930381775, 0.08342696726322174, -0.09881576150655746, -0.036219287663698196, -0.029618525877594948, -0.014709437265992165, 0.08049376308917999, -0.13687078654766083, 0.04060661047697067, 0.14021307229995728, -0.028460165485739708, 0.03836677968502045, 0.017023175954818726, -0.10745155811309814, -0.014820382930338383, 0.11839088797569275, -0.0981813296675682, -0.022862395271658897, -0.04139165207743645, -0.07532662153244019, 0.004199432209134102, 0.06161091849207878, 0.13394325971603394, -0.01991601102054119, -0.020506814122200012, -0.0059936693869531155, -0.016193479299545288, -0.04538920149207115, 0.11889830231666565, 0.10266190767288208, -0.01262134499847889, -0.0940101370215416, 0.098880834877491, 0.011406752280890942, -0.07020536065101624, 0.030923236161470413, 0.13658608496189117, -0.1198778748512268, -0.1118251383304596, 0.07492527365684509, 0.11711880564689636, -0.1617501676082611, -0.10540417581796646, -0.12986481189727783, -0.10124214738607407, 0.021661067381501198, 0.12716427445411682, 0.1454140543937683, -0.01540124136954546, 0.018503602594137192, -0.0486154668033123, 0.04983365163207054, 0.09442298114299774, 0.07948474586009979, 0.012122215703129768, -0.13256707787513733, 0.007831720635294914, 0.029850851744413376, 0.1294814795255661, -0.037372853606939316, -0.016017761081457138, -0.07494430989027023, 0.04079543799161911, -0.2600216865539551, 0.00805710256099701, -0.06044822931289673, 0.0015797297237440944, -0.01349752675741911, -0.09567336738109589, -0.06823766976594925, 0.012454669922590256, -0.10899867862462997, -0.002811247017234564, -0.013374174013733864, 0.10022132843732834, -0.13161534070968628, -0.033086251467466354, 0.05859033763408661, -0.012685312889516354, 0.0709688812494278, 0.09459086507558823, -0.05084475874900818, 0.12264328449964523, -0.12076903134584427, 0.008022033609449863, 0.0089277857914567, 0.058919455856084824, 0.016569284722208977, 0.02685004100203514, 0.03809483349323273, 0.0767388865351677, 0.08344889432191849, 0.05519399046897888, 0.14447593688964844, -0.1419580727815628, -0.04119637981057167, -0.09348198771476746, -0.07167277485132217, -0.023569686338305473, 0.05484795942902565, 0.04055019095540047, 0.08634542673826218, 0.12949635088443756, -0.07643435150384903, 0.004618684761226177, -0.12026701122522354, 0.025026995688676834, -0.04111617058515549, -0.10026735812425613, -0.09844835102558136, -0.0724460780620575, 0.040590859949588776, -0.011463041417300701, 0.1737850457429886, 0.041939299553632736, 0.06718917936086655, 0.029291247949004173, 0.007450632285326719, 0.11840388923883438, -0.034949030727148056, 0.14946523308753967, -0.024007590487599373, 0.015753088518977165, -0.0309667456895113, 0.01007932797074318, 0.03975800424814224, -0.04078485071659088, 0.06975246220827103, 0.17942796647548676, 0.10473041236400604, 0.1440107822418213, 0.008438309654593468, -0.005854091607034206, 0.008819669485092163, -0.15477901697158813, 0.023591410368680954, 0.06503289192914963, 0.020647771656513214, 0.2267734706401825, 0.23567979037761688, -0.11845766752958298, 0.04747093468904495, -0.01984168402850628, -0.029605796560645103, -0.098114512860775, -0.12330584228038788, -0.10010690987110138, -0.19580109417438507, -0.00392912607640028, -0.08254102617502213, -0.022400738671422005, 0.06086490675806999, 0.06207168102264404, -0.0709812343120575, 0.16543987393379211, 0.020781833678483963, -0.15044400095939636, 0.08681286126375198, -0.03559010475873947, 0.020084014162421227, 0.05145631358027458, -0.0161984134465456, 0.061844561249017715, -0.03185021132230759, -0.0230068601667881, 0.07459765672683716, -0.08091684430837631, 0.04099150002002716, -0.08350328356027603, -0.0655113011598587, -0.042217884212732315, 0.07394696027040482, 0.10031911730766296, 0.20845504105091095, 0.032304547727108, 0.012991203926503658, -0.02013416588306427, 0.1886586844921112, 0.0017734034918248653, -0.1263233870267868, -0.030761059373617172, 0.1386687457561493, 0.055352892726659775, 0.026434119790792465, -0.020171698182821274, -0.07774339616298676, -0.04679844155907631, 0.29012659192085266, 0.2317880094051361, -0.04171048477292061, -0.0011867809807881713, -0.02432158775627613, 0.02375069633126259, 0.04789314419031143, 0.10161572694778442, 0.09998279064893723, 0.2048710286617279, -0.03804776072502136, 0.0067042517475783825, -0.09309645742177963, 0.021620696410536766, -0.10316085815429688, 0.0987926572561264, 0.04034479707479477, -0.10589280724525452, 0.018908334895968437, 0.11133529990911484, -0.026523776352405548, -0.003313244553282857, -0.05013047903776169, -0.08324035257101059, -0.07439639419317245, -0.01784409023821354, 0.12473300844430923, 0.10040010511875153, 0.01464735809713602, -0.03407347947359085, -0.005084916017949581, -0.009013987146317959, 0.02387608401477337, -0.10830443352460861, -0.1539217233657837, 0.11717067658901215, -0.10778811573982239, 0.16256581246852875, -0.006432992406189442, 0.15362578630447388, 0.09849140048027039, 0.06130895018577576, -0.03857013210654259, 0.09607543051242828, 0.07009230554103851, -0.018121540546417236, 0.07959698885679245, -0.06249784305691719, 0.017362674698233604, -0.02313259057700634, 0.07241172343492508, 0.011748082935810089, 0.06068725138902664, 0.007271851412951946, -0.03681844472885132, -0.10027337074279785, 0.07074521481990814, -0.1514320820569992, 0.04404115676879883, 0.15537045896053314, -0.036647871136665344, -0.04861995205283165, -0.08852241933345795, 0.013248869217932224, 0.021737657487392426, -0.08399347960948944, 0.001307875500060618, -0.11032372713088989, 0.013989333994686604, 0.035501834005117416, 0.03855312988162041, -0.20844833552837372, -0.016975538805127144, -0.06582280248403549, -0.006497643887996674, -0.06677877902984619, 0.09422287344932556, 0.029487477615475655, -0.003525469684973359, -0.013280256651341915, -0.18970441818237305, 0.009656068868935108, 0.08668146282434464, -0.19503428041934967, -0.10099445283412933 ]
null
null
transformers
### eng-bat * source group: English * target group: Baltic languages * OPUS readme: [eng-bat](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bat/README.md) * model: transformer * source language(s): eng * target language(s): lav lit ltg prg_Latn sgs * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bat/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bat/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bat/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2017-enlv-englav.eng.lav | 24.0 | 0.546 | | newsdev2019-enlt-englit.eng.lit | 20.9 | 0.533 | | newstest2017-enlv-englav.eng.lav | 18.3 | 0.506 | | newstest2019-enlt-englit.eng.lit | 13.6 | 0.466 | | Tatoeba-test.eng-lav.eng.lav | 42.8 | 0.652 | | Tatoeba-test.eng-lit.eng.lit | 37.1 | 0.650 | | Tatoeba-test.eng.multi | 37.0 | 0.616 | | Tatoeba-test.eng-prg.eng.prg | 0.5 | 0.130 | | Tatoeba-test.eng-sgs.eng.sgs | 4.1 | 0.178 | ### System Info: - hf_name: eng-bat - source_languages: eng - target_languages: bat - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bat/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'lt', 'lv', 'bat'] - src_constituents: {'eng'} - tgt_constituents: {'lit', 'lav', 'prg_Latn', 'ltg', 'sgs'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bat/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bat/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: bat - short_pair: en-bat - chrF2_score: 0.616 - bleu: 37.0 - brevity_penalty: 0.956 - ref_len: 26417.0 - src_name: English - tgt_name: Baltic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: bat - prefer_old: False - long_pair: eng-bat - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "lt", "lv", "bat"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bat
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "lt", "lv", "bat", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "lt", "lv", "bat" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #lt #lv #bat #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-bat * source group: English * target group: Baltic languages * OPUS readme: eng-bat * model: transformer * source language(s): eng * target language(s): lav lit ltg prg\_Latn sgs * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 24.0, chr-F: 0.546 testset: URL, BLEU: 20.9, chr-F: 0.533 testset: URL, BLEU: 18.3, chr-F: 0.506 testset: URL, BLEU: 13.6, chr-F: 0.466 testset: URL, BLEU: 42.8, chr-F: 0.652 testset: URL, BLEU: 37.1, chr-F: 0.650 testset: URL, BLEU: 37.0, chr-F: 0.616 testset: URL, BLEU: 0.5, chr-F: 0.130 testset: URL, BLEU: 4.1, chr-F: 0.178 ### System Info: * hf\_name: eng-bat * source\_languages: eng * target\_languages: bat * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'lt', 'lv', 'bat'] * src\_constituents: {'eng'} * tgt\_constituents: {'lit', 'lav', 'prg\_Latn', 'ltg', 'sgs'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: bat * short\_pair: en-bat * chrF2\_score: 0.616 * bleu: 37.0 * brevity\_penalty: 0.956 * ref\_len: 26417.0 * src\_name: English * tgt\_name: Baltic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: bat * prefer\_old: False * long\_pair: eng-bat * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-bat\n\n\n* source group: English\n* target group: Baltic languages\n* OPUS readme: eng-bat\n* model: transformer\n* source language(s): eng\n* target language(s): lav lit ltg prg\\_Latn sgs\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 24.0, chr-F: 0.546\ntestset: URL, BLEU: 20.9, chr-F: 0.533\ntestset: URL, BLEU: 18.3, chr-F: 0.506\ntestset: URL, BLEU: 13.6, chr-F: 0.466\ntestset: URL, BLEU: 42.8, chr-F: 0.652\ntestset: URL, BLEU: 37.1, chr-F: 0.650\ntestset: URL, BLEU: 37.0, chr-F: 0.616\ntestset: URL, BLEU: 0.5, chr-F: 0.130\ntestset: URL, BLEU: 4.1, chr-F: 0.178", "### System Info:\n\n\n* hf\\_name: eng-bat\n* source\\_languages: eng\n* target\\_languages: bat\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'lt', 'lv', 'bat']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'lit', 'lav', 'prg\\_Latn', 'ltg', 'sgs'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: bat\n* short\\_pair: en-bat\n* chrF2\\_score: 0.616\n* bleu: 37.0\n* brevity\\_penalty: 0.956\n* ref\\_len: 26417.0\n* src\\_name: English\n* tgt\\_name: Baltic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: bat\n* prefer\\_old: False\n* long\\_pair: eng-bat\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #lt #lv #bat #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-bat\n\n\n* source group: English\n* target group: Baltic languages\n* OPUS readme: eng-bat\n* model: transformer\n* source language(s): eng\n* target language(s): lav lit ltg prg\\_Latn sgs\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 24.0, chr-F: 0.546\ntestset: URL, BLEU: 20.9, chr-F: 0.533\ntestset: URL, BLEU: 18.3, chr-F: 0.506\ntestset: URL, BLEU: 13.6, chr-F: 0.466\ntestset: URL, BLEU: 42.8, chr-F: 0.652\ntestset: URL, BLEU: 37.1, chr-F: 0.650\ntestset: URL, BLEU: 37.0, chr-F: 0.616\ntestset: URL, BLEU: 0.5, chr-F: 0.130\ntestset: URL, BLEU: 4.1, chr-F: 0.178", "### System Info:\n\n\n* hf\\_name: eng-bat\n* source\\_languages: eng\n* target\\_languages: bat\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'lt', 'lv', 'bat']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'lit', 'lav', 'prg\\_Latn', 'ltg', 'sgs'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: bat\n* short\\_pair: en-bat\n* chrF2\\_score: 0.616\n* bleu: 37.0\n* brevity\\_penalty: 0.956\n* ref\\_len: 26417.0\n* src\\_name: English\n* tgt\\_name: Baltic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: bat\n* prefer\\_old: False\n* long\\_pair: eng-bat\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 65, 295, 421 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #lt #lv #bat #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-bat\n\n\n* source group: English\n* target group: Baltic languages\n* OPUS readme: eng-bat\n* model: transformer\n* source language(s): eng\n* target language(s): lav lit ltg prg\\_Latn sgs\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 24.0, chr-F: 0.546\ntestset: URL, BLEU: 20.9, chr-F: 0.533\ntestset: URL, BLEU: 18.3, chr-F: 0.506\ntestset: URL, BLEU: 13.6, chr-F: 0.466\ntestset: URL, BLEU: 42.8, chr-F: 0.652\ntestset: URL, BLEU: 37.1, chr-F: 0.650\ntestset: URL, BLEU: 37.0, chr-F: 0.616\ntestset: URL, BLEU: 0.5, chr-F: 0.130\ntestset: URL, BLEU: 4.1, chr-F: 0.178" ]
[ -0.16397520899772644, 0.0700719952583313, -0.007820263504981995, 0.034634921699762344, -0.0217644851654768, 0.04687657579779625, 0.08691949397325516, 0.15569062530994415, 0.0615985170006752, 0.10790124535560608, 0.15495257079601288, 0.05135640501976013, 0.011545493267476559, 0.1510404348373413, -0.024889299646019936, -0.05890215188264847, 0.024158278480172157, 0.030607644468545914, -0.05799328163266182, 0.12858925759792328, 0.0902351513504982, -0.030999209731817245, 0.02902328222990036, -0.0682344138622284, -0.008759083226323128, 0.06378692388534546, 0.028756586834788322, -0.03487718105316162, 0.028900744393467903, 0.07571074366569519, 0.01978064328432083, 0.07597197592258453, -0.01551787182688713, -0.28338947892189026, -0.008788898587226868, -0.0005963273579254746, -0.024739427492022514, -0.010750816203653812, 0.028730276972055435, -0.05128154158592224, 0.1212979406118393, -0.10797925293445587, 0.025253301486372948, 0.036675889045000076, -0.02134210243821144, -0.2354465126991272, -0.03888408839702606, 0.06799445301294327, 0.007529858034104109, 0.11888757348060608, -0.057114727795124054, 0.20799224078655243, -0.13280336558818817, 0.15632450580596924, 0.24399644136428833, -0.2232827991247177, -0.042704902589321136, 0.0809260904788971, 0.10416886955499649, 0.04963810741901398, -0.05881161242723465, -0.0027449943590909243, 0.05670726299285889, 0.057538095861673355, -0.05294014513492584, -0.10383126884698868, 0.022442592307925224, 0.017660632729530334, -0.12390569597482681, -0.0457824282348156, 0.1922229677438736, 0.024210605770349503, -0.09285519272089005, -0.02246672846376896, 0.024043187499046326, -0.1218063235282898, -0.02482588402926922, 0.04688418656587601, 0.0344826765358448, -0.055703241378068924, 0.04517922177910805, -0.009203167632222176, -0.053728293627500534, -0.1180911436676979, 0.044381171464920044, 0.17234909534454346, 0.03222585842013359, -0.00018602379714138806, -0.011838790960609913, 0.03310020640492439, -0.0016138344071805477, -0.16343992948532104, -0.12382300943136215, -0.046351753175258636, -0.05476917698979378, 0.02341708540916443, -0.08516224473714828, -0.05548081919550896, 0.15764029324054718, 0.2299162894487381, -0.08650573343038559, 0.11999303847551346, -0.05672908201813698, -0.0007116381893865764, -0.0830564796924591, 0.23576055467128754, 0.05373894050717354, -0.03549782186746597, 0.009187215939164162, 0.06989230215549469, 0.008212756365537643, 0.035089243203401566, -0.025263572111725807, -0.0789882093667984, 0.08772971481084824, 0.11822298169136047, -0.02656678855419159, 0.04230070486664772, -0.0353621244430542, 0.04156051203608513, -0.04061475768685341, -0.1617116779088974, 0.04622683301568031, 0.13817092776298523, -0.021306300535798073, -0.009179433807730675, 0.034610580652952194, -0.140156552195549, -0.10270412266254425, -0.022847238928079605, 0.002640521852299571, -0.00021892442600801587, -0.011380448006093502, -0.12360960245132446, 0.07418343424797058, 0.0017713176785036922, 0.0023322892375290394, -0.06379511952400208, -0.027188841253519058, -0.08794006705284119, 0.0002718656323850155, -0.026980090886354446, 0.050200775265693665, -0.05205639824271202, -0.10331922769546509, 0.032326024025678635, -0.026065221056342125, -0.002810216508805752, -0.06686408072710037, 0.11959215253591537, 0.05867079272866249, 0.017586413770914078, 0.03671281039714813, -0.025031380355358124, -0.1325565129518509, 0.012350734323263168, -0.14199106395244598, 0.05525805428624153, -0.226259246468544, 0.044500790536403656, -0.059571146965026855, -0.09920486062765121, 0.055623043328523636, 0.06596329808235168, 0.06769350916147232, 0.16529473662376404, -0.161840558052063, -0.0223037488758564, 0.2336977869272232, -0.08664342015981674, -0.06574497371912003, 0.04557644575834274, 0.018316827714443207, -0.1336001455783844, 0.0791768804192543, 0.1888652890920639, 0.11030180007219315, -0.09716290980577469, 0.007711911108344793, 0.056689996272325516, 0.0798698365688324, 0.05199822410941124, 0.12026397138834, -0.07803908735513687, -0.05991963669657707, 0.0679180920124054, -0.1379992663860321, 0.0023369446862488985, -0.00037529802648350596, -0.0307091623544693, -0.09031117707490921, -0.02260873094201088, 0.04126221314072609, 0.05615641176700592, -0.0538492314517498, -0.1820807009935379, -0.16933661699295044, 0.045531049370765686, 0.12116516381502151, -0.07214495539665222, 0.03394857421517372, -0.03540255129337311, 0.13365429639816284, -0.025567421689629555, 0.02031782642006874, -0.14117276668548584, -0.06761295348405838, 0.06572133302688599, -0.06563079357147217, 0.06257227808237076, 0.04305825009942055, 0.07158803194761276, -0.035719506442546844, -0.026682524010539055, -0.04238490015268326, -0.02464904449880123, -0.03109906055033207, -0.04850639030337334, -0.23389847576618195, -0.0050008222460746765, -0.04463615640997887, 0.04150073975324631, -0.198714941740036, -0.019724536687135696, 0.1267409771680832, 0.1048056110739708, -0.06062449514865875, 0.016672885045409203, 0.03357315436005592, 0.0099057387560606, -0.04082184657454491, -0.03368919715285301, -0.0012737433426082134, -0.04703440144658089, -0.12100980430841446, 0.03601596876978874, -0.025848260149359703, 0.013056685216724873, 0.13902047276496887, 0.052717145532369614, -0.0924484133720398, 0.013007435016334057, -0.047421276569366455, 0.04277285560965538, 0.07263745367527008, -0.0376921109855175, 0.03511767089366913, 0.023512009531259537, 0.09303883463144302, -0.14128683507442474, -0.06882729381322861, 0.0037846153136342764, -0.036783888936042786, -0.03261508420109749, 0.24466705322265625, -0.05878142639994621, -0.07845908403396606, 0.09226679801940918, 0.020236926153302193, -0.058889325708150864, 0.2216295450925827, -0.11743127554655075, -0.09754607081413269, 0.023724563419818878, 0.1425912082195282, -0.019871199503540993, 0.22116881608963013, -0.11678027361631393, 0.04451064392924309, 0.01624530926346779, 0.006514276843518019, 0.0058301473036408424, -0.07820095121860504, 0.014011401683092117, -0.004024998750537634, -0.14628496766090393, -0.006504240445792675, 0.032287999987602234, 0.039958272129297256, 0.09770899266004562, -0.03641098737716675, -0.05477425456047058, -0.03485799953341484, -0.03624410927295685, -0.15195460617542267, 0.24821661412715912, -0.1313798576593399, -0.1763017624616623, -0.08989344537258148, 0.11561517417430878, -0.12838684022426605, -0.05657956004142761, 0.08570367842912674, -0.1772611439228058, -0.055710673332214355, -0.11824922263622284, 0.019148342311382294, 0.04079161956906319, -0.014210550114512444, -0.06506635248661041, 0.03727952018380165, 0.08180464059114456, -0.15080484747886658, -0.021728672087192535, -0.028841471299529076, 0.05907357484102249, 0.00038247971679084003, -0.0727602168917656, 0.062213603407144547, 0.11698181927204132, -0.015038268640637398, 0.05969168245792389, -0.014812576584517956, 0.22597293555736542, -0.07656291872262955, 0.0037504048086702824, 0.024129610508680344, -0.016722196713089943, -0.02010372467339039, 0.09528299421072006, -0.024249257519841194, -0.0856022760272026, 0.00893610529601574, 0.02842498943209648, 0.037512701004743576, -0.32695603370666504, -0.07420468330383301, -0.023148437961935997, 0.017084596678614616, 0.020844092592597008, 0.08142320066690445, -0.09886784851551056, 0.0015425870660692453, -0.050227951258420944, -0.062384575605392456, 0.03426972031593323, 0.07421690225601196, 0.2021070420742035, 0.01627114787697792, 0.05926525220274925, -0.08419402688741684, 0.01409103348851204, 0.057499874383211136, -0.030401958152651787, 0.0772019699215889, -0.04383435472846031, 0.08368795365095139, 0.03963133320212364, 0.07695829123258591, -0.05086079239845276, 0.00708592077717185, -0.010844651609659195, 0.006712581496685743, 0.06422282755374908, -0.1103765144944191, 0.0019784648902714252, 0.01686272956430912, 0.005914394743740559, 0.0430968813598156, -0.07817073911428452, -0.12485770136117935, 0.10275239497423172, 0.10083600133657455, 0.09903132170438766, -0.16107961535453796, -0.0536210760474205, 0.013401144184172153, 0.0004253030347172171, -0.10223661363124847, 0.018087508156895638, 0.004762442782521248, -0.06028510630130768, 0.1407652050256729, 0.03163253888487816, 0.08782140165567398, 0.12335082143545151, 0.013350516557693481, 0.0031022888142615557, 0.04892385005950928, 0.0030237999744713306, 0.11146163195371628, -0.35697826743125916, 0.19839081168174744, 0.0481315515935421, 0.04425898566842079, -0.044425640255212784, 0.009547616355121136, -0.020212851464748383, 0.05838188901543617, 0.13345123827457428, 0.01983158104121685, -0.0857837051153183, -0.12292306870222092, -0.014711225405335426, 0.06843485683202744, 0.09217079728841782, 0.08430317789316177, 0.10442452877759933, -0.0172344371676445, -0.05286795645952225, -0.025901438668370247, -0.11746584624052048, -0.1462412029504776, 0.010741198435425758, 0.03845757618546486, -0.020324397832155228, -0.09060882776975632, -0.04694771021604538, -0.053508684039115906, -0.012864334508776665, 0.20042631030082703, -0.13814370334148407, -0.08030511438846588, -0.12430085241794586, 0.017039237543940544, 0.21914198994636536, -0.10127495229244232, -0.007615405600517988, -0.07666851580142975, 0.05804012715816498, -0.01153962966054678, -0.09687601774930954, 0.04661445692181587, -0.01942698284983635, -0.18832547962665558, -0.005462026223540306, 0.23955269157886505, -0.06443580240011215, 0.07424687594175339, 0.03322012722492218, -0.007200669497251511, 0.02313012070953846, -0.11015089601278305, -0.02793828211724758, -0.0552733913064003, -0.026933442801237106, 0.08315995335578918, -0.14323675632476807, -0.07087209820747375, -0.07027090340852737, -0.035112105309963226, 0.10125032067298889, 0.31537559628486633, -0.09061849862337112, 0.07304445654153824, 0.03518805280327797, -0.12051980942487717, -0.1887451857328415, 0.08441391587257385, 0.0270749032497406, 0.03786487132310867, -0.012954195961356163, -0.08993455767631531, 0.00021733244648203254, -0.03149353712797165, -0.0010746081825345755, 0.15681053698062897, -0.16880641877651215, -0.12180299311876297, 0.1597936600446701, 0.0675012543797493, 0.0481148287653923, -0.2135818600654602, -0.0758470669388771, -0.08388059586286545, -0.1098032221198082, -0.021657368168234825, -0.023309940472245216, 0.10070803761482239, -0.04483909532427788, -0.08175383508205414, 0.06732166558504105, -0.04006774723529816, 0.15697495639324188, -0.013768996112048626, 0.02395649068057537, -0.03241778537631035, 0.08802790939807892, 0.04950070008635521, -0.0030543471220880747, 0.19566664099693298, -0.18422849476337433, 0.07211892306804657, -0.18775521218776703, -0.04285501316189766, -0.1029202789068222, 0.08297008275985718, -0.09584932774305344, 0.008152521215379238, -0.07478742301464081, 0.019413769245147705, 0.03920935466885567, -0.017278702929615974, 0.027313122525811195, -0.1371711790561676, 0.030848685652017593, 0.09362497180700302, 0.14599132537841797, 0.05439586937427521, -0.09394744038581848, 0.136445552110672, -0.017451642081141472, 0.012446707114577293, -0.1578928530216217, 0.026499517261981964, 0.16023902595043182, 0.03634949401021004, 0.05513972043991089, -0.01782805845141411, -0.14594615995883942, -0.09068965911865234, 0.05271311104297638, -0.09498696774244308, 0.06134452298283577, -0.008015574887394905, -0.1839163899421692, -0.047265902161598206, 0.008088984526693821, 0.1690611094236374, -0.048313163220882416, 0.010502181015908718, -0.005506779532879591, -0.009938221424818039, -0.06041133776307106, 0.19748172163963318, 0.11953406035900116, 0.07220137864351273, -0.07081656157970428, 0.03186086565256119, -0.07011781632900238, -0.027621986344456673, 0.11025255918502808, 0.14804792404174805, -0.07490263879299164, -0.09672693908214569, 0.14678919315338135, 0.11042247712612152, -0.04422668740153313, -0.0434742197394371, -0.1707782745361328, -0.1345478892326355, 0.06428710371255875, 0.2687930464744568, 0.10144411027431488, 0.021131129935383797, 0.10473039746284485, -0.054037224501371384, -0.02321426384150982, 0.1215333417057991, 0.04697994142770767, 0.02310371585190296, -0.042401354759931564, 0.07076004892587662, -0.005052218213677406, 0.06383295357227325, -0.014408518560230732, 0.055322710424661636, -0.1993979513645172, 0.04604525491595268, -0.25668224692344666, 0.028600556775927544, 0.033155377954244614, 0.006755728740245104, -0.003841191763058305, -0.08991314470767975, -0.02465861663222313, 0.03010895475745201, -0.09297306090593338, -0.01689744181931019, -0.02252613753080368, 0.03279054909944534, -0.18510520458221436, -0.01629328727722168, 0.0030073958914726973, -0.10657387971878052, 0.06811075657606125, 0.03259432315826416, -0.05052848905324936, 0.10941363871097565, -0.12803524732589722, 0.02530701272189617, -0.009164380840957165, 0.030772175639867783, -0.0007423738134093583, -0.05292346328496933, 0.05128870904445648, 0.06983404606580734, 0.09860512614250183, 0.10668212920427322, 0.10150184482336044, -0.08303359150886536, -0.044304464012384415, -0.09115271270275116, -0.08573075383901596, 0.012606456875801086, 0.0756576657295227, 0.06902040541172028, 0.025038152933120728, 0.11209217458963394, -0.08932296931743622, 0.05492731183767319, -0.1778438836336136, -0.042720697820186615, -0.030418574810028076, -0.05510629341006279, -0.09489023685455322, 0.04984980449080467, 0.10188986361026764, -0.03770002722740173, 0.16503849625587463, -0.036828093230724335, 0.10704922676086426, 0.058906666934490204, -0.08031214028596878, 0.1242380365729332, 0.06741916388273239, 0.13846692442893982, -0.04487552121281624, 0.009950724430382252, -0.008788060396909714, -0.03927076980471611, 0.015766557306051254, -0.022684967145323753, 0.12150458246469498, 0.21995483338832855, 0.11339066177606583, 0.14804524183273315, 0.08010870963335037, -0.0400802344083786, 0.03225570544600487, -0.00809931755065918, 0.02205006405711174, 0.12773878872394562, -0.006557348184287548, 0.28973737359046936, 0.10952618718147278, -0.18239326775074005, 0.07798604667186737, -0.07880695909261703, -0.10197622328996658, -0.1301625519990921, -0.05923919379711151, -0.113230861723423, -0.12959785759449005, 0.0549674928188324, -0.09218548983335495, 0.02616579644382, -0.030628370121121407, 0.07419237494468689, -0.012762526981532574, 0.1156119704246521, 0.11498726159334183, -0.05648568272590637, 0.14058652520179749, 0.011623372323811054, -0.015499405562877655, 0.1165948361158371, 0.022989388555288315, 0.11064745485782623, -0.1023053377866745, -0.0075108325108885765, 0.0745258629322052, -0.04642452672123909, -0.0009355057263746858, -0.05082288011908531, -0.057559750974178314, 0.012697631493210793, 0.05604991316795349, 0.09617650508880615, 0.15890620648860931, 0.06022346764802933, -0.03172314539551735, -0.025318782776594162, 0.1131550595164299, 0.0177643820643425, -0.14614301919937134, -0.06329788267612457, 0.14112092554569244, 0.03388963267207146, 0.05692203715443611, -0.018316956236958504, -0.0630159005522728, 0.016477758064866066, 0.22906559705734253, 0.10742269456386566, 0.012960093095898628, 0.0023597257677465677, 0.03452592343091965, -0.0019854193087667227, 0.024090025573968887, 0.108168825507164, 0.031906478106975555, 0.16320408880710602, -0.01226580236107111, -0.06823443621397018, -0.04887846112251282, -0.05649038404226303, -0.05948510020971298, 0.0665319636464119, 0.0418238490819931, -0.07286325097084045, -0.024050943553447723, 0.043737635016441345, -0.012813787907361984, -0.06985513120889664, 0.054007552564144135, -0.1439085602760315, -0.10308413207530975, -0.06351343542337418, 0.051567528396844864, 0.008716300129890442, -0.02430376037955284, -0.03001110814511776, -0.06263390183448792, 0.07473675161600113, -0.07181835919618607, -0.06257124990224838, -0.17788507044315338, 0.036161188036203384, -0.1317363828420639, 0.15475307404994965, 0.02679155208170414, 0.235218346118927, 0.12653033435344696, 0.00809104647487402, -0.07294389605522156, 0.078318752348423, 0.11282869428396225, -0.1164751797914505, 0.07783046364784241, 0.054829858243465424, -0.0060722194612026215, 0.14887019991874695, 0.0607362724840641, 0.04110017791390419, 0.04136292636394501, 0.04239238426089287, -0.07634380459785461, -0.12050972133874893, 0.04023768752813339, -0.14899171888828278, 0.03618355467915535, 0.22601193189620972, -0.040967244654893875, -0.02523098699748516, -0.08801470696926117, 0.08099128305912018, -0.012978975661098957, 0.06182759255170822, 0.03159719333052635, -0.17180763185024261, 0.05574312433600426, 0.1092381551861763, 0.01049987506121397, -0.26754099130630493, -0.05777706578373909, -0.0008421759703196585, -0.004498109221458435, -0.026245832443237305, 0.1501278281211853, 0.003376227803528309, 0.05982114374637604, -0.03845873847603798, -0.15913797914981842, 0.05724310502409935, 0.13482964038848877, -0.17932870984077454, -0.08073949813842773 ]
null
null
transformers
### opus-mt-en-bcl * source languages: en * target languages: bcl * OPUS readme: [en-bcl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-bcl/README.md) * dataset: opus+bt * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus+bt-2020-02-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-bcl/opus+bt-2020-02-26.zip) * test set translations: [opus+bt-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bcl/opus+bt-2020-02-26.test.txt) * test set scores: [opus+bt-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bcl/opus+bt-2020-02-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.bcl | 54.3 | 0.722 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bcl
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bcl", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bcl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-bcl * source languages: en * target languages: bcl * OPUS readme: en-bcl * dataset: opus+bt * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: opus+URL * test set translations: opus+URL * test set scores: opus+URL Benchmarks ---------- testset: URL, BLEU: 54.3, chr-F: 0.722
[ "### opus-mt-en-bcl\n\n\n* source languages: en\n* target languages: bcl\n* OPUS readme: en-bcl\n* dataset: opus+bt\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: opus+URL\n* test set translations: opus+URL\n* test set scores: opus+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 54.3, chr-F: 0.722" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bcl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-bcl\n\n\n* source languages: en\n* target languages: bcl\n* OPUS readme: en-bcl\n* dataset: opus+bt\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: opus+URL\n* test set translations: opus+URL\n* test set scores: opus+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 54.3, chr-F: 0.722" ]
[ 62, 111 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bcl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-bcl\n\n\n* source languages: en\n* target languages: bcl\n* OPUS readme: en-bcl\n* dataset: opus+bt\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: opus+URL\n* test set translations: opus+URL\n* test set scores: opus+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 54.3, chr-F: 0.722" ]
[ -0.13119027018547058, 0.16473066806793213, -0.004212787840515375, 0.07350116968154907, 0.05211940035223961, 0.008272229693830013, 0.060325756669044495, 0.13996084034442902, 0.0069074793718755245, 0.008184341713786125, 0.11543281376361847, 0.09417154639959335, 0.024962525814771652, 0.1365879774093628, -0.10233482718467712, -0.11256074905395508, 0.05189653858542442, 0.06857232004404068, -0.07389853149652481, 0.13735121488571167, 0.08045994490385056, -0.037970803678035736, 0.08769679069519043, -0.04440132528543472, -0.027190707623958588, 0.08658269792795181, -0.0040284390561282635, -0.06182214245200157, 0.03382515907287598, 0.08537158370018005, 0.03885312378406525, 0.06677437573671341, -0.021218564361333847, -0.2014041393995285, 0.01216469332575798, 0.010565921664237976, -0.05926467850804329, 0.025062469765543938, 0.05270073190331459, -0.0680607408285141, 0.08613628894090652, -0.03661242127418518, -0.033854998648166656, 0.029885241761803627, -0.037170346826314926, -0.15180076658725739, -0.04158489406108856, 0.044714659452438354, -0.050544820725917816, 0.13321827352046967, -0.047723349183797836, 0.22497326135635376, -0.12822145223617554, 0.12471505254507065, 0.18965689837932587, -0.29938173294067383, -0.02786187082529068, 0.03426660597324371, 0.08364135026931763, 0.11404191702604294, 0.0005983143928460777, -0.0058038788847625256, 0.08303697407245636, 0.03456833213567734, -0.08507080376148224, -0.11667300015687943, -0.04932940751314163, 0.035051215440034866, -0.11839253455400467, -0.05789405107498169, 0.25775307416915894, 0.0038812507409602404, -0.08877776563167572, 0.026728522032499313, -0.035610370337963104, -0.08740537613630295, -0.0038678639102727175, 0.014832628890872002, 0.03910854458808899, 0.019642535597085953, 0.027179235592484474, 0.0028711827471852303, -0.08536213636398315, -0.07460328936576843, -0.1264384537935257, 0.13820883631706238, 0.05448492616415024, 0.0056562297977507114, -0.02216425910592079, 0.05980294942855835, 0.01784922368824482, -0.13255861401557922, -0.07970359176397324, -0.047909773886203766, -0.003474049037322402, 0.02868260070681572, -0.08862674236297607, -0.021004192531108856, 0.11510223895311356, 0.16420972347259521, -0.06344162672758102, 0.03503114730119705, -0.10756229609251022, 0.054316435009241104, -0.027826039120554924, 0.20084424316883087, -0.05044775456190109, -0.06436923146247864, 0.07577243447303772, 0.010909022763371468, 0.009376978501677513, 0.038350168615579605, -0.0925145223736763, -0.1143849715590477, 0.042806558310985565, 0.10924278944730759, 0.012426027096807957, 0.04214714467525482, -0.06929439306259155, -0.016895420849323273, 0.02086305059492588, -0.135099858045578, 0.03927664831280708, 0.04740564152598381, -0.03715728595852852, 0.06233079731464386, 0.09595228731632233, -0.04743922874331474, -0.12634430825710297, -0.02058413065969944, -0.045088667422533035, -0.0031444865744560957, -0.055182941257953644, -0.10968571156263351, 0.05450478196144104, 0.014081282541155815, 0.013801755383610725, -0.13544711470603943, -0.11256937682628632, -0.03875334933400154, 0.038715437054634094, -0.02862810343503952, -0.000683631282299757, -0.012303395196795464, -0.05498373880982399, -0.004865020047873259, -0.05185718834400177, -0.0008213882683776319, -0.09092849493026733, 0.08659935742616653, 0.06791789829730988, 0.06751447916030884, -0.0708850547671318, 0.053590282797813416, -0.1601211279630661, -0.007591763976961374, -0.1281600445508957, 0.0658472329378128, -0.1476570963859558, 0.03773069009184837, -0.09795264154672623, -0.08520355820655823, -0.025878949090838432, 0.07486920803785324, 0.061381567269563675, 0.1653081178665161, -0.14910313487052917, -0.036866720765829086, 0.22205600142478943, -0.07901366800069809, -0.1551426649093628, 0.1514316350221634, 0.005735214799642563, -0.00656565697863698, 0.055145345628261566, 0.10889460891485214, 0.010320807807147503, -0.057460371404886246, 0.009996164590120316, 0.057640038430690765, 0.05730080604553223, -0.05603644624352455, 0.11390434950590134, -0.04310566186904907, -0.04622949659824371, 0.05140843987464905, -0.08611877262592316, 0.033783119171857834, 0.008323759771883488, -0.05667008087038994, -0.06780154258012772, -0.021542483940720558, -0.003855230752378702, 0.03927547484636307, 0.032189130783081055, -0.11888504773378372, -0.09725654870271683, 0.0341324582695961, 0.07326579093933105, -0.06091377139091492, 0.05189647153019905, -0.059379853308200836, 0.10458912700414658, -0.10061735659837723, 0.03634241595864296, -0.1443941444158554, 0.0832090899348259, 0.02408374659717083, 0.020248664543032646, 0.1155971810221672, 0.06379365921020508, 0.03572677820920944, -0.05148374289274216, -0.035192061215639114, -0.03687053173780441, 0.05434678867459297, -0.021101539954543114, -0.08319536596536636, -0.16319140791893005, 0.03648538514971733, -0.01149805635213852, -0.0014970280462875962, -0.1319136619567871, -0.008725184947252274, 0.049058862030506134, 0.06827818602323532, -0.0338214635848999, 0.07048656791448593, -0.011686313897371292, 0.04061856120824814, -0.08133278042078018, 0.0011186120100319386, 0.006507424172013998, -0.008126307278871536, -0.09852457791566849, 0.14810436964035034, -0.03528350219130516, 0.20261116325855255, 0.2118423581123352, -0.11663465201854706, 0.003039048984646797, 0.012629345990717411, -0.01597263105213642, -0.00879246648401022, 0.03888363763689995, -0.0050428519025444984, 0.07949567586183548, -0.01007057074457407, 0.12699051201343536, -0.15173712372779846, -0.01037470530718565, -0.039889778941869736, -0.06559594720602036, -0.03727278858423233, 0.1838495433330536, 0.05655830726027489, -0.1754409670829773, 0.1412583738565445, 0.19498302042484283, -0.17457561194896698, 0.19121286273002625, -0.053530823439359665, -0.08533106744289398, 0.05015440657734871, 0.0773303359746933, 0.0003379659028723836, 0.07039635628461838, -0.21048595011234283, 0.021325794979929924, 0.0483890138566494, 0.03083711862564087, 0.061240967363119125, -0.10132967680692673, 0.0035905444528907537, 0.0053053623996675014, -0.08042467385530472, -0.014542670920491219, 0.02133350819349289, 0.022778933867812157, 0.09693899005651474, -0.050473421812057495, -0.06570452451705933, 0.023877589032053947, -0.02065524272620678, -0.13213405013084412, 0.21290795505046844, -0.11554698646068573, -0.2116062343120575, -0.12146621942520142, 0.04699079692363739, -0.12971876561641693, 0.0130773251876235, 0.10915664583444595, -0.07885172218084335, -0.06268534064292908, -0.08680054545402527, 0.03197210654616356, 0.003549120156094432, -0.011401133611798286, -0.10026028007268906, 0.05898701027035713, 0.02460012584924698, -0.13793683052062988, -0.03138230741024017, 0.018180465325713158, -0.053988996893167496, 0.03628222271800041, -0.15120907127857208, 0.10712847858667374, 0.09748413413763046, -0.030119514092803, 0.0270362701267004, 0.00545578682795167, 0.14502060413360596, -0.06418902426958084, -0.042879119515419006, 0.14169955253601074, 0.018493259325623512, -0.004567932803183794, 0.0978483110666275, -0.031358517706394196, -0.05263076350092888, 0.04550085589289665, -0.004707012791186571, -0.005490953102707863, -0.2796195149421692, -0.09178847819566727, -0.10143943876028061, 0.07376972585916519, 0.031717341393232346, 0.05277840048074722, -0.036180101335048676, 0.07459896802902222, -0.040514495223760605, 0.06161031499505043, -0.0017803760711103678, 0.07496481388807297, 0.1455773562192917, 0.005614691413938999, 0.1372361034154892, -0.0862022265791893, -0.05797652155160904, 0.09947733581066132, 0.07674340903759003, 0.05018652230501175, -0.02820838801562786, 0.12762080132961273, 0.05619719251990318, 0.14677324891090393, 0.05023521929979324, 0.0754198357462883, 0.008673354983329773, 0.0013900351477786899, -0.007776233367621899, -0.07972273975610733, -0.06265812367200851, 0.06669607758522034, 0.050096116960048676, -0.0062886932864785194, -0.06679167598485947, -0.11301619559526443, 0.0876266285777092, 0.07997256517410278, 0.05698135495185852, -0.21515454351902008, -0.017181983217597008, 0.05235588550567627, -0.0038997121155261993, -0.05636662244796753, 0.07686794549226761, 0.0162399522960186, -0.06889747083187103, 0.05327244848012924, 0.01946253515779972, 0.13717591762542725, 0.016311610117554665, 0.0021215977612882853, -0.05445929616689682, -0.02768748253583908, -0.0005705530638806522, 0.1304086595773697, -0.3920026123523712, 0.19949160516262054, 0.013638309203088284, -0.004823124967515469, -0.06778163462877274, 0.01683395728468895, 0.06579533219337463, 0.12698715925216675, 0.08198659121990204, -0.021290767937898636, -0.0533754862844944, -0.04641903191804886, -0.011217629536986351, 0.060317713767290115, 0.004774528555572033, 0.07758898288011551, 0.06027321517467499, -0.01828666776418686, -0.00546262226998806, -0.019173866137862206, 0.14946065843105316, -0.12997309863567352, -0.06398516148328781, 0.004267010372132063, 0.07048280537128448, -0.012108406983315945, -0.035295043140649796, -0.0763448104262352, -0.06854653358459473, 0.2526227831840515, -0.0070274146273732185, -0.067381352186203, -0.09144562482833862, 0.00900853332132101, 0.15267020463943481, -0.113108329474926, -0.008612818084657192, -0.06846696883440018, -0.004253334365785122, -0.00778059521690011, -0.11596512794494629, 0.12725305557250977, -0.07267234474420547, -0.10125550627708435, -0.03985224664211273, 0.11328254640102386, -0.07797259837388992, 0.07043618708848953, 0.0378173403441906, -0.021291812881827354, -0.0722396969795227, -0.10203549265861511, -0.04694675654172897, -0.05640539154410362, 0.07310064882040024, 0.17099502682685852, -0.14446264505386353, -0.15439291298389435, -0.0013415201101452112, -0.048994030803442, 0.13773499429225922, 0.1616831123828888, -0.03537571802735329, -0.007367162965238094, 0.13869735598564148, -0.1002296507358551, -0.28326311707496643, 0.02728544920682907, -0.03994378075003624, 0.044844262301921844, -0.005095869302749634, -0.08413934707641602, 0.07637234032154083, 0.014745328575372696, -0.0389619804918766, 0.09042218327522278, -0.14280980825424194, -0.11404705792665482, 0.21598617732524872, 0.06612218916416168, 0.1649477183818817, -0.19207987189292908, -0.05366390570998192, -0.14118777215480804, -0.2170363962650299, 0.0570133775472641, -0.11962436884641647, 0.08815565705299377, -0.021464189514517784, -0.0212852880358696, 0.013558550737798214, -0.025961674749851227, 0.1464141309261322, 0.014312861487269402, 0.00630503986030817, -0.05108365789055824, 0.08718988299369812, 0.01945708878338337, 0.02921832911670208, 0.14416053891181946, -0.17257066071033478, 0.055286407470703125, -0.16344812512397766, -0.03752220794558525, -0.03797226771712303, 0.07221198827028275, -0.029827920719981194, -0.02578272484242916, -0.06297046691179276, 0.03070153295993805, 0.03707360103726387, 0.024089762941002846, 0.13902884721755981, -0.10844922810792923, 0.018486497923731804, 0.22885403037071228, 0.1296200454235077, -0.041448865085840225, 0.03874099254608154, 0.032808173447847366, -0.028593968600034714, 0.06709596514701843, -0.1025044322013855, 0.08811532706022263, 0.14802376925945282, -0.036584168672561646, 0.09075777232646942, 0.04482891038060188, -0.06718171387910843, -0.027110300958156586, 0.08364612609148026, -0.09453105181455612, 0.05167761072516441, -0.019668756052851677, -0.15557803213596344, 0.0026441304944455624, 0.04525970295071602, 0.17573565244674683, -0.0377582311630249, -0.03213941678404808, -0.0033826150465756655, 0.013175790198147297, -0.09851636737585068, 0.186845064163208, 0.05598748102784157, -0.0002095053787343204, -0.09195685386657715, 0.08908004313707352, -0.004005995579063892, -0.1068391427397728, 0.020175840705633163, 0.12293565273284912, -0.07223795354366302, -0.12502582371234894, 0.10202772915363312, 0.08819223195314407, -0.1109648272395134, -0.07004157453775406, -0.1392247974872589, -0.1086302325129509, 0.059630900621414185, 0.11407268047332764, 0.1384773552417755, 0.025588318705558777, 0.023005390539765358, -0.07669422775506973, 0.01172306202352047, 0.10103443264961243, 0.0800992101430893, 0.03902212530374527, -0.057699866592884064, 0.02840939722955227, -0.0459984727203846, 0.06666456162929535, -0.03444217890501022, 0.035947028547525406, -0.17345057427883148, 0.062316909432411194, -0.3085615634918213, 0.032386939972639084, -0.01420024037361145, -0.008509685285389423, -0.009297432377934456, -0.08303489536046982, -0.055316537618637085, 0.015324927866458893, -0.1322546899318695, -0.021461037918925285, -0.029267553240060806, 0.07972144335508347, -0.11592889577150345, -0.006290474906563759, 0.07502325624227524, -0.059444550424814224, 0.07008174061775208, 0.05132196098566055, -0.08453047275543213, 0.06437035650014877, -0.13557076454162598, -0.005108559038490057, 0.03494897857308388, 0.06450323015451431, 0.0447218082845211, -0.022245189175009727, 0.05839842930436134, 0.16092365980148315, 0.06475980579853058, 0.05502111464738846, 0.13807529211044312, -0.09884000569581985, -0.06614472717046738, -0.09727519005537033, -0.08666375279426575, 0.0012070121010765433, 0.05189685523509979, 0.08880141377449036, 0.06329967826604843, 0.12281769514083862, -0.05938156694173813, -0.012704335153102875, -0.14140905439853668, -0.000795012922026217, -0.001020475523546338, -0.08759452402591705, -0.07013598829507828, -0.02298349142074585, 0.07371168583631516, 0.004873334895819426, 0.2357596457004547, 0.04210233315825462, 0.05286319553852081, 0.017945783212780952, -0.0413525365293026, 0.17727285623550415, 0.04109996557235718, 0.212922602891922, -0.011680910363793373, 0.015362796373665333, -0.06939447671175003, -0.01780722662806511, 0.053445324301719666, 0.07465982437133789, 0.08509813994169235, 0.2083711177110672, 0.08516775816679001, 0.17924556136131287, 0.0043908958323299885, 0.013453706167638302, 0.00541984848678112, -0.11084846407175064, 0.04172943904995918, 0.10447362810373306, 0.002599352039396763, 0.13856051862239838, 0.11748902499675751, -0.13080477714538574, 0.039245229214429855, -0.07141578197479248, -0.04904521629214287, -0.15168558061122894, -0.1305905282497406, -0.12388104200363159, -0.17637962102890015, 0.009228103794157505, -0.11932049691677094, 0.027442894876003265, -0.00360584887675941, 0.06860847026109695, -0.08548329025506973, 0.07164004445075989, -0.03266715258359909, -0.11032930016517639, 0.09792501479387283, -0.020987769588828087, 0.03979991003870964, 0.09638334065675735, -0.004034626763314009, 0.03715144470334053, -0.02680433727800846, 0.0052531384862959385, 0.050037283450365067, -0.07925309240818024, 0.035923805087804794, -0.061025798320770264, -0.04042965546250343, -0.05177750438451767, 0.028543943539261818, 0.05692112445831299, 0.260297030210495, 0.024937521666288376, 0.009887294843792915, 0.03682779148221016, 0.140811488032341, -0.06170741468667984, -0.10139939188957214, -0.1118767186999321, 0.1402183175086975, 0.044004373252391815, 0.06854134798049927, 0.0000033482151593489107, -0.07343563437461853, -0.007436367683112621, 0.25373563170433044, 0.1966376006603241, -0.10978500545024872, -0.007522666361182928, 0.06109444424510002, 0.009561317041516304, 0.044208988547325134, 0.07103192806243896, 0.13771399855613708, 0.24089813232421875, -0.05222029238939285, -0.0592389740049839, -0.04501961171627045, -0.0329684354364872, -0.07153453677892685, 0.0675441324710846, 0.011724800802767277, -0.10256141424179077, -0.020398741587996483, 0.06019420921802521, -0.06845805794000626, -0.0788736343383789, 0.0026051837485283613, -0.14937952160835266, -0.09671032428741455, -0.056927237659692764, 0.06551849842071533, 0.02676336094737053, -0.0070498110726475716, -0.04458588361740112, -0.01605137251317501, 0.06570475548505783, -0.04565776512026787, -0.10599879920482635, -0.11122411489486694, 0.04158797115087509, -0.09046506136655807, 0.10086848586797714, 0.012081846594810486, 0.13871389627456665, 0.10738352686166763, 0.06716307252645493, -0.028752397745847702, 0.09851616621017456, 0.04089996963739395, -0.07622607797384262, 0.07423320412635803, 0.019595075398683548, -0.03085021860897541, 0.041805118322372437, 0.06766803562641144, -0.006979758385568857, 0.06643816083669662, -0.06516287475824356, -0.07178045064210892, -0.1466517150402069, 0.01819777302443981, -0.17321576178073883, 0.0628569945693016, 0.17099529504776, -0.0268061812967062, -0.002119698328897357, -0.07294385880231857, 0.07858143746852875, -0.007283730898052454, 0.0012141427723690867, 0.009840119630098343, -0.1394881159067154, 0.0010591424070298672, 0.044813383370637894, 0.03090093284845352, -0.25597575306892395, -0.006898246239870787, -0.07162865996360779, -0.01797623373568058, -0.10162321478128433, 0.10487140715122223, 0.06162186712026596, 0.017021983861923218, -0.030679913237690926, -0.21942853927612305, 0.025484060868620872, 0.0629522055387497, -0.12923401594161987, -0.0889996886253357 ]
null
null
transformers
### opus-mt-en-bem * source languages: en * target languages: bem * OPUS readme: [en-bem](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-bem/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-bem/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bem/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bem/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.bem | 29.7 | 0.532 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bem
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bem", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-bem * source languages: en * target languages: bem * OPUS readme: en-bem * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 29.7, chr-F: 0.532
[ "### opus-mt-en-bem\n\n\n* source languages: en\n* target languages: bem\n* OPUS readme: en-bem\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.7, chr-F: 0.532" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-bem\n\n\n* source languages: en\n* target languages: bem\n* OPUS readme: en-bem\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.7, chr-F: 0.532" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-bem\n\n\n* source languages: en\n* target languages: bem\n* OPUS readme: en-bem\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.7, chr-F: 0.532" ]
[ -0.09450195729732513, 0.08166630566120148, -0.004824249539524317, 0.07046335935592651, 0.0419667586684227, 0.03403638303279877, 0.08293171226978302, 0.14416316151618958, 0.002276073209941387, -0.02225298248231411, 0.14847750961780548, 0.10620865225791931, -0.011295926757156849, 0.13201916217803955, -0.09561455249786377, -0.141554594039917, 0.04835281893610954, 0.07094160467386246, -0.07906844466924667, 0.14561399817466736, 0.09471238404512405, 0.006185679696500301, 0.0800209641456604, -0.05176747217774391, -0.0538598857820034, 0.07482235133647919, 0.002014715922996402, -0.07797598093748093, 0.03850821405649185, 0.05938001349568367, 0.025665484368801117, 0.043383967131376266, -0.04776623472571373, -0.18764424324035645, 0.022742873057723045, -0.001443352666683495, -0.06141818314790726, 0.012253740802407265, 0.03754667565226555, -0.06372283399105072, 0.135611891746521, -0.07353665679693222, -0.05022483319044113, 0.051485784351825714, -0.05686637759208679, -0.11258198320865631, -0.05360517278313637, -0.031202498823404312, -0.033267002552747726, 0.10619069635868073, -0.03485129401087761, 0.2788547873497009, -0.15931908786296844, 0.11207965761423111, 0.20235319435596466, -0.2861851453781128, -0.03357873111963272, 0.030023761093616486, -0.01639179140329361, 0.10411838442087173, 0.009738517925143242, -0.005179586820304394, 0.08098302781581879, 0.031006066128611565, -0.047768931835889816, -0.12832459807395935, -0.0355147123336792, -0.0014656485291197896, -0.13817213475704193, -0.025998085737228394, 0.2722879946231842, 0.004352595191448927, -0.07434451580047607, -0.007525016088038683, -0.057517919689416885, 0.05415062606334686, -0.027275526896119118, 0.03261006623506546, 0.04658954590559006, 0.012029961682856083, 0.0317353829741478, -0.02650189958512783, -0.07032150030136108, -0.07116229832172394, -0.12322241067886353, 0.140906423330307, 0.031048711389303207, -0.0016698259860277176, -0.04788379371166229, 0.03157982602715492, -0.006682450417429209, -0.12120171636343002, -0.0882943868637085, -0.07819098979234695, 0.023403670638799667, 0.029978621751070023, -0.0676989033818245, -0.0576045960187912, 0.1303744912147522, 0.16030049324035645, -0.016171062365174294, 0.03290167078375816, -0.09111444652080536, 0.025667304173111916, -0.019007548689842224, 0.19259928166866302, -0.03251342475414276, -0.11753573268651962, 0.06368272751569748, -0.004265932831913233, 0.046833641827106476, 0.032829008996486664, -0.08326254040002823, -0.13121536374092102, 0.0622345469892025, 0.08172038197517395, 0.0394933708012104, 0.07716286927461624, -0.07163602858781815, -0.03150384873151779, 0.02879994362592697, -0.12092467397451401, 0.03503505885601044, 0.06153256818652153, -0.014141921885311604, 0.03543108329176903, 0.07505763322114944, -0.033900052309036255, -0.11989855021238327, 0.012934421189129353, -0.038612112402915955, 0.016868475824594498, -0.04659590870141983, -0.07322122901678085, 0.0692436695098877, -0.013141969218850136, 0.01614360325038433, -0.130565345287323, -0.14166462421417236, -0.009293953888118267, 0.04447682946920395, -0.048578452318906784, 0.009039423428475857, -0.013384346850216389, -0.04312584176659584, -0.004767922218888998, -0.05502532795071602, -0.005440230015665293, -0.09502667933702469, 0.07040498405694962, 0.0768778994679451, 0.0642816498875618, -0.09501289576292038, 0.04952409863471985, -0.13421688973903656, -0.03335737809538841, -0.16438496112823486, 0.07805897295475006, -0.11781014502048492, 0.041597504168748856, -0.06767479330301285, -0.08014457672834396, -0.06696482002735138, 0.051440756767988205, 0.03989070653915405, 0.21285749971866608, -0.10048072040081024, -0.06789562851190567, 0.2612122893333435, -0.06973544508218765, -0.1430826187133789, 0.16238144040107727, -0.013372065499424934, -0.005814718548208475, 0.04452451691031456, 0.1467302441596985, 0.02455310709774494, -0.048318006098270416, 0.05119137465953827, 0.07859231531620026, 0.011191124096512794, -0.09036064147949219, 0.1103755533695221, -0.05286332592368126, -0.05819682404398918, 0.05562933534383774, -0.0882847011089325, 0.03267207741737366, 0.017964240163564682, -0.052806053310632706, -0.06607165187597275, -0.016978848725557327, 0.023143447935581207, 0.01841406337916851, 0.03691583499312401, -0.12636180222034454, -0.04829898849129677, 0.04599648714065552, 0.05878845229744911, -0.018661998212337494, 0.0499018058180809, -0.048727769404649734, 0.10204514116048813, -0.12107536196708679, 0.03353008255362511, -0.13792547583580017, 0.08525432646274567, 0.014026175253093243, 0.07714126259088516, 0.1359250396490097, 0.026779839769005775, 0.04266370087862015, -0.09121781587600708, -0.019030770286917686, -0.007822945713996887, 0.07119278609752655, -0.031074747443199158, -0.072268046438694, -0.1615830659866333, 0.04159180819988251, -0.016722509637475014, 0.033061832189559937, -0.0766495019197464, -0.018519887700676918, 0.043329767882823944, 0.054178815335035324, -0.015206290408968925, 0.07541880011558533, 0.021304909139871597, 0.050300102680921555, -0.04508161544799805, -0.0045305099338293076, 0.05409817025065422, 0.016158685088157654, -0.09147373586893082, 0.15629124641418457, -0.01725255884230137, 0.17295892536640167, 0.22653475403785706, -0.1279231607913971, 0.026443149894475937, 0.027161991223692894, -0.010253201238811016, 0.00730818510055542, 0.041576363146305084, -0.010499618947505951, 0.08372703194618225, -0.005994099657982588, 0.1552799493074417, -0.14479279518127441, -0.05625003203749657, -0.03644443675875664, -0.09132201224565506, -0.06278306990861893, 0.17233873903751373, 0.027091918513178825, -0.1398201286792755, 0.13562025129795074, 0.22550645470619202, -0.14300952851772308, 0.26199787855148315, -0.06845459342002869, -0.06843731552362442, 0.034520287066698074, 0.05913195386528969, -0.009363245218992233, 0.06940761208534241, -0.2620782256126404, -0.006128179375082254, 0.02586183324456215, 0.06426163762807846, 0.06703892350196838, -0.10040991753339767, 0.0027427561581134796, 0.026044176891446114, -0.109542116522789, 0.0005641856114380062, 0.03844132274389267, 0.023306678980588913, 0.104965440928936, -0.03819913789629936, -0.0639575719833374, 0.030510788783431053, -0.04220462962985039, -0.14445847272872925, 0.2139635980129242, -0.13713963329792023, -0.1424868255853653, -0.11667278409004211, 0.049815695732831955, -0.14345775544643402, 0.00018546984938438982, 0.09786263853311539, -0.10159577429294586, -0.02722276747226715, -0.09314636141061783, 0.018398234620690346, 0.006938462611287832, 0.016438106074929237, -0.02268911339342594, 0.05196254327893257, 0.03923667222261429, -0.15200123190879822, -0.03934869542717934, -0.028924206271767616, -0.01859109476208687, 0.08427708595991135, -0.17760272324085236, 0.10077210515737534, 0.07709833234548569, -0.02840453013777733, 0.02747010812163353, -0.010967960581183434, 0.1800304800271988, -0.03945597633719444, -0.05084407702088356, 0.14524807035923004, 0.028012504801154137, -0.006721628364175558, 0.07801516354084015, -0.023728637024760246, -0.06058557331562042, 0.04436539113521576, 0.01016150787472725, -0.009007254615426064, -0.28192535042762756, -0.10429110378026962, -0.10939916968345642, 0.06811491400003433, -0.013037547469139099, 0.028936665505170822, -0.07536136358976364, 0.041365932673215866, -0.028710991144180298, 0.013182375580072403, -0.027009684592485428, 0.06725595146417618, 0.17216652631759644, 0.01842426136136055, 0.12210992723703384, -0.09048760682344437, -0.06223742663860321, 0.101532481610775, 0.0637720376253128, 0.0562005341053009, -0.0023371523711830378, 0.18704913556575775, 0.03967398777604103, 0.11301174759864807, 0.028449319303035736, 0.059539418667554855, -0.031387824565172195, 0.008644970133900642, -0.025534629821777344, -0.07988152652978897, -0.07376197725534439, 0.06632552295923233, 0.014825224876403809, -0.016503211110830307, -0.06105682998895645, -0.07159681618213654, 0.13764825463294983, 0.10971149802207947, 0.044604651629924774, -0.1572973132133484, 0.00970233790576458, 0.0598677434027195, -0.010470201261341572, -0.022612938657402992, 0.07563941925764084, -0.03868824988603592, -0.050129473209381104, 0.07524984329938889, -0.027120037004351616, 0.12469886243343353, 0.019586216658353806, 0.012297912500798702, -0.03409875929355621, -0.012909195385873318, 0.014115426689386368, 0.08448469638824463, -0.3907254934310913, 0.22895894944667816, 0.02432822994887829, 0.002968383952975273, -0.07194895297288895, 0.010419878177344799, 0.06262937188148499, 0.08603380620479584, 0.09058189392089844, -0.002050133189186454, -0.03934445232152939, -0.04223944991827011, 0.010697288438677788, 0.06796813756227493, 0.05113028734922409, 0.13543540239334106, 0.07618330419063568, -0.030352508649230003, -0.005299565847963095, 0.008778353221714497, 0.1553681641817093, -0.13023802638053894, -0.07387063652276993, 0.03558006137609482, 0.0875057801604271, -0.04922955110669136, -0.03255286440253258, -0.05571482703089714, -0.08751226216554642, 0.20201164484024048, -0.10347270965576172, -0.08673591166734695, -0.10588546842336655, -0.024879775941371918, 0.12466706335544586, -0.10867003351449966, -0.01996159553527832, -0.08292529731988907, -0.02239193767309189, -0.012263678945600986, -0.12493401020765305, 0.11876004934310913, -0.09365173429250717, -0.08632577210664749, -0.029996385797858238, 0.1014857292175293, -0.08191364258527756, 0.07476193457841873, 0.05187377706170082, -0.032195787876844406, -0.03168202191591263, -0.1103111207485199, -0.026081012561917305, -0.10410948842763901, 0.08163236081600189, 0.11677145212888718, -0.12760567665100098, -0.10775292664766312, -0.04107999801635742, -0.04446382820606232, 0.17188535630702972, 0.19702911376953125, -0.039296526461839676, 0.01668369024991989, 0.15401926636695862, -0.10749275982379913, -0.282875657081604, 0.02168206498026848, -0.0434633307158947, 0.03594120219349861, -0.04566190391778946, -0.12406884133815765, 0.053927864879369736, -0.0034511780831962824, -0.039490774273872375, 0.03800886869430542, -0.20128710567951202, -0.12380527704954147, 0.19817456603050232, 0.05568009987473488, 0.3167881667613983, -0.1883886456489563, -0.04905342310667038, -0.08471690118312836, -0.18470793962478638, 0.04960176348686218, -0.15513470768928528, 0.08752790838479996, -0.015246930532157421, 0.01766255497932434, -0.005741612054407597, -0.02176184393465519, 0.12903189659118652, 0.007437150459736586, 0.018683962523937225, -0.03867477551102638, 0.0624350979924202, -0.028467277064919472, 0.023050345480442047, 0.1624959111213684, -0.13934487104415894, 0.04855985566973686, -0.16886724531650543, -0.031782470643520355, -0.053485672920942307, 0.06734907627105713, -0.01893801800906658, -0.0545353963971138, 0.01432704459875822, 0.020465947687625885, 0.026880161836743355, 0.004635232035070658, 0.14279401302337646, -0.11921310424804688, -0.0024763084948062897, 0.1953417807817459, 0.15861614048480988, -0.17993409931659698, 0.07209286093711853, 0.03281950578093529, -0.02087429352104664, 0.0766226053237915, -0.08711479604244232, 0.08229325711727142, 0.09699984639883041, -0.020973145961761475, 0.08727262914180756, 0.0460037924349308, -0.06084887683391571, -0.027299009263515472, 0.07796594500541687, -0.10552551597356796, 0.05634123086929321, 0.004502079915255308, -0.1439608782529831, -0.03206765651702881, 0.055444855242967606, 0.19477353990077972, -0.02435098960995674, -0.027710307389497757, -0.006086511537432671, -0.014337969943881035, -0.07499263435602188, 0.15240028500556946, 0.07914386689662933, -0.0031839979346841574, -0.08865150809288025, 0.09003811329603195, -0.04191270470619202, -0.07208435982465744, 0.036555215716362, 0.11478038132190704, -0.08973024040460587, -0.1140735000371933, 0.07636187970638275, 0.10838960111141205, -0.08053314685821533, -0.06455414742231369, -0.1434457153081894, -0.10591629147529602, 0.06950101256370544, 0.16649730503559113, 0.1601867377758026, 0.03937762603163719, 0.0011103780707344413, -0.067400261759758, 0.019030220806598663, 0.08638909459114075, 0.06646367162466049, 0.030129767954349518, -0.061798810958862305, -0.04687090218067169, -0.07980739325284958, 0.07065219432115555, -0.05556638166308403, 0.03387850150465965, -0.15247082710266113, 0.037879303097724915, -0.2553771138191223, 0.008705278858542442, -0.035764940083026886, 0.005663360934704542, -0.005826940760016441, -0.08370357751846313, -0.05005747452378273, 0.01664433814585209, -0.10810671746730804, -0.032617367804050446, -0.041380781680345535, 0.07815517485141754, -0.10967546701431274, -0.013799354434013367, 0.08845287561416626, -0.052240919321775436, 0.0832468569278717, 0.06438098847866058, -0.08940460532903671, 0.051640305668115616, -0.18020012974739075, -0.033361151814460754, 0.022178640589118004, 0.04483672231435776, 0.05277399346232414, -0.0591525100171566, 0.0385780967772007, 0.14304496347904205, 0.11099633574485779, 0.06672903150320053, 0.15854761004447937, -0.11297395825386047, -0.024387618526816368, -0.0975930318236351, -0.10750820487737656, 0.01597730442881584, 0.03664281591773033, 0.08808853477239609, 0.020284483209252357, 0.14575500786304474, -0.08061576634645462, -0.015014417469501495, -0.13495691120624542, 0.021515188738703728, 0.006474087946116924, -0.09931201487779617, -0.11590294539928436, -0.029589682817459106, 0.06284408271312714, 0.025393197312951088, 0.23153053224086761, 0.05990137159824371, 0.0278198029845953, 0.05466141179203987, -0.053175244480371475, 0.14223048090934753, 0.012327699922025204, 0.20932579040527344, 0.02418575994670391, 0.009175444953143597, -0.03553515672683716, 0.006245688535273075, 0.06610289216041565, 0.029298817738890648, 0.10348713397979736, 0.25530049204826355, 0.11187846213579178, 0.17462295293807983, -0.01870724745094776, 0.030421625822782516, 0.013183366507291794, -0.11564047634601593, 0.02776246890425682, 0.10254669189453125, 0.00331738218665123, 0.08290650695562363, 0.15749245882034302, -0.11475048959255219, 0.013015537522733212, -0.05134299397468567, -0.04541510343551636, -0.1812257468700409, -0.07700657099485397, -0.12117083370685577, -0.1813330203294754, 0.013067293912172318, -0.12044858932495117, 0.013980740681290627, 0.0023588668555021286, 0.08392339199781418, -0.04535534977912903, 0.08803515881299973, 0.01062801107764244, -0.1229747086763382, 0.1389072984457016, -0.04350312054157257, 0.0176535677164793, 0.10562720894813538, -0.0071105086244642735, 0.010751704685389996, -0.03134793043136597, 0.004846657160669565, 0.059336576610803604, -0.08304181694984436, 0.019172118976712227, -0.07064582407474518, -0.08728083968162537, -0.06288320571184158, 0.049737751483917236, 0.059219446033239365, 0.2905639410018921, 0.02093537524342537, -0.004865974187850952, 0.03556894138455391, 0.12490227073431015, -0.0474671944975853, -0.11030667275190353, -0.11806007474660873, 0.11193712800741196, 0.004447408486157656, 0.07805070281028748, -0.049158595502376556, -0.06453036516904831, 0.0010616539511829615, 0.287331223487854, 0.25244852900505066, -0.11434338986873627, -0.00033561125746928155, 0.046861328184604645, 0.019335849210619926, 0.06263595819473267, 0.1104312390089035, 0.10824210196733475, 0.22012943029403687, -0.05434267222881317, -0.03356138989329338, -0.05193111300468445, -0.03452072665095329, -0.09243161231279373, 0.032834284007549286, 0.03347674384713173, -0.08725331723690033, -0.0025060668122023344, 0.05703744664788246, -0.057581476867198944, -0.04066280275583267, -0.02603713795542717, -0.15361009538173676, -0.08457878977060318, -0.02349662221968174, 0.08237780630588531, 0.029928045347332954, 0.03876291960477829, -0.03313244506716728, -0.02575067989528179, 0.051577020436525345, -0.04838930815458298, -0.11108463257551193, -0.08601957559585571, 0.022542526945471764, -0.08305943012237549, 0.07751069962978363, 0.00647268071770668, 0.1396815925836563, 0.11159659922122955, 0.0371517539024353, -0.0659942477941513, 0.09403089433908463, 0.0496811680495739, -0.013807786628603935, 0.05888509750366211, -0.019641879945993423, -0.009619427844882011, 0.061618078500032425, 0.06938989460468292, -0.004487446043640375, 0.058613114058971405, -0.03820677474141121, -0.1264401376247406, -0.14685364067554474, 0.037964753806591034, -0.15920382738113403, 0.06796778738498688, 0.1805458813905716, -0.04259854555130005, -0.02108902297914028, -0.06525096297264099, 0.03947586566209793, -0.019877206534147263, -0.004268641117960215, -0.047331567853689194, -0.1312318742275238, 0.002103558275848627, 0.09321799874305725, 0.026649853214621544, -0.2573813796043396, -0.006971362978219986, -0.03712829574942589, 0.0008553537190891802, -0.08061975985765457, 0.09019731730222702, 0.04347868636250496, 0.02478557638823986, -0.009710597805678844, -0.20387446880340576, 0.029491648077964783, 0.04798276722431183, -0.13076971471309662, -0.0890393927693367 ]
null
null
transformers
### opus-mt-en-ber * source languages: en * target languages: ber * OPUS readme: [en-ber](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ber/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ber/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ber/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ber/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.ber | 29.7 | 0.544 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ber
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ber", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ber #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ber * source languages: en * target languages: ber * OPUS readme: en-ber * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 29.7, chr-F: 0.544
[ "### opus-mt-en-ber\n\n\n* source languages: en\n* target languages: ber\n* OPUS readme: en-ber\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.7, chr-F: 0.544" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ber #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ber\n\n\n* source languages: en\n* target languages: ber\n* OPUS readme: en-ber\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.7, chr-F: 0.544" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ber #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ber\n\n\n* source languages: en\n* target languages: ber\n* OPUS readme: en-ber\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.7, chr-F: 0.544" ]
[ -0.09632615000009537, 0.11900855600833893, -0.004461709875613451, 0.07960908859968185, 0.054543010890483856, 0.018775148317217827, 0.07048733532428741, 0.15108518302440643, -0.008714425377547741, -0.009752502664923668, 0.1433648020029068, 0.12133096903562546, -0.006270743906497955, 0.11460494995117188, -0.09639733284711838, -0.1472243219614029, 0.046681053936481476, 0.06333983689546585, -0.06973131746053696, 0.1476966142654419, 0.09497782588005066, -0.0004890154232271016, 0.0902005285024643, -0.03665405139327049, -0.04504929855465889, 0.07791603356599808, 0.00855150818824768, -0.07176109403371811, 0.05467737093567848, 0.060574207454919815, 0.036957915872335434, 0.05261713266372681, -0.03628668561577797, -0.18714657425880432, 0.017980284988880157, 0.007026718929409981, -0.05768468230962753, 0.023640252649784088, 0.02939429134130478, -0.07579562067985535, 0.11570816487073898, -0.07078039646148682, -0.04216040298342705, 0.05126994848251343, -0.062251850962638855, -0.12544865906238556, -0.05601785331964493, -0.021266140043735504, -0.04364923760294914, 0.12351103872060776, -0.04248024523258209, 0.2844395339488983, -0.15038396418094635, 0.12248992919921875, 0.21785753965377808, -0.3083116114139557, -0.032262109220027924, 0.036691248416900635, 0.005327361170202494, 0.09811680763959885, -0.0011481726542115211, -0.004306951072067022, 0.08636811375617981, 0.022850276902318, -0.058512989431619644, -0.12716679275035858, -0.06746229529380798, 0.009839000180363655, -0.13917872309684753, -0.02826826088130474, 0.2809630036354065, 0.0009089899249374866, -0.0730472207069397, 0.01251283474266529, -0.05357183888554573, 0.030426982790231705, -0.01682526059448719, 0.028742965310811996, 0.04654475301504135, 0.014917944557964802, 0.03822176158428192, -0.023641815409064293, -0.08127482235431671, -0.06858887523412704, -0.12428588420152664, 0.14214113354682922, 0.04445596784353256, 0.0008878751541487873, -0.0332019180059433, 0.043197497725486755, 0.0002720589400269091, -0.12564939260482788, -0.07153185456991196, -0.07177719473838806, 0.01302178855985403, 0.03746616840362549, -0.08388739824295044, -0.07055412977933884, 0.12736444175243378, 0.16339386999607086, -0.028748756274580956, 0.03455572947859764, -0.09886013716459274, 0.038757290691137314, -0.028209535405039787, 0.19976913928985596, -0.029028266668319702, -0.0902886837720871, 0.059080351144075394, -0.005026695318520069, 0.04760110750794411, 0.024104943498969078, -0.08985161036252975, -0.11483082920312881, 0.04769075661897659, 0.09034484624862671, 0.03382161632180214, 0.08359141647815704, -0.06619689613580704, -0.01828208565711975, 0.025117438286542892, -0.13150525093078613, 0.028189022094011307, 0.052747271955013275, -0.012989982962608337, 0.054781097918748856, 0.08129772543907166, -0.0365036278963089, -0.12907195091247559, 0.010431193746626377, -0.04713030532002449, 0.01165041420608759, -0.040829114615917206, -0.08380474150180817, 0.057256098836660385, -0.0225211214274168, 0.01949579454958439, -0.13163377344608307, -0.12364935129880905, -0.019977908581495285, 0.04689132049679756, -0.034620046615600586, -0.006669057533144951, -0.02589271403849125, -0.048621583729982376, -0.0021474831737577915, -0.05113605037331581, -0.020376082509756088, -0.09678240120410919, 0.08256704360246658, 0.06985129415988922, 0.05601099133491516, -0.08928629755973816, 0.04289454221725464, -0.15558791160583496, -0.03280387073755264, -0.13511160016059875, 0.06684421002864838, -0.119602270424366, 0.04947078600525856, -0.07671639323234558, -0.08681629598140717, -0.052913449704647064, 0.0649234727025032, 0.03595374897122383, 0.1942114382982254, -0.11269142478704453, -0.06146970018744469, 0.2609230875968933, -0.08537565916776657, -0.14155477285385132, 0.15761087834835052, -0.006576210260391235, -0.008976220153272152, 0.046536121517419815, 0.1675385683774948, 0.011593420058488846, -0.0670003592967987, 0.044537194073200226, 0.0757855772972107, 0.01603650115430355, -0.06896449625492096, 0.10337740182876587, -0.060933247208595276, -0.057804666459560394, 0.059185974299907684, -0.10656404495239258, 0.02744809351861477, 0.02053961157798767, -0.05758625268936157, -0.07043810933828354, -0.01581159234046936, 0.030661743134260178, 0.031681906431913376, 0.03659547120332718, -0.12728436291217804, -0.07717576622962952, 0.024538718163967133, 0.0646449476480484, -0.029607368633151054, 0.05451783165335655, -0.05042906478047371, 0.10995868593454361, -0.09987607598304749, 0.033717427402734756, -0.1417858600616455, 0.07729712128639221, 0.009621154516935349, 0.05275681987404823, 0.13445226848125458, 0.05337490141391754, 0.034007728099823, -0.08796316385269165, -0.024641208350658417, -0.010603970848023891, 0.07424431294202805, -0.029694991186261177, -0.0625099167227745, -0.166086807847023, 0.04716697335243225, -0.014930360019207, 0.028436416760087013, -0.09612459689378738, -0.01738203875720501, 0.031123463064432144, 0.0594899021089077, -0.025647597387433052, 0.07017242908477783, 0.00977437011897564, 0.05217018350958824, -0.05696025863289833, -0.0038457196205854416, 0.043677933514118195, 0.016442639753222466, -0.096205934882164, 0.1529587060213089, -0.030573714524507523, 0.16707728803157806, 0.22506095468997955, -0.151282399892807, 0.011672941967844963, 0.026029855012893677, -0.012886515818536282, 0.0060157738626003265, 0.04077749326825142, -0.006110082380473614, 0.08573448657989502, -0.007467644289135933, 0.14932867884635925, -0.14206288754940033, -0.040640901774168015, -0.03394656628370285, -0.08981051295995712, -0.04518071189522743, 0.17401283979415894, 0.02848263829946518, -0.14349991083145142, 0.14209182560443878, 0.21021580696105957, -0.14713117480278015, 0.22137749195098877, -0.07650993764400482, -0.06842770427465439, 0.04986847937107086, 0.059327270835638046, -0.008723785169422626, 0.06566818058490753, -0.23659390211105347, -0.003709111362695694, 0.03320642188191414, 0.05329079180955887, 0.05766278877854347, -0.10728490352630615, -0.0027392213232815266, 0.020311320200562477, -0.10031910985708237, -0.014469188638031483, 0.04300031438469887, 0.02208009921014309, 0.10217753052711487, -0.04334178566932678, -0.06656148284673691, 0.0316259004175663, -0.03639307990670204, -0.13587160408496857, 0.21486571431159973, -0.12780731916427612, -0.16888071596622467, -0.12166275829076767, 0.043558746576309204, -0.14150097966194153, 0.0011215887498110533, 0.10852397233247757, -0.10344620794057846, -0.04196399822831154, -0.09047219157218933, 0.014870588667690754, 0.004025335889309645, 0.008253870531916618, -0.04997884854674339, 0.05099393054842949, 0.04203120619058609, -0.14926880598068237, -0.032707277685403824, -0.02632301114499569, -0.03860741853713989, 0.07051088660955429, -0.1657010167837143, 0.10404966026544571, 0.08703133463859558, -0.01864738017320633, 0.025746077299118042, -0.013187657110393047, 0.1594214141368866, -0.0520598478615284, -0.05384629964828491, 0.14310035109519958, 0.015789180994033813, 0.0033593554981052876, 0.08196061849594116, -0.026237083598971367, -0.0629533976316452, 0.0467139296233654, 0.02347295545041561, -0.004841980524361134, -0.292660117149353, -0.10526084899902344, -0.10318770259618759, 0.0631893053650856, 0.004975999239832163, 0.04118705540895462, -0.05879708752036095, 0.05047973245382309, -0.02508617378771305, 0.007528193295001984, -0.027021802961826324, 0.07200784236192703, 0.18776163458824158, 0.011846007779240608, 0.13146550953388214, -0.08971624821424484, -0.07336624711751938, 0.09506043046712875, 0.060780782252550125, 0.060270462185144424, -0.008442685939371586, 0.17722630500793457, 0.03841188922524452, 0.13936056196689606, 0.02703074738383293, 0.06306275725364685, -0.010595236904919147, 0.010393094271421432, -0.022253919392824173, -0.08032619953155518, -0.07343343645334244, 0.07194733619689941, 0.010260924696922302, -0.024846911430358887, -0.05838102847337723, -0.07835616171360016, 0.1336451917886734, 0.11173208802938461, 0.03548923134803772, -0.1687592715024948, 0.003532949835062027, 0.0488128736615181, -0.016960490494966507, -0.024961456656455994, 0.08829925209283829, -0.03496873751282692, -0.05704474449157715, 0.08273021131753922, -0.021564969792962074, 0.12376724928617477, 0.010056782513856888, 0.023552685976028442, -0.048750702291727066, -0.013300711289048195, 0.014441466890275478, 0.10367032885551453, -0.38051119446754456, 0.24230371415615082, 0.017591753974556923, -0.007002285216003656, -0.06468553096055984, 0.009099707007408142, 0.06411079317331314, 0.09943491220474243, 0.1161264181137085, -0.004276738036423922, -0.05268073081970215, -0.0329635851085186, -0.0007552642491646111, 0.06812945008277893, 0.04429464787244797, 0.11429110914468765, 0.06394575536251068, -0.038736578077077866, -0.0069951689802110195, -0.0006020137225277722, 0.14533141255378723, -0.11721884459257126, -0.07444120943546295, 0.02976430580019951, 0.06577299535274506, -0.04845765605568886, -0.027369357645511627, -0.06312641501426697, -0.10053674131631851, 0.21885113418102264, -0.07215255498886108, -0.08551165461540222, -0.10064329952001572, -0.01189747080206871, 0.13087910413742065, -0.11145975440740585, -0.0220952145755291, -0.08050467818975449, -0.027844268828630447, -0.009670447558164597, -0.120542012155056, 0.12018734216690063, -0.0759267807006836, -0.09410516172647476, -0.03007725439965725, 0.10855236649513245, -0.09085676074028015, 0.067566879093647, 0.042176052927970886, -0.0181809663772583, -0.049586765468120575, -0.1119418814778328, -0.03269445151090622, -0.10781972855329514, 0.06910664588212967, 0.11870470643043518, -0.1298321634531021, -0.10122492164373398, -0.04656090959906578, -0.04351625218987465, 0.17435914278030396, 0.1850764900445938, -0.04365350678563118, 0.012965433299541473, 0.1536145955324173, -0.11242617666721344, -0.28509560227394104, 0.01905100978910923, -0.05497558042407036, 0.025683583691716194, -0.02125120349228382, -0.11542115360498428, 0.05549982190132141, -0.0023768283426761627, -0.04267331585288048, 0.04134417697787285, -0.18268422782421112, -0.11814647912979126, 0.20808789134025574, 0.0601847767829895, 0.28602421283721924, -0.19221360981464386, -0.05117720365524292, -0.08596283942461014, -0.18807774782180786, 0.05057084932923317, -0.13871508836746216, 0.08743664622306824, -0.015864411368966103, 0.0014694415731355548, 0.004702612292021513, -0.02343001589179039, 0.12354185432195663, 0.009302549064159393, 0.015376919880509377, -0.04870447516441345, 0.06197534501552582, -0.020419998094439507, 0.033853910863399506, 0.16288027167320251, -0.1505591869354248, 0.058207232505083084, -0.1445380598306656, -0.03050987236201763, -0.05808413773775101, 0.07433248311281204, -0.0193075779825449, -0.05305245518684387, -0.01159562449902296, 0.018756788223981857, 0.036707554012537, 0.015212048776447773, 0.15915219485759735, -0.11687332391738892, 0.010535838082432747, 0.19425474107265472, 0.14390870928764343, -0.13609105348587036, 0.04647642374038696, 0.03785482048988342, -0.020208388566970825, 0.07499831169843674, -0.10542483627796173, 0.07914265245199203, 0.1165127083659172, -0.01684294454753399, 0.08403774350881577, 0.04698341339826584, -0.06296736001968384, -0.026192540302872658, 0.0798385962843895, -0.12232434749603271, 0.0528874397277832, -0.004542902112007141, -0.1699102818965912, -0.01651001162827015, 0.05504176765680313, 0.19547952711582184, -0.028795568272471428, -0.026415597647428513, -0.000695280556101352, -0.004120036959648132, -0.07541067153215408, 0.13599184155464172, 0.07522109895944595, -0.0027797932270914316, -0.0911393016576767, 0.0922716036438942, -0.017639514058828354, -0.0812143087387085, 0.035599954426288605, 0.12405014038085938, -0.09030751883983612, -0.1186412051320076, 0.06666181981563568, 0.10485126078128815, -0.10307315737009048, -0.0692610889673233, -0.15185824036598206, -0.09967049956321716, 0.04974030703306198, 0.1389753818511963, 0.15550357103347778, 0.04220086336135864, 0.004950873553752899, -0.07485809922218323, 0.009871398098766804, 0.07439082115888596, 0.06776609271764755, 0.030923547223210335, -0.07089751213788986, -0.036171093583106995, -0.05925365909934044, 0.07675539702177048, -0.050344910472631454, 0.031245941296219826, -0.1571393758058548, 0.04052885249257088, -0.23805004358291626, 0.01584162563085556, -0.026671871542930603, 0.003001386998221278, -0.0018381007248535752, -0.09392441064119339, -0.0491664744913578, 0.014996157959103584, -0.11690703779459, -0.0327783040702343, -0.02413046360015869, 0.07561133801937103, -0.11983194947242737, -0.011240530759096146, 0.09154344350099564, -0.047713324427604675, 0.0761060118675232, 0.05661409720778465, -0.09430699795484543, 0.07715392857789993, -0.17737780511379242, -0.01826714165508747, 0.027582503855228424, 0.05522743612527847, 0.05164780095219612, -0.03746413439512253, 0.03714577853679657, 0.1451876163482666, 0.10083185881376266, 0.0587625689804554, 0.1475624144077301, -0.12256840616464615, -0.029303928837180138, -0.08185676485300064, -0.1113676205277443, 0.01602834276854992, 0.024960823357105255, 0.08586454391479492, 0.03224829211831093, 0.14294694364070892, -0.07749580591917038, -0.007534438744187355, -0.1342812478542328, 0.01686841994524002, 0.009263557381927967, -0.10158174484968185, -0.10648451745510101, -0.034686557948589325, 0.05977467820048332, 0.013905782252550125, 0.23139360547065735, 0.0556669645011425, 0.0461527481675148, 0.047341182827949524, -0.035073213279247284, 0.1402609944343567, 0.01553252711892128, 0.1943025290966034, 0.01816301792860031, 0.005825728178024292, -0.04097864776849747, -0.012492277659475803, 0.05282781273126602, 0.02066420204937458, 0.10675788670778275, 0.22980187833309174, 0.11985888332128525, 0.16612493991851807, -0.008953114040195942, 0.036199215799570084, 0.001153210294432938, -0.09461688250303268, 0.03752876818180084, 0.10779871791601181, 0.012699765153229237, 0.09767609089612961, 0.14708343148231506, -0.10634054988622665, 0.02744479663670063, -0.057308878749608994, -0.04506237432360649, -0.17640909552574158, -0.094309002161026, -0.12392523139715195, -0.18318194150924683, 0.014342442154884338, -0.11280421167612076, 0.018133338540792465, 0.009769219905138016, 0.0762719213962555, -0.058452025055885315, 0.0882686898112297, 0.013487745076417923, -0.11908742040395737, 0.12071242183446884, -0.04008350893855095, 0.019247036427259445, 0.09702107310295105, -0.00441620172932744, 0.009305409155786037, -0.014783178456127644, -0.001423525856807828, 0.058399345725774765, -0.07849477231502533, 0.02683434821665287, -0.07624179869890213, -0.07257730513811111, -0.057448554784059525, 0.05652311444282532, 0.05253864452242851, 0.2702217400074005, 0.029059724882245064, 0.0018548094667494297, 0.033607013523578644, 0.14376592636108398, -0.049569617956876755, -0.10733195394277573, -0.11694279313087463, 0.13648642599582672, 0.015444472432136536, 0.07031677663326263, -0.030387312173843384, -0.06762436777353287, -0.0030473489314317703, 0.3027675747871399, 0.25019973516464233, -0.10326065868139267, 0.006637596525251865, 0.04327400028705597, 0.017925959080457687, 0.05523710697889328, 0.09237375855445862, 0.11808208376169205, 0.21327753365039825, -0.05965556204319, -0.04439550265669823, -0.051137570291757584, -0.024031156674027443, -0.0897456556558609, 0.039146654307842255, 0.030390175059437752, -0.09128883481025696, -0.005391617771238089, 0.06024668365716934, -0.07414865493774414, -0.04873228445649147, -0.02286362648010254, -0.15978026390075684, -0.08677414059638977, -0.02716149389743805, 0.08561122417449951, 0.03266850486397743, 0.028819991275668144, -0.031176067888736725, -0.029712945222854614, 0.05515545234084129, -0.047077544033527374, -0.10671889781951904, -0.09824363142251968, 0.03161478787660599, -0.08945707976818085, 0.08840901404619217, 0.00980448815971613, 0.14161056280136108, 0.10659721493721008, 0.04988359659910202, -0.04391155764460564, 0.09544885158538818, 0.046162642538547516, -0.0317852646112442, 0.06159912049770355, -0.023425957188010216, -0.008597981184720993, 0.0544159822165966, 0.06300003081560135, -0.00398521963506937, 0.06550575792789459, -0.02662656642496586, -0.10639826953411102, -0.14213109016418457, 0.03192637488245964, -0.16734525561332703, 0.0700913667678833, 0.1789627969264984, -0.03340471535921097, -0.017286092042922974, -0.07013629376888275, 0.04403728246688843, -0.023806748911738396, -0.02935687266290188, -0.035559576004743576, -0.12594127655029297, 0.00036201870534569025, 0.09796812385320663, 0.022804735228419304, -0.24381119012832642, -0.0029249528888612986, -0.03874221816658974, -0.004463943187147379, -0.0878530815243721, 0.08035092800855637, 0.0458076149225235, 0.020671412348747253, -0.015079549513757229, -0.18416379392147064, 0.03612516075372696, 0.05195800960063934, -0.13645729422569275, -0.09219629317522049 ]
null
null
transformers
### eng-bul * source group: English * target group: Bulgarian * OPUS readme: [eng-bul](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bul/README.md) * model: transformer * source language(s): eng * target language(s): bul bul_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.zip) * test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.test.txt) * test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.bul | 50.6 | 0.680 | ### System Info: - hf_name: eng-bul - source_languages: eng - target_languages: bul - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bul/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'bg'] - src_constituents: {'eng'} - tgt_constituents: {'bul', 'bul_Latn'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.test.txt - src_alpha3: eng - tgt_alpha3: bul - short_pair: en-bg - chrF2_score: 0.68 - bleu: 50.6 - brevity_penalty: 0.96 - ref_len: 69504.0 - src_name: English - tgt_name: Bulgarian - train_date: 2020-07-03 - src_alpha2: en - tgt_alpha2: bg - prefer_old: False - long_pair: eng-bul - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "bg"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bg
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bg", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "bg" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-bul * source group: English * target group: Bulgarian * OPUS readme: eng-bul * model: transformer * source language(s): eng * target language(s): bul bul\_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 50.6, chr-F: 0.680 ### System Info: * hf\_name: eng-bul * source\_languages: eng * target\_languages: bul * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'bg'] * src\_constituents: {'eng'} * tgt\_constituents: {'bul', 'bul\_Latn'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: bul * short\_pair: en-bg * chrF2\_score: 0.68 * bleu: 50.6 * brevity\_penalty: 0.96 * ref\_len: 69504.0 * src\_name: English * tgt\_name: Bulgarian * train\_date: 2020-07-03 * src\_alpha2: en * tgt\_alpha2: bg * prefer\_old: False * long\_pair: eng-bul * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-bul\n\n\n* source group: English\n* target group: Bulgarian\n* OPUS readme: eng-bul\n* model: transformer\n* source language(s): eng\n* target language(s): bul bul\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 50.6, chr-F: 0.680", "### System Info:\n\n\n* hf\\_name: eng-bul\n* source\\_languages: eng\n* target\\_languages: bul\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'bg']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'bul', 'bul\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: bul\n* short\\_pair: en-bg\n* chrF2\\_score: 0.68\n* bleu: 50.6\n* brevity\\_penalty: 0.96\n* ref\\_len: 69504.0\n* src\\_name: English\n* tgt\\_name: Bulgarian\n* train\\_date: 2020-07-03\n* src\\_alpha2: en\n* tgt\\_alpha2: bg\n* prefer\\_old: False\n* long\\_pair: eng-bul\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-bul\n\n\n* source group: English\n* target group: Bulgarian\n* OPUS readme: eng-bul\n* model: transformer\n* source language(s): eng\n* target language(s): bul bul\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 50.6, chr-F: 0.680", "### System Info:\n\n\n* hf\\_name: eng-bul\n* source\\_languages: eng\n* target\\_languages: bul\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'bg']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'bul', 'bul\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: bul\n* short\\_pair: en-bg\n* chrF2\\_score: 0.68\n* bleu: 50.6\n* brevity\\_penalty: 0.96\n* ref\\_len: 69504.0\n* src\\_name: English\n* tgt\\_name: Bulgarian\n* train\\_date: 2020-07-03\n* src\\_alpha2: en\n* tgt\\_alpha2: bg\n* prefer\\_old: False\n* long\\_pair: eng-bul\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 150, 399 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-bul\n\n\n* source group: English\n* target group: Bulgarian\n* OPUS readme: eng-bul\n* model: transformer\n* source language(s): eng\n* target language(s): bul bul\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 50.6, chr-F: 0.680" ]
[ -0.09273872524499893, 0.01066518947482109, -0.005247015040367842, 0.03693745285272598, 0.11376321315765381, -0.012693085707724094, 0.08686280250549316, 0.10688459128141403, 0.0010752917733043432, -0.01243619155138731, 0.14501953125, 0.09180139750242233, 0.01732606254518032, 0.13737522065639496, -0.014955106191337109, -0.2106192708015442, 0.06320696324110031, 0.07105498760938644, 0.07935567200183868, 0.13295195996761322, 0.10226133465766907, -0.06167751923203468, 0.0468776561319828, -0.00329252309165895, -0.11124975234270096, 0.08996786922216415, 0.03477448597550392, -0.09225115180015564, 0.04839757829904556, 0.046006444841623306, 0.03068847395479679, 0.07324447482824326, -0.03736807405948639, -0.1978430449962616, 0.0005497692036442459, -0.011590145528316498, -0.04670461267232895, 0.002608758397400379, 0.0031738514080643654, -0.06954427063465118, 0.1102992594242096, -0.13218806684017181, -0.03658782318234444, 0.014818716794252396, -0.061977386474609375, -0.2776106297969818, -0.024708837270736694, 0.11518151313066483, -0.06051050126552582, 0.10262579470872879, -0.058926183730363846, 0.22243356704711914, -0.09741020947694778, 0.16105245053768158, 0.22846771776676178, -0.3310141861438751, -0.024701863527297974, 0.015712112188339233, 0.01523567270487547, 0.10500284284353256, 0.03168573975563049, 0.029167242348194122, 0.04130619764328003, 0.04783293977379799, 0.017191389575600624, -0.09856737405061722, -0.1014719307422638, 0.013257533311843872, -0.16675055027008057, -0.0683351680636406, 0.23714686930179596, -0.01215782854706049, -0.07286382466554642, 0.007462533190846443, -0.020987460389733315, -0.006629662122577429, -0.06767009198665619, 0.020046615973114967, 0.017878498882055283, 0.012716184370219707, -0.020746497437357903, -0.08229325711727142, -0.07526273280382156, -0.052368588745594025, -0.10043391585350037, 0.2994697391986847, 0.07153712213039398, 0.02764851413667202, -0.056036561727523804, 0.05163300037384033, -0.0528099425137043, -0.1273641437292099, -0.060375165194272995, -0.057655513286590576, 0.05105311796069145, 0.06055956706404686, -0.06535442173480988, -0.11748155951499939, 0.09351926296949387, 0.0766255259513855, -0.12678276002407074, 0.02879536710679531, -0.05789019912481308, 0.08846976608037949, -0.07810414582490921, 0.23065777122974396, -0.042711809277534485, 0.023989126086235046, 0.05548674985766411, -0.05117730796337128, 0.08256959170103073, 0.010743962600827217, -0.15173423290252686, -0.0944911316037178, 0.08655916899442673, 0.08743053674697876, -0.014396035112440586, 0.15142561495304108, 0.0036744677927345037, 0.02373204194009304, -0.0016386089846491814, -0.14833815395832062, 0.02200712449848652, 0.0006981818005442619, -0.02538018487393856, 0.02626066654920578, 0.0693870261311531, -0.04860087111592293, -0.14370502531528473, -0.010833040811121464, -0.0012118510203436017, 0.03282986953854561, -0.05792143940925598, -0.1570398211479187, 0.044516805559396744, -0.012412767857313156, -0.001968096010386944, -0.18232113122940063, -0.08964145928621292, 0.027796005830168724, 0.020945556461811066, 0.014498848468065262, 0.019399220123887062, -0.03149852901697159, -0.06171559542417526, -0.0010648847091943026, -0.0630563274025917, -0.08198269456624985, -0.07098863273859024, 0.07410412281751633, 0.08344197273254395, 0.05977581441402435, -0.07707080990076065, 0.027028512209653854, -0.1675892174243927, -0.02639472484588623, -0.2604771852493286, 0.07996713370084763, -0.09931769222021103, 0.061627380549907684, -0.04364686831831932, -0.07244265824556351, -0.005538927856832743, 0.06654908508062363, 0.07307307422161102, 0.1735929250717163, -0.1360640525817871, -0.07818648219108582, 0.3344722390174866, -0.15133705735206604, -0.1081121414899826, 0.13087013363838196, 0.014195911586284637, 0.01631973125040531, 0.10158907622098923, 0.21728375554084778, 0.03742160648107529, -0.10789874196052551, 0.01221634354442358, 0.09174996614456177, -0.011994602158665657, -0.0687064677476883, 0.06361802667379379, -0.04058658704161644, -0.05898371711373329, 0.07582861185073853, -0.10265146940946579, 0.12142813205718994, -0.023653395473957062, -0.02143888920545578, -0.05320364981889725, 0.015916919335722923, 0.060404449701309204, 0.04186616092920303, 0.028148779645562172, -0.1257418990135193, -0.13554756343364716, 0.059352580457925797, 0.03652702644467354, -0.09062333405017853, 0.09477513283491135, -0.08092320710420609, 0.130768820643425, -0.03904611989855766, 0.0650351271033287, -0.12740826606750488, 0.07926890254020691, 0.020681455731391907, 0.06955701112747192, 0.09786627441644669, 0.01228874921798706, 0.05350591242313385, -0.016179341822862625, -0.03717368096113205, -0.01312622707337141, 0.07391618192195892, -0.015651507303118706, -0.023986777290701866, -0.165176659822464, 0.01967434026300907, -0.012381695210933685, 0.0838044211268425, -0.055980559438467026, 0.040755461901426315, 0.12314749509096146, 0.016409579664468765, -0.05162087455391884, 0.050102297216653824, -0.013112653978168964, 0.07462757080793381, -0.01146382000297308, 0.006253660656511784, 0.03852992504835129, 0.04672678932547569, -0.11719661951065063, 0.1357191801071167, -0.0818515419960022, 0.04845469444990158, 0.21610482037067413, -0.10851283371448517, -0.01464295294135809, -0.05959681421518326, -0.029107283800840378, 0.020049873739480972, 0.13687385618686676, -0.022818703204393387, 0.09028321504592896, 0.020162325352430344, 0.13936245441436768, -0.1404798924922943, -0.020152119919657707, 0.009770972654223442, -0.10891346633434296, -0.037710241973400116, 0.12280305474996567, -0.03147656098008156, -0.13384659588336945, 0.09695452451705933, 0.06032191589474678, -0.09941960126161575, 0.1838415265083313, -0.05449919030070305, -0.02727675624191761, 0.046158019453287125, 0.08203455060720444, -0.010789665393531322, 0.09663857519626617, -0.17669424414634705, -0.044018376618623734, 0.04649939015507698, -0.009575544856488705, 0.042161356657743454, -0.1086404100060463, 0.001654092688113451, 0.009332348592579365, -0.12013702094554901, -0.034799035638570786, 0.021213706582784653, 0.014162294566631317, 0.05783848837018013, -0.022898511961102486, -0.025730326771736145, 0.03707009181380272, 0.005103338044136763, -0.13075871765613556, 0.17795811593532562, -0.143535315990448, -0.2832011282444, -0.13453854620456696, -0.054420605301856995, -0.11765297502279282, -0.01777145452797413, 0.13078399002552032, -0.14234043657779694, -0.03428548946976662, -0.06199414283037186, 0.10488378256559372, -0.019869854673743248, -0.052240028977394104, -0.11273142695426941, -0.011207720264792442, 0.010099142789840698, -0.13857723772525787, -0.07500255852937698, -0.06065663322806358, 0.03370056301355362, 0.09804834425449371, -0.11948402225971222, 0.14085803925991058, 0.12352046370506287, -0.05526980385184288, 0.07711450755596161, -0.07508165389299393, 0.18600210547447205, -0.03821161389350891, -0.006320389918982983, 0.14323128759860992, 0.03561318293213844, 0.045622050762176514, 0.13463716208934784, -0.010087798349559307, -0.012410308234393597, 0.014775944873690605, -0.05268843472003937, -0.05848529189825058, -0.21574454009532928, -0.10432922840118408, -0.0816313624382019, -0.027967022731900215, -0.01813879795372486, 0.032992854714393616, -0.02068169414997101, 0.06860826909542084, -0.07044368237257004, -0.030167117714881897, 0.038400109857320786, 0.13210046291351318, 0.2890586256980896, -0.01131412573158741, 0.14063258469104767, -0.06708334386348724, -0.06463577598333359, 0.05091060325503349, 0.009056035429239273, 0.12628962099552155, -0.032167430967092514, 0.09899745136499405, 0.077828049659729, 0.10582150518894196, 0.01779230311512947, 0.0874667689204216, -0.016570085659623146, 0.025902431458234787, 0.008980495855212212, -0.1085546538233757, -0.05343388393521309, 0.002767860656604171, -0.08742963522672653, -0.00425568874925375, -0.12660279870033264, -0.010728701017796993, 0.10477126389741898, 0.16297762095928192, -0.030809149146080017, -0.19582140445709229, -0.04735183343291283, -0.0020244827028363943, 0.044487256556749344, -0.06459996104240417, 0.006965577136725187, -0.0017135171219706535, -0.06557931751012802, 0.11655035614967346, 0.015963317826390266, 0.08924410492181778, 0.04852994158864021, 0.05816805735230446, -0.07813558727502823, 0.06679286807775497, 0.021443096920847893, 0.1245788037776947, -0.36693763732910156, 0.24413511157035828, 0.03673778474330902, 0.042338624596595764, -0.05561816319823265, 0.023620078340172768, -0.029071401804685593, 0.17421340942382812, 0.1306917816400528, 0.0126483840867877, 0.009488197043538094, -0.07740931212902069, 0.022342901676893234, 0.03547956421971321, 0.07424883544445038, 0.10809464007616043, 0.06954768300056458, 0.006156418938189745, -0.005805059801787138, 0.005102382507175207, 0.06389207392930984, -0.15148060023784637, -0.11476372182369232, -0.019353393465280533, 0.06904574483633041, -0.07237488776445389, -0.037472937256097794, -0.06800119578838348, -0.10260877758264542, 0.22640259563922882, -0.018301378935575485, -0.15818868577480316, -0.07521795481443405, -0.008272424340248108, 0.04545155167579651, -0.14240118861198425, -0.033627912402153015, -0.10094089806079865, 0.030169479548931122, -0.08532495051622391, -0.12287335097789764, 0.08529411256313324, -0.06168372929096222, -0.007901878096163273, 0.03289608284831047, 0.0996251106262207, -0.046316176652908325, 0.06214943528175354, 0.017410922795534134, -0.01941688172519207, -0.028598088771104813, -0.09937522560358047, -0.08683506399393082, -0.026554971933364868, 0.054826635867357254, 0.028169110417366028, -0.14832985401153564, -0.025849826633930206, -0.10475248843431473, 0.011835499666631222, 0.23344725370407104, 0.20823483169078827, -0.10162464529275894, 0.061955634504556656, 0.14367356896400452, -0.09325283765792847, -0.2618488371372223, 0.011513915844261646, -0.03010259009897709, -0.004480907693505287, -0.08574798703193665, -0.14065277576446533, 0.017070738598704338, -0.029296493157744408, -0.011437681503593922, -0.01908181793987751, -0.10527258366346359, -0.0958210676908493, 0.20727109909057617, 0.07402576506137848, 0.19283868372440338, -0.16848547756671906, -0.05223073810338974, -0.08129777759313583, -0.14336344599723816, 0.008900231681764126, -0.08746255934238434, 0.06394527107477188, 0.0017398603959009051, -0.000903130741789937, 0.042576488107442856, -0.02874656580388546, 0.07964102178812027, 0.0038665588945150375, 0.012777323834598064, -0.08482741564512253, 0.0550118163228035, 0.118516705930233, -0.004933392163366079, 0.20560216903686523, -0.16924172639846802, 0.015545666217803955, -0.07743559032678604, -0.05797042325139046, -0.0884132832288742, 0.09985817968845367, -0.026201235130429268, -0.07800623029470444, -0.03294114023447037, -0.01713903434574604, 0.02314801700413227, -0.0000613622905802913, 0.10776863247156143, -0.12415801733732224, 0.04932132363319397, 0.21483619511127472, 0.1308162361383438, -0.17338094115257263, 0.052546750754117966, 0.07405015081167221, -0.051418907940387726, 0.07310038805007935, -0.07435272634029388, 0.01679874211549759, 0.07224932312965393, -0.012494076043367386, 0.06865715235471725, 0.03254394233226776, -0.11516546458005905, -0.0846497043967247, 0.07925216108560562, -0.14660684764385223, -0.0518752746284008, -0.03626750409603119, -0.07590696960687637, 0.004834687802940607, 0.04692694917321205, 0.13413822650909424, -0.06870296597480774, -0.014774996787309647, -0.03251561149954796, -0.026373406872153282, -0.05317409709095955, 0.06539659947156906, 0.1115090474486351, 0.03372269868850708, -0.11876389384269714, 0.029510680586099625, 0.0124636460095644, -0.04831414297223091, 0.07324668765068054, 0.10539818555116653, -0.10907349735498428, -0.10052896291017532, 0.06211904063820839, 0.1555047333240509, -0.09677363187074661, -0.10718274116516113, -0.13003136217594147, -0.1369386464357376, 0.03286495804786682, 0.12981243431568146, 0.11157684028148651, -0.009194884449243546, 0.016099829226732254, -0.018981019034981728, -0.028406448662281036, 0.09126566350460052, 0.025592578575015068, 0.005194967146962881, -0.0862872377038002, 0.13262301683425903, 0.01344374567270279, 0.14074069261550903, -0.03731706738471985, 0.006072782911360264, -0.12730035185813904, 0.05694836005568504, -0.22073160111904144, 0.015665153041481972, -0.024208849295973778, 0.008468733169138432, -0.01014678180217743, -0.027477413415908813, -0.020024308934807777, 0.03096899390220642, -0.08828853070735931, 0.0024937342386692762, 0.016444610431790352, 0.030660005286335945, -0.138523131608963, -0.015752486884593964, -0.00916378479450941, -0.034954022616147995, 0.07730548083782196, 0.09932559728622437, -0.08299826085567474, 0.09000961482524872, -0.06262551993131638, 0.00028764692251570523, 0.06690512597560883, 0.022689323872327805, 0.023206038400530815, 0.05433247983455658, 0.046836256980895996, 0.10051395744085312, 0.04130389168858528, 0.07058979570865631, 0.12720878422260284, -0.08930423855781555, 0.05117523670196533, -0.05005476623773575, -0.07538340985774994, -0.03748300299048424, 0.11300285905599594, 0.038952648639678955, 0.07332953810691833, 0.07888520509004593, -0.11493225395679474, -0.016322040930390358, -0.12873545289039612, -0.0299463402479887, -0.00036996533162891865, -0.073496013879776, -0.06754662841558456, -0.046340469270944595, 0.059245847165584564, 0.02037178725004196, 0.20970724523067474, 0.11330772191286087, 0.05567072331905365, 0.001669076387770474, -0.053235750645399094, 0.13018104434013367, -0.015354974195361137, 0.12969495356082916, -0.0003283756086602807, -0.019864141941070557, -0.016770847141742706, 0.02180103212594986, 0.06886900961399078, 0.007469047326594591, 0.095896415412426, 0.16162405908107758, 0.11449893563985825, 0.15996715426445007, 0.05314762145280838, 0.04745934531092644, -0.016494007781147957, -0.08797641098499298, 0.06285319477319717, 0.06527215987443924, -0.01430420856922865, 0.24512863159179688, 0.19045372307300568, -0.10271167010068893, 0.06408130377531052, 0.03863518685102463, -0.07962419092655182, -0.14441613852977753, -0.14299163222312927, -0.07590951025485992, -0.19672445952892303, 0.028146861121058464, -0.10425395518541336, -0.06241728737950325, -0.07880114763975143, 0.022483864799141884, -0.05072847381234169, 0.09182272851467133, 0.0772278755903244, -0.11541830003261566, 0.08210662007331848, -0.06650592386722565, 0.020680567249655724, 0.021330993622541428, -0.018336283043026924, 0.10075165331363678, 0.0037085015792399645, 0.02519729919731617, 0.1123621016740799, 0.003227697452530265, 0.02532665804028511, -0.09449801594018936, -0.06260141730308533, -0.0239530298858881, 0.07979672402143478, 0.11604119837284088, 0.21851180493831635, 0.03087356872856617, -0.06118883565068245, -0.01751590147614479, 0.10859815031290054, -0.02166726253926754, -0.1945059597492218, -0.039967745542526245, 0.2558251619338989, 0.051439788192510605, 0.08237111568450928, -0.03742176666855812, -0.07341013103723526, -0.07422106713056564, 0.29207485914230347, 0.2330019325017929, 0.007076081354171038, 0.01220379676669836, 0.005579953081905842, 0.011951000429689884, 0.02715546451508999, 0.13112002611160278, 0.12912672758102417, 0.19940276443958282, -0.03262603282928467, 0.007146160118281841, -0.08710867166519165, -0.013853458687663078, -0.14973782002925873, 0.0807669386267662, 0.028026627376675606, -0.09667977690696716, -0.0039015498477965593, 0.07461997866630554, -0.08819320797920227, 0.02305905520915985, -0.06260299682617188, -0.13019588589668274, -0.02365712821483612, -0.020011799409985542, 0.06579410284757614, 0.04165101423859596, 0.043506547808647156, -0.036398835480213165, -0.01831226609647274, 0.026906492188572884, 0.01863502524793148, -0.10526550561189651, -0.07644543051719666, 0.0643673986196518, -0.14345808327198029, 0.09695891290903091, -0.000007796148565830663, 0.17082764208316803, 0.12299394607543945, 0.06286930292844772, -0.02084033191204071, 0.1128145381808281, 0.008945967070758343, -0.037285029888153076, 0.06230160966515541, -0.03010053187608719, -0.030799012631177902, -0.012121741659939289, 0.03974784165620804, -0.0046013593673706055, 0.05904968082904816, -0.012383194640278816, -0.033073410391807556, -0.10814256966114044, 0.020822079852223396, -0.15071558952331543, 0.013502340763807297, 0.16137230396270752, -0.0054531642235815525, -0.024695521220564842, -0.13013684749603271, 0.013477861881256104, 0.031175414100289345, -0.07582762837409973, 0.00437549315392971, -0.11014031618833542, 0.003149349708110094, 0.13949640095233917, 0.0333072654902935, -0.30695080757141113, -0.02426299825310707, -0.0343012735247612, 0.015453758649528027, -0.09432821720838547, 0.0768783912062645, 0.07582928985357285, 0.03660648688673973, -0.03777634724974632, -0.1615430861711502, 0.02779366448521614, 0.1061832457780838, -0.16882114112377167, -0.05063266307115555 ]
null
null
transformers
### opus-mt-en-bi * source languages: en * target languages: bi * OPUS readme: [en-bi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-bi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-bi/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bi/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bi/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.bi | 36.4 | 0.543 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-bi * source languages: en * target languages: bi * OPUS readme: en-bi * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 36.4, chr-F: 0.543
[ "### opus-mt-en-bi\n\n\n* source languages: en\n* target languages: bi\n* OPUS readme: en-bi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.4, chr-F: 0.543" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-bi\n\n\n* source languages: en\n* target languages: bi\n* OPUS readme: en-bi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.4, chr-F: 0.543" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-bi\n\n\n* source languages: en\n* target languages: bi\n* OPUS readme: en-bi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.4, chr-F: 0.543" ]
[ -0.10559647530317307, 0.12924355268478394, -0.005000732373446226, 0.06907927989959717, 0.052644044160842896, 0.0011896551586687565, 0.10529503971338272, 0.1423136293888092, 0.006043724715709686, -0.004089705646038055, 0.12518508732318878, 0.1361570805311203, 0.02365266904234886, 0.13040737807750702, -0.09214277565479279, -0.15036408603191376, 0.04304507374763489, 0.07323785871267319, -0.035521604120731354, 0.15299633145332336, 0.09730224311351776, -0.01420782133936882, 0.08501371741294861, -0.034392282366752625, -0.04331338033080101, 0.08529767394065857, 0.01134536787867546, -0.05998256802558899, 0.0689406469464302, 0.06565723568201065, 0.041682593524456024, 0.08294085413217545, -0.02954835444688797, -0.2156839370727539, 0.01875952072441578, -0.006576335057616234, -0.05747365951538086, 0.03676696494221687, 0.023628827184438705, -0.10477451980113983, 0.091093510389328, -0.05325453355908394, -0.03510848060250282, 0.04264563322067261, -0.05500834807753563, -0.11854273825883865, -0.04935554042458534, 0.011586412787437439, -0.057669539004564285, 0.10961972177028656, -0.04682568088173866, 0.2583131492137909, -0.12308713048696518, 0.1378706395626068, 0.22474537789821625, -0.30423158407211304, -0.029715999960899353, 0.03744391351938248, 0.06439771503210068, 0.09517938643693924, -0.009472854435443878, -0.011368903331458569, 0.0793469026684761, 0.04705781862139702, -0.07011736929416656, -0.12308307737112045, -0.02700156159698963, 0.026000715792179108, -0.11219990253448486, -0.03196536749601364, 0.22887910902500153, 0.0030284218955785036, -0.08871500939130783, 0.03158491849899292, -0.05010440945625305, -0.013103542849421501, -0.01880238763988018, 0.0340215340256691, 0.034518688917160034, 0.02046322450041771, 0.030628856271505356, -0.022548792883753777, -0.0831606462597847, -0.07349622994661331, -0.12522940337657928, 0.15373435616493225, 0.04348352923989296, -0.005571327637881041, -0.03120935522019863, 0.05387505143880844, 0.03980454429984093, -0.13063417375087738, -0.04657457768917084, -0.057393260300159454, 0.03295270353555679, 0.060776419937610626, -0.08031459152698517, -0.043334588408470154, 0.1372760385274887, 0.17982465028762817, -0.03720087930560112, 0.02566029690206051, -0.1291944682598114, 0.05580432340502739, -0.03545884042978287, 0.1719123274087906, -0.030485646799206734, -0.07375866919755936, 0.0713512971997261, 0.020228730514645576, 0.03911587968468666, 0.02655329555273056, -0.09619764983654022, -0.09963527321815491, 0.05448836833238602, 0.10316776484251022, 0.039879485964775085, 0.05835328996181488, -0.05218254774808884, -0.01002763956785202, 0.04586797207593918, -0.1414603888988495, 0.01060036662966013, 0.041118934750556946, -0.012343239039182663, 0.04681602865457535, 0.07827817648649216, -0.030584417283535004, -0.13610109686851501, 0.00563067989423871, -0.037847135215997696, -0.00022710977646056563, -0.03433962166309357, -0.10609947890043259, 0.04691244289278984, -0.023931771516799927, 0.025647515431046486, -0.15044499933719635, -0.10490316152572632, -0.04185054451227188, 0.029350753873586655, -0.02761889062821865, -0.01325217355042696, -0.018415622413158417, -0.03866970166563988, 0.0006193449371494353, -0.06644870340824127, 0.009308352135121822, -0.09558427333831787, 0.10874707251787186, 0.043507687747478485, 0.058667466044425964, -0.0977388471364975, 0.041995398700237274, -0.16723494231700897, -0.024692410603165627, -0.06627237051725388, 0.058509618043899536, -0.11657235771417618, 0.04374724626541138, -0.0828893855214119, -0.07107964903116226, -0.038014352321624756, 0.0792197734117508, 0.06076281890273094, 0.17469064891338348, -0.1511598378419876, -0.05381171777844429, 0.2486545294523239, -0.08171102404594421, -0.144196018576622, 0.13751289248466492, -0.001963392598554492, -0.010968117043375969, 0.0681215226650238, 0.18101727962493896, -0.010894333012402058, -0.05032351613044739, 0.03262193500995636, 0.06163351237773895, 0.045257534831762314, -0.06651991605758667, 0.10703391581773758, -0.037066757678985596, -0.08908966928720474, 0.055963609367609024, -0.07170754671096802, 0.04073624312877655, 0.004399568773806095, -0.05159151926636696, -0.05997058376669884, -0.022532114759087563, 0.022105757147073746, 0.05042017251253128, 0.03248758614063263, -0.13803039491176605, -0.09170196205377579, 0.03454521670937538, 0.0681627169251442, -0.03705201670527458, 0.05711965262889862, -0.04275546595454216, 0.09755562245845795, -0.09204883873462677, 0.03466293588280678, -0.1526445597410202, 0.08919702470302582, 0.0047792415134608746, 0.023060359060764313, 0.1301575005054474, 0.05909446254372597, 0.028511395677924156, -0.06347043067216873, -0.039420511573553085, -0.01839427463710308, 0.07419335842132568, -0.02244436740875244, -0.07821105420589447, -0.1752794086933136, 0.058098070323467255, -0.022440649569034576, -0.018175741657614708, -0.09204140305519104, -0.006955322809517384, 0.008591501973569393, 0.06915132701396942, -0.03338887169957161, 0.07061711698770523, -0.0020729005336761475, 0.04304853826761246, -0.07272016257047653, 0.004621962085366249, 0.028989553451538086, 0.015020077116787434, -0.09368866682052612, 0.17508330941200256, -0.04823901131749153, 0.17927831411361694, 0.2216077595949173, -0.13518279790878296, 0.01777668111026287, 0.015253277495503426, -0.024833999574184418, 0.0005572093068622053, 0.06310031563043594, 0.005961208138614893, 0.02687135338783264, -0.005280621815472841, 0.14051082730293274, -0.15492092072963715, -0.026569662615656853, -0.04066343605518341, -0.08308082818984985, -0.03531984984874725, 0.1901107132434845, 0.015684302896261215, -0.15928727388381958, 0.14373543858528137, 0.18854552507400513, -0.1277005523443222, 0.1982213407754898, -0.04964008554816246, -0.06552079319953918, 0.04951520264148712, 0.04541055113077164, -0.006860559806227684, 0.05727921426296234, -0.1809627115726471, 0.018896160647273064, 0.052237097173929214, 0.04284881800413132, 0.06765073537826538, -0.10139252245426178, -0.00460585905238986, -0.003923437092453241, -0.08148054033517838, -0.02423875220119953, 0.02832397259771824, 0.02908661961555481, 0.11244624853134155, -0.023971745744347572, -0.05678131431341171, 0.011523428373038769, -0.029281843453645706, -0.13609956204891205, 0.20780928432941437, -0.1218915581703186, -0.19840124249458313, -0.13038530945777893, 0.0064168646931648254, -0.12395679950714111, 0.012807781808078289, 0.12081465125083923, -0.09677872806787491, -0.032031528651714325, -0.07841385155916214, 0.04758079722523689, 0.021120335906744003, -0.008216900750994682, -0.09228473156690598, 0.0601578913629055, 0.018016844987869263, -0.14638352394104004, -0.04563762620091438, -0.022243687883019447, -0.026652377098798752, 0.04390066862106323, -0.1690719723701477, 0.09689243137836456, 0.09822624176740646, -0.019868243485689163, 0.018922977149486542, -0.007418209686875343, 0.1662817746400833, -0.04868876934051514, -0.03374050185084343, 0.1440238207578659, 0.0056618740782141685, 0.004059035796672106, 0.10398158431053162, -0.014989655464887619, -0.06380315870046616, 0.05471338704228401, 0.023483529686927795, -0.01363340113312006, -0.304031640291214, -0.09893983602523804, -0.08681812882423401, 0.05761253088712692, 0.021185170859098434, 0.05011006072163582, -0.035302530974149704, 0.06977413594722748, -0.04571717232465744, 0.03454263508319855, -0.0008884802809916437, 0.07902602851390839, 0.14669547975063324, 0.005902085918933153, 0.14941371977329254, -0.08507692813873291, -0.06986282020807266, 0.09754178673028946, 0.08149158954620361, 0.03783290460705757, -0.020741093903779984, 0.127445250749588, 0.0724177211523056, 0.12584678828716278, 0.03830401226878166, 0.08268136531114578, -0.004958240780979395, 0.022073350846767426, -0.02091366797685623, -0.08662526309490204, -0.062125205993652344, 0.05830826982855797, 0.008851983584463596, -0.00042669728281907737, -0.06959787011146545, -0.11983533948659897, 0.10700570046901703, 0.11902975291013718, 0.05514000728726387, -0.18127664923667908, -0.02543025277554989, 0.06048215925693512, -0.02193843200802803, -0.05702367052435875, 0.08004417270421982, -0.03946555778384209, -0.07142870873212814, 0.07521318644285202, 0.010563488118350506, 0.13778133690357208, -0.0036662581842392683, 0.02573692798614502, -0.08231520652770996, -0.046825870871543884, -0.00606365455314517, 0.11598000675439835, -0.4013756215572357, 0.23474855720996857, 0.021716484799981117, -0.013939588330686092, -0.062378574162721634, 0.004948296118527651, 0.06087881699204445, 0.09349686652421951, 0.09844832122325897, -0.016640188172459602, -0.015133530832827091, -0.02442823350429535, -0.01025521568953991, 0.06540822982788086, 0.019335446879267693, 0.060410916805267334, 0.04663800448179245, -0.024344654753804207, -0.008665580302476883, -0.02266871929168701, 0.08580466359853745, -0.12880057096481323, -0.0670454353094101, 0.018506823107600212, 0.05183987319469452, -0.06765144318342209, -0.0378144234418869, -0.07458221912384033, -0.05162666365504265, 0.25846734642982483, -0.05477549508213997, -0.08120384812355042, -0.0929475948214531, 0.02001189813017845, 0.13037534058094025, -0.1182355210185051, -0.027523964643478394, -0.08805562555789948, -0.016589544713497162, -0.03443823754787445, -0.13436473906040192, 0.12149766832590103, -0.06581389904022217, -0.09542956948280334, -0.030565328896045685, 0.14354467391967773, -0.08146624267101288, 0.0634872317314148, 0.0212079044431448, -0.020640524104237556, -0.07865415513515472, -0.09055255353450775, -0.033414751291275024, -0.09545645862817764, 0.0682099238038063, 0.1272527277469635, -0.1380193680524826, -0.1355510801076889, -0.04293806850910187, -0.05067235231399536, 0.15838193893432617, 0.18941538035869598, -0.031861431896686554, 0.01276065967977047, 0.20096439123153687, -0.1107260063290596, -0.2771492600440979, 0.01082655880600214, -0.07141697406768799, 0.02269873395562172, -0.019010430201888084, -0.09061463177204132, 0.056002650409936905, -0.003780341474339366, -0.03892596438527107, 0.04766949638724327, -0.12182348221540451, -0.11829857528209686, 0.22190868854522705, 0.060263559222221375, 0.23419761657714844, -0.18957558274269104, -0.07916073501110077, -0.12836843729019165, -0.2522604763507843, 0.06448442488908768, -0.10674766451120377, 0.08348257094621658, -0.03220108151435852, -0.02672835998237133, 0.01458441186696291, -0.021872183308005333, 0.12780125439167023, 0.013064156286418438, 0.017540473490953445, -0.06197725981473923, 0.017388178035616875, -0.040593408048152924, 0.030502626672387123, 0.14172813296318054, -0.16676276922225952, 0.060624923557043076, -0.13288675248622894, -0.03990301117300987, -0.07085714489221573, 0.06456506252288818, -0.026302846148610115, -0.0534285232424736, -0.05232427641749382, 0.028776146471500397, 0.021190494298934937, 0.018944112583994865, 0.15656930208206177, -0.12438829988241196, 0.042018670588731766, 0.2069341540336609, 0.12631464004516602, -0.09787058085203171, 0.08732414245605469, 0.0341942235827446, -0.03880646824836731, 0.05935494974255562, -0.12381801009178162, 0.07667198032140732, 0.13764959573745728, -0.03012954071164131, 0.08612048625946045, 0.048674508929252625, -0.08086888492107391, -0.03635388985276222, 0.08740466088056564, -0.1077236458659172, 0.04686402156949043, -0.02324271947145462, -0.16055622696876526, 0.0009771158220246434, 0.043271902948617935, 0.19463799893856049, -0.020594336092472076, -0.03990013897418976, -0.00510346470400691, 0.013809692114591599, -0.08643101155757904, 0.13673405349254608, 0.09311849623918533, 0.006480958312749863, -0.09533287584781647, 0.08007391542196274, 0.002089995425194502, -0.07740933448076248, 0.015625029802322388, 0.13676796853542328, -0.07654410600662231, -0.1224309504032135, 0.09599341452121735, 0.10881403088569641, -0.11560817807912827, -0.0568944476544857, -0.1456092894077301, -0.11706841737031937, 0.052476126700639725, 0.12251227349042892, 0.13662247359752655, 0.029012810438871384, 0.021495068445801735, -0.07625684142112732, 0.004630072508007288, 0.09071949124336243, 0.06770268082618713, 0.04887362942099571, -0.022721193730831146, -0.00998380221426487, -0.040039218962192535, 0.10286615788936615, -0.03520089015364647, 0.03722125291824341, -0.16491740942001343, 0.05365457758307457, -0.2768664062023163, 0.0252666175365448, -0.044804658740758896, -0.0032487805001437664, -0.019508840516209602, -0.10180728882551193, -0.06322366744279861, 0.0074524604715406895, -0.1254175752401352, -0.02624594233930111, -0.03298453986644745, 0.07047459483146667, -0.13204790651798248, -0.005332836881279945, 0.08050544559955597, -0.053708262741565704, 0.07139135152101517, 0.05171100050210953, -0.08310716599225998, 0.0891188532114029, -0.17315909266471863, 0.0005183182656764984, 0.027921654284000397, 0.05189492180943489, 0.04664098098874092, -0.020799096673727036, 0.0497431643307209, 0.14581593871116638, 0.08399702608585358, 0.05766682326793671, 0.1591346114873886, -0.12030274420976639, -0.030116261914372444, -0.0877719596028328, -0.10728085041046143, -0.0018184373620897532, 0.04123067855834961, 0.07904202491044998, 0.05443627014756203, 0.1138153076171875, -0.06344465911388397, -0.0003682528913486749, -0.14975769817829132, 0.013226444832980633, -0.00954368431121111, -0.11378909647464752, -0.07537279278039932, -0.03878040984272957, 0.05829229578375816, 0.010679439641535282, 0.2362890988588333, 0.04157176613807678, 0.059643641114234924, 0.03467155247926712, -0.03962834179401398, 0.14528775215148926, 0.03373727202415466, 0.17390792071819305, -0.01825876720249653, -0.0002617014688439667, -0.07798004150390625, -0.029782960191369057, 0.04030561447143555, 0.05809713527560234, 0.09162592887878418, 0.24398314952850342, 0.14839015901088715, 0.16816115379333496, 0.011464058421552181, 0.04931838437914848, -0.006013029254972935, -0.10192789882421494, 0.053782980889081955, 0.08982612192630768, 0.015773050487041473, 0.14401687681674957, 0.1359514594078064, -0.11424648761749268, 0.043854981660842896, -0.0573689304292202, -0.03822788596153259, -0.1743374913930893, -0.09350290149450302, -0.12654678523540497, -0.14501415193080902, 0.00843863282352686, -0.10862290859222412, 0.01049721334129572, 0.04066147282719612, 0.06540930271148682, -0.06384693086147308, 0.05728772655129433, 0.01689870096743107, -0.10110027343034744, 0.09534873068332672, -0.031953733414411545, 0.02210608869791031, 0.07063151895999908, 0.006588004529476166, 0.02177579142153263, -0.0036576923448592424, -0.002580381464213133, 0.05832630395889282, -0.07516446709632874, 0.02043425664305687, -0.08677399158477783, -0.05846118927001953, -0.0358235202729702, 0.04420557990670204, 0.06786640733480453, 0.2636916935443878, 0.030975813046097755, -0.0030067607294768095, 0.04809650033712387, 0.16865281760692596, -0.037619028240442276, -0.13183751702308655, -0.11035075783729553, 0.1495819091796875, 0.027618207037448883, 0.07362372428178787, -0.017036370933055878, -0.06837933510541916, -0.00427347794175148, 0.2799105644226074, 0.24743308126926422, -0.08976803719997406, 0.005884862504899502, 0.07001449167728424, 0.016176186501979828, 0.06770747154951096, 0.07729629427194595, 0.13573162257671356, 0.21604065597057343, -0.055870648473501205, -0.04219777137041092, -0.05553111806511879, -0.028680449351668358, -0.0481533408164978, 0.10783305019140244, 0.025291239842772484, -0.09489665925502777, -0.02381856180727482, 0.06547081470489502, -0.05109350383281708, -0.05301612615585327, -0.008868634700775146, -0.16967977583408356, -0.0941314697265625, -0.028088049963116646, 0.04543544724583626, 0.01192163024097681, 0.009296686388552189, -0.03205526992678642, -0.025503195822238922, 0.02411097101867199, -0.04582984372973442, -0.10682038217782974, -0.10351883620023727, 0.04393959790468216, -0.08133009076118469, 0.1048358827829361, 0.0003234216128475964, 0.12320400029420853, 0.11307868361473083, 0.06934259086847305, -0.03871631622314453, 0.10456200689077377, 0.04199818894267082, -0.026211092248558998, 0.08408722281455994, -0.0023726988583803177, -0.016175661236047745, 0.023822616785764694, 0.07361999154090881, -0.013122727163136005, 0.07085450738668442, -0.046065349131822586, -0.10648980736732483, -0.14027833938598633, 0.02871089242398739, -0.1740996241569519, 0.05672354996204376, 0.1554480642080307, -0.02884085662662983, 0.004156180191785097, -0.07367438077926636, 0.05430389568209648, -0.024054408073425293, -0.003091696184128523, -0.012359601445496082, -0.12485422939062119, 0.001980446744710207, 0.09456583857536316, 0.043021854013204575, -0.3195250332355499, -0.011464819312095642, -0.07138574123382568, -0.01022582408040762, -0.11568973958492279, 0.10532055795192719, 0.037580326199531555, 0.014554301276803017, -0.026146242395043373, -0.21850353479385376, 0.02950405143201351, 0.07250872999429703, -0.1352459043264389, -0.09718295186758041 ]
null
null
transformers
### eng-bnt * source group: English * target group: Bantu languages * OPUS readme: [eng-bnt](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bnt/README.md) * model: transformer * source language(s): eng * target language(s): kin lin lug nya run sna swh toi_Latn tso umb xho zul * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-kin.eng.kin | 12.5 | 0.519 | | Tatoeba-test.eng-lin.eng.lin | 1.1 | 0.277 | | Tatoeba-test.eng-lug.eng.lug | 4.8 | 0.415 | | Tatoeba-test.eng.multi | 12.1 | 0.449 | | Tatoeba-test.eng-nya.eng.nya | 22.1 | 0.616 | | Tatoeba-test.eng-run.eng.run | 13.2 | 0.492 | | Tatoeba-test.eng-sna.eng.sna | 32.1 | 0.669 | | Tatoeba-test.eng-swa.eng.swa | 1.7 | 0.180 | | Tatoeba-test.eng-toi.eng.toi | 10.7 | 0.266 | | Tatoeba-test.eng-tso.eng.tso | 26.9 | 0.631 | | Tatoeba-test.eng-umb.eng.umb | 5.2 | 0.295 | | Tatoeba-test.eng-xho.eng.xho | 22.6 | 0.615 | | Tatoeba-test.eng-zul.eng.zul | 41.1 | 0.769 | ### System Info: - hf_name: eng-bnt - source_languages: eng - target_languages: bnt - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bnt/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'sn', 'zu', 'rw', 'lg', 'ts', 'ln', 'ny', 'xh', 'rn', 'bnt'] - src_constituents: {'eng'} - tgt_constituents: {'sna', 'zul', 'kin', 'lug', 'tso', 'lin', 'nya', 'xho', 'swh', 'run', 'toi_Latn', 'umb'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bnt/opus-2020-07-26.test.txt - src_alpha3: eng - tgt_alpha3: bnt - short_pair: en-bnt - chrF2_score: 0.449 - bleu: 12.1 - brevity_penalty: 1.0 - ref_len: 9989.0 - src_name: English - tgt_name: Bantu languages - train_date: 2020-07-26 - src_alpha2: en - tgt_alpha2: bnt - prefer_old: False - long_pair: eng-bnt - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "sn", "zu", "rw", "lg", "ts", "ln", "ny", "xh", "rn", "bnt"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bnt
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "sn", "zu", "rw", "lg", "ts", "ln", "ny", "xh", "rn", "bnt", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "sn", "zu", "rw", "lg", "ts", "ln", "ny", "xh", "rn", "bnt" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #sn #zu #rw #lg #ts #ln #ny #xh #rn #bnt #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-bnt * source group: English * target group: Bantu languages * OPUS readme: eng-bnt * model: transformer * source language(s): eng * target language(s): kin lin lug nya run sna swh toi\_Latn tso umb xho zul * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 12.5, chr-F: 0.519 testset: URL, BLEU: 1.1, chr-F: 0.277 testset: URL, BLEU: 4.8, chr-F: 0.415 testset: URL, BLEU: 12.1, chr-F: 0.449 testset: URL, BLEU: 22.1, chr-F: 0.616 testset: URL, BLEU: 13.2, chr-F: 0.492 testset: URL, BLEU: 32.1, chr-F: 0.669 testset: URL, BLEU: 1.7, chr-F: 0.180 testset: URL, BLEU: 10.7, chr-F: 0.266 testset: URL, BLEU: 26.9, chr-F: 0.631 testset: URL, BLEU: 5.2, chr-F: 0.295 testset: URL, BLEU: 22.6, chr-F: 0.615 testset: URL, BLEU: 41.1, chr-F: 0.769 ### System Info: * hf\_name: eng-bnt * source\_languages: eng * target\_languages: bnt * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'sn', 'zu', 'rw', 'lg', 'ts', 'ln', 'ny', 'xh', 'rn', 'bnt'] * src\_constituents: {'eng'} * tgt\_constituents: {'sna', 'zul', 'kin', 'lug', 'tso', 'lin', 'nya', 'xho', 'swh', 'run', 'toi\_Latn', 'umb'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: bnt * short\_pair: en-bnt * chrF2\_score: 0.449 * bleu: 12.1 * brevity\_penalty: 1.0 * ref\_len: 9989.0 * src\_name: English * tgt\_name: Bantu languages * train\_date: 2020-07-26 * src\_alpha2: en * tgt\_alpha2: bnt * prefer\_old: False * long\_pair: eng-bnt * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-bnt\n\n\n* source group: English\n* target group: Bantu languages\n* OPUS readme: eng-bnt\n* model: transformer\n* source language(s): eng\n* target language(s): kin lin lug nya run sna swh toi\\_Latn tso umb xho zul\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 12.5, chr-F: 0.519\ntestset: URL, BLEU: 1.1, chr-F: 0.277\ntestset: URL, BLEU: 4.8, chr-F: 0.415\ntestset: URL, BLEU: 12.1, chr-F: 0.449\ntestset: URL, BLEU: 22.1, chr-F: 0.616\ntestset: URL, BLEU: 13.2, chr-F: 0.492\ntestset: URL, BLEU: 32.1, chr-F: 0.669\ntestset: URL, BLEU: 1.7, chr-F: 0.180\ntestset: URL, BLEU: 10.7, chr-F: 0.266\ntestset: URL, BLEU: 26.9, chr-F: 0.631\ntestset: URL, BLEU: 5.2, chr-F: 0.295\ntestset: URL, BLEU: 22.6, chr-F: 0.615\ntestset: URL, BLEU: 41.1, chr-F: 0.769", "### System Info:\n\n\n* hf\\_name: eng-bnt\n* source\\_languages: eng\n* target\\_languages: bnt\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'sn', 'zu', 'rw', 'lg', 'ts', 'ln', 'ny', 'xh', 'rn', 'bnt']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'sna', 'zul', 'kin', 'lug', 'tso', 'lin', 'nya', 'xho', 'swh', 'run', 'toi\\_Latn', 'umb'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: bnt\n* short\\_pair: en-bnt\n* chrF2\\_score: 0.449\n* bleu: 12.1\n* brevity\\_penalty: 1.0\n* ref\\_len: 9989.0\n* src\\_name: English\n* tgt\\_name: Bantu languages\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: bnt\n* prefer\\_old: False\n* long\\_pair: eng-bnt\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #sn #zu #rw #lg #ts #ln #ny #xh #rn #bnt #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-bnt\n\n\n* source group: English\n* target group: Bantu languages\n* OPUS readme: eng-bnt\n* model: transformer\n* source language(s): eng\n* target language(s): kin lin lug nya run sna swh toi\\_Latn tso umb xho zul\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 12.5, chr-F: 0.519\ntestset: URL, BLEU: 1.1, chr-F: 0.277\ntestset: URL, BLEU: 4.8, chr-F: 0.415\ntestset: URL, BLEU: 12.1, chr-F: 0.449\ntestset: URL, BLEU: 22.1, chr-F: 0.616\ntestset: URL, BLEU: 13.2, chr-F: 0.492\ntestset: URL, BLEU: 32.1, chr-F: 0.669\ntestset: URL, BLEU: 1.7, chr-F: 0.180\ntestset: URL, BLEU: 10.7, chr-F: 0.266\ntestset: URL, BLEU: 26.9, chr-F: 0.631\ntestset: URL, BLEU: 5.2, chr-F: 0.295\ntestset: URL, BLEU: 22.6, chr-F: 0.615\ntestset: URL, BLEU: 41.1, chr-F: 0.769", "### System Info:\n\n\n* hf\\_name: eng-bnt\n* source\\_languages: eng\n* target\\_languages: bnt\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'sn', 'zu', 'rw', 'lg', 'ts', 'ln', 'ny', 'xh', 'rn', 'bnt']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'sna', 'zul', 'kin', 'lug', 'tso', 'lin', 'nya', 'xho', 'swh', 'run', 'toi\\_Latn', 'umb'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: bnt\n* short\\_pair: en-bnt\n* chrF2\\_score: 0.449\n* bleu: 12.1\n* brevity\\_penalty: 1.0\n* ref\\_len: 9989.0\n* src\\_name: English\n* tgt\\_name: Bantu languages\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: bnt\n* prefer\\_old: False\n* long\\_pair: eng-bnt\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 85, 378, 491 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #sn #zu #rw #lg #ts #ln #ny #xh #rn #bnt #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-bnt\n\n\n* source group: English\n* target group: Bantu languages\n* OPUS readme: eng-bnt\n* model: transformer\n* source language(s): eng\n* target language(s): kin lin lug nya run sna swh toi\\_Latn tso umb xho zul\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 12.5, chr-F: 0.519\ntestset: URL, BLEU: 1.1, chr-F: 0.277\ntestset: URL, BLEU: 4.8, chr-F: 0.415\ntestset: URL, BLEU: 12.1, chr-F: 0.449\ntestset: URL, BLEU: 22.1, chr-F: 0.616\ntestset: URL, BLEU: 13.2, chr-F: 0.492\ntestset: URL, BLEU: 32.1, chr-F: 0.669\ntestset: URL, BLEU: 1.7, chr-F: 0.180\ntestset: URL, BLEU: 10.7, chr-F: 0.266\ntestset: URL, BLEU: 26.9, chr-F: 0.631\ntestset: URL, BLEU: 5.2, chr-F: 0.295\ntestset: URL, BLEU: 22.6, chr-F: 0.615\ntestset: URL, BLEU: 41.1, chr-F: 0.769" ]
[ -0.15762345492839813, 0.14049024879932404, -0.006580166053026915, 0.052283670753240585, 0.006529062986373901, 0.0725836530327797, 0.11117973923683167, 0.17471173405647278, 0.07197511941194534, 0.11157966405153275, 0.10602335631847382, 0.07345768809318542, 0.04554669186472893, 0.12655065953731537, -0.0013817433500662446, -0.0658683180809021, -0.007977860048413277, 0.007053896319121122, -0.061646681278944016, 0.12956351041793823, 0.050189170986413956, -0.028441226109862328, 0.07033930718898773, -0.07604802399873734, 0.02607240527868271, 0.05009672790765762, 0.01578262448310852, -0.01493836473673582, 0.017997529357671738, 0.06692398339509964, 0.025064611807465553, 0.08463316410779953, 0.004772544838488102, -0.30970528721809387, -0.0020966792944818735, 0.004527453798800707, -0.0061383796855807304, 0.004443929996341467, 0.041078902781009674, -0.0803602933883667, 0.10163276642560959, -0.06489218026399612, -0.0019206820288673043, 0.04971662163734436, -0.024493390694260597, -0.20358191430568695, -0.07737681269645691, 0.03381288796663284, -0.042762625962495804, 0.09456133097410202, -0.04399754852056503, 0.16887855529785156, -0.11855394393205643, 0.13252459466457367, 0.28122079372406006, -0.2044430673122406, -0.030249791219830513, 0.10449855774641037, 0.08990777283906937, 0.06328751891851425, -0.06875918060541153, -0.02938743866980076, 0.08311405032873154, 0.042799849063158035, -0.12508730590343475, -0.09539695084095001, -0.00396333634853363, 0.028514133766293526, -0.09677483141422272, -0.05521127209067345, 0.16248933970928192, 0.024737725034356117, -0.10283622145652771, -0.02840898185968399, -0.007666469551622868, -0.13102927803993225, -0.015002765692770481, 0.043546173721551895, 0.044426560401916504, -0.03904735669493675, -0.035255659371614456, 0.03653864935040474, -0.023902058601379395, -0.10374272614717484, 0.033788684755563736, 0.09081599861383438, 0.04728519916534424, 0.0009405231103301048, -0.01788879930973053, 0.06390553712844849, 0.08482684195041656, -0.16558700799942017, -0.12656691670417786, -0.03644471615552902, -0.03524400293827057, 0.04273443669080734, -0.03652545437216759, -0.016659751534461975, 0.1663309782743454, 0.18602602183818817, -0.14749599993228912, 0.13125386834144592, -0.10226018726825714, 0.00548865320160985, -0.06185292452573776, 0.23638445138931274, 0.048853203654289246, -0.09377352893352509, -0.01547040231525898, 0.0906410738825798, 0.01149506215006113, 0.0502670593559742, 0.005923906806856394, -0.05190535634756088, 0.0629158541560173, 0.12191899865865707, 0.00011713909771060571, 0.024911774322390556, -0.04979560151696205, 0.028577828779816628, -0.006590491160750389, -0.14761167764663696, 0.048900406807661057, 0.13176144659519196, -0.048620082437992096, -0.009846089407801628, 0.10182296484708786, -0.136456698179245, -0.06570050120353699, -0.03129495307803154, -0.030751384794712067, -0.003958933055400848, -0.033328577876091, -0.10799272358417511, 0.07037821412086487, 0.003831803100183606, -0.009355863556265831, -0.051073599606752396, -0.07960490137338638, -0.1235453262925148, -0.0071955532766878605, -0.014752170071005821, 0.07290506362915039, -0.07793859392404556, -0.06505099684000015, 0.02103191800415516, -0.004717439413070679, -0.008545496501028538, -0.05829538032412529, 0.12643641233444214, 0.07093460112810135, 0.035727303475141525, 0.10230147838592529, -0.014020757749676704, -0.13436922430992126, 0.05307039991021156, -0.13150298595428467, 0.09847362339496613, -0.2127239853143692, 0.06528659164905548, -0.09336121380329132, -0.11752460151910782, -0.02275020070374012, 0.054973211139440536, 0.08175293356180191, 0.16912122070789337, -0.1955876350402832, -0.04641713947057724, 0.25012174248695374, -0.10693740099668503, -0.10088925063610077, 0.038388706743717194, 0.01842903159558773, -0.06850214302539825, 0.058326009660959244, 0.16732242703437805, 0.1567251831293106, -0.09248720109462738, -0.028551649302244186, 0.008786500431597233, 0.1163565143942833, 0.05407613888382912, 0.09624055027961731, -0.08685071021318436, -0.06690586358308792, 0.050354477018117905, -0.11261861771345139, 0.022242020815610886, -0.024656668305397034, -0.03847895935177803, -0.07707563787698746, -0.04848987236618996, 0.031183481216430664, 0.08284357935190201, -0.050386179238557816, -0.12299259006977081, -0.12405452877283096, 0.04931088536977768, 0.13706108927726746, -0.09177300333976746, 0.04065216705203056, -0.049529775977134705, 0.08078768849372864, -0.00643159681931138, 0.005232667084783316, -0.12385638803243637, -0.059280890971422195, 0.0804203525185585, -0.052374761551618576, 0.06082990765571594, 0.009884560480713844, 0.0702219158411026, -0.037390828132629395, -0.03889027610421181, -0.05444733425974846, 0.02477468177676201, -0.05165409669280052, -0.02662285603582859, -0.20271651446819305, 0.006795292720198631, -0.02825496718287468, 0.04241763800382614, -0.2456957846879959, -0.023707859218120575, 0.04566352441906929, 0.07757587730884552, -0.014326768927276134, -0.019018584862351418, 0.057141803205013275, 0.008054185658693314, -0.05056636780500412, -0.0557643361389637, -0.029111212119460106, -0.05361638590693474, -0.10971810668706894, 0.018712235614657402, -0.038983143866062164, -0.010071727447211742, 0.11891289800405502, 0.0798812285065651, -0.07521229982376099, 0.011400852352380753, -0.06283406913280487, 0.006385175045579672, 0.01534438319504261, -0.016553377732634544, 0.008012511767446995, 0.010516648180782795, 0.07810547947883606, -0.14035648107528687, -0.0604303739964962, -0.03343881294131279, 0.0003271184687037021, -0.034646909683942795, 0.2490330934524536, -0.021872492507100105, -0.04433183744549751, 0.06622914224863052, 0.03298783302307129, -0.06446027755737305, 0.19983883202075958, -0.11126355826854706, -0.10296779870986938, -0.00368758593685925, 0.14582011103630066, -0.005625281482934952, 0.15368545055389404, -0.052959322929382324, 0.059936508536338806, 0.012369956821203232, 0.008693484589457512, 0.009420890361070633, -0.07685083150863647, 0.008771591819822788, -0.011649434454739094, -0.14300814270973206, -0.027515467256307602, 0.005831198766827583, 0.03408391401171684, 0.07414713501930237, -0.05721157044172287, -0.024109046906232834, -0.056676823645830154, -0.05409921333193779, -0.17032285034656525, 0.23412007093429565, -0.1157151386141777, -0.1436120569705963, -0.07100213319063187, 0.12791013717651367, -0.08890105783939362, -0.06785429269075394, 0.06362204998731613, -0.16563938558101654, -0.04732253775000572, -0.13342489302158356, 0.0025477521121501923, 0.046551696956157684, -0.016390156000852585, -0.07839865982532501, 0.04605322331190109, 0.08041458576917648, -0.1864968091249466, 0.006647151429206133, -0.03584086522459984, 0.0022653061896562576, -0.021609406918287277, -0.07814603298902512, 0.06380583345890045, 0.10885608941316605, 0.019441556185483932, 0.05153520032763481, -0.008496524766087532, 0.2226753681898117, -0.06030692532658577, -0.001361349131911993, 0.007942073978483677, 0.01933947391808033, 0.004511856473982334, 0.10099320113658905, -0.02278955467045307, -0.07846863567829132, 0.030138108879327774, 0.0306874830275774, 0.02929418906569481, -0.3639151453971863, -0.024885427206754684, -0.021446317434310913, 0.05004889518022537, 0.019594451412558556, 0.10139058530330658, -0.10266062617301941, 0.03130757063627243, -0.03586268797516823, -0.03394345939159393, 0.01625983789563179, 0.031403567641973495, 0.1114502027630806, 0.03078489936888218, 0.04702584072947502, -0.1182345598936081, 0.031026391312479973, 0.0537344366312027, 0.01594110205769539, 0.12094610929489136, -0.06650029867887497, 0.1251445859670639, 0.08345618844032288, 0.1294444054365158, -0.02602769434452057, 0.005651363171637058, -0.029422417283058167, 0.023086661472916603, 0.05917287990450859, -0.10552182793617249, -0.027129601687192917, 0.022857289761304855, 0.032790374010801315, 0.0767163336277008, -0.028702128678560257, -0.04716232791543007, 0.07862337678670883, 0.08295824378728867, 0.089936263859272, -0.19444921612739563, -0.031302548944950104, 0.03226212412118912, -0.003823288483545184, -0.04899916425347328, 0.044268351048231125, 0.06533434242010117, -0.06488402932882309, 0.13491865992546082, 0.032838210463523865, 0.08339079469442368, 0.017309054732322693, -0.01413131132721901, 0.01962290145456791, 0.03374351188540459, -0.0048991842195391655, 0.076803058385849, -0.3135696053504944, 0.17545893788337708, 0.03137020766735077, 0.015316814184188843, -0.007760464679449797, 0.017670782282948494, 0.029257286339998245, -0.005547575652599335, 0.10968677699565887, 0.015103540383279324, -0.16140590608119965, -0.09191329032182693, 0.008064419962465763, 0.06349614262580872, 0.08751299977302551, 0.07475778460502625, 0.0976952612400055, -0.019641341641545296, -0.06554636359214783, -0.03558444231748581, -0.0912361815571785, -0.1909427046775818, -0.0031614250037819147, 0.029986675828695297, -0.031148293986916542, -0.05478256568312645, -0.04553791880607605, -0.056928496807813644, -0.028265368193387985, 0.17549367249011993, -0.17004890739917755, -0.06964055448770523, -0.1036018654704094, 0.023928847163915634, 0.23249506950378418, -0.12694860994815826, -0.015264120884239674, -0.03761863708496094, 0.011908714659512043, 0.001120256376452744, -0.09612984955310822, 0.04739272966980934, -0.029901966452598572, -0.20270898938179016, -0.04221155121922493, 0.1851469725370407, -0.03987744078040123, 0.08486368507146835, 0.017313171178102493, -0.026997698470950127, 0.038684990257024765, -0.10301399976015091, -0.03375859186053276, 0.01746778003871441, -0.06319404393434525, 0.09630251675844193, -0.1342446357011795, -0.0669003576040268, -0.07370901852846146, -0.03585895895957947, 0.06292670965194702, 0.2183055728673935, -0.07503896951675415, 0.04314760863780975, 0.04069799929857254, -0.14290015399456024, -0.15342006087303162, 0.0793485939502716, 0.0320340134203434, 0.008246413432061672, 0.0362129881978035, -0.12116225063800812, 0.029451925307512283, -0.011115591041743755, 0.00017508704331703484, 0.19826823472976685, -0.21899983286857605, -0.1213868036866188, 0.11193395406007767, 0.08888751268386841, -0.0017173744272440672, -0.21598951518535614, -0.12748689949512482, -0.059539273381233215, -0.12747441232204437, -0.015404370613396168, 0.017603280022740364, 0.08611219376325607, -0.04543652385473251, -0.050760820508003235, 0.06740856170654297, -0.025722041726112366, 0.12971600890159607, 0.02276310883462429, 0.03343023359775543, -0.03736082464456558, 0.07064399123191833, -0.000292023440124467, -0.016946712508797646, 0.17415229976177216, -0.13654395937919617, 0.08285655081272125, -0.17204032838344574, -0.008965334855020046, -0.09369692206382751, 0.021501079201698303, -0.0893918052315712, 0.028568077832460403, -0.09623764455318451, 0.0529039204120636, 0.062130894511938095, 0.02263200469315052, 0.05284341797232628, -0.09359416365623474, 0.04343501850962639, 0.10775008797645569, 0.13681155443191528, 0.1095210462808609, -0.04649973660707474, 0.07954306155443192, -0.0023295925930142403, -0.003579452633857727, -0.19891469180583954, 0.04341272637248039, 0.15785403549671173, 0.04183141514658928, 0.07405024021863937, -0.015063087455928326, -0.13905341923236847, -0.05137510597705841, 0.09233808517456055, -0.039683084934949875, -0.02365276776254177, -0.005489712581038475, -0.21783725917339325, -0.09292172640562057, -0.012702974490821362, 0.17359182238578796, -0.009734715335071087, 0.0008948850445449352, -0.008394475094974041, 0.038485337048769, -0.029951121658086777, 0.2015627771615982, 0.09156433492898941, 0.056898243725299835, -0.07390092313289642, 0.056266386061906815, -0.02211233414709568, -0.03275666385889053, 0.06581852585077286, 0.16404728591442108, -0.05051276460289955, -0.06433054059743881, 0.0723591223359108, 0.11665469408035278, -0.04518133029341698, -0.03565431758761406, -0.1637038141489029, -0.09285714477300644, 0.043496232479810715, 0.220494344830513, 0.06659446656703949, 0.05778747797012329, 0.1345769613981247, -0.027353961020708084, 0.008129946887493134, 0.12834371626377106, 0.08454978466033936, 0.05477386340498924, -0.059596553444862366, -0.011000529862940311, 0.01692141592502594, 0.06901761144399643, 0.007138384040445089, 0.03509742394089699, -0.18858765065670013, 0.04821197688579559, -0.2289513796567917, 0.07701373845338821, 0.011587908491492271, -0.002345762448385358, 0.0019085804233327508, -0.09072120487689972, -0.04405258968472481, 0.02024243399500847, -0.09645996987819672, -0.03628053516149521, -0.004064030479639769, 0.08685789257287979, -0.17728307843208313, 0.0024547504726797342, 0.03976569324731827, -0.09972938150167465, 0.06437097489833832, 0.003354836953803897, -0.05424967408180237, 0.06884492933750153, -0.12797152996063232, 0.005447943229228258, -0.009466255083680153, 0.01780111715197563, -0.020267819985747337, -0.06419653445482254, 0.0639498233795166, 0.046522356569767, 0.0777706578373909, 0.07160685956478119, 0.07997342199087143, -0.1018383800983429, -0.0034974815789610147, -0.09797415137290955, -0.07392568141222, -0.0031206996645778418, 0.0627952590584755, 0.06920193880796432, 0.006331813056021929, 0.09535419195890427, -0.0817008912563324, 0.033195674419403076, -0.22104471921920776, -0.052922580391168594, -0.001652681501582265, -0.030866999179124832, -0.10421159118413925, 0.045052461326122284, 0.09355329722166061, -0.02315327152609825, 0.12353651225566864, -0.0509905181825161, 0.0684662014245987, 0.010072585195302963, -0.03706890344619751, 0.0691039115190506, 0.031075147911906242, 0.1187908798456192, -0.04389118775725365, 0.014291210100054741, 0.002381950616836548, -0.056995294988155365, 0.0031240975949913263, -0.020790891721844673, 0.1091795340180397, 0.2261166274547577, 0.12477041035890579, 0.14413149654865265, 0.04954960197210312, -0.0422537587583065, 0.027113573625683784, 0.018457941710948944, -0.013834585435688496, 0.09921874105930328, 0.006629476323723793, 0.20487962663173676, 0.11337392777204514, -0.1805402934551239, 0.07557082921266556, -0.05863310769200325, -0.0825411006808281, -0.1377377063035965, -0.09485446661710739, -0.10298386961221695, -0.16289420425891876, 0.06786729395389557, -0.09126724302768707, 0.028292113915085793, 0.016034085303544998, 0.06555121392011642, -0.013108094222843647, 0.08100096881389618, 0.06945455074310303, -0.04829629883170128, 0.09238999336957932, 0.024140339344739914, 0.003367191646248102, 0.1125420480966568, 0.007290145382285118, 0.10326329618692398, -0.05613416060805321, 0.011020914651453495, 0.07406095415353775, -0.020728319883346558, 0.038444530218839645, -0.024780482053756714, -0.05304128676652908, -0.00502324104309082, 0.0368848480284214, 0.07255110889673233, 0.17825503647327423, 0.08669557422399521, 0.003592521883547306, -0.007582975085824728, 0.10924752801656723, -0.015135182067751884, -0.10686834156513214, -0.07121440023183823, 0.1252368986606598, 0.03243048116564751, 0.04331885650753975, -0.017458664253354073, -0.08800539374351501, 0.006655696779489517, 0.21877887845039368, 0.12860123813152313, 0.01758008636534214, -0.018406614661216736, 0.053400326520204544, 0.01024656929075718, 0.011772748082876205, 0.07787325233221054, 0.05707138031721115, 0.2005060911178589, -0.0046850210055708885, -0.09763409942388535, -0.02039220556616783, -0.06587861478328705, -0.02987721376121044, 0.04489991068840027, -0.013942894525825977, -0.04444277659058571, -0.03599094599485397, 0.06425236910581589, -0.08865553885698318, -0.12036746740341187, 0.10125039517879486, -0.15877975523471832, -0.09664588421583176, -0.08671772480010986, 0.07111655920743942, 0.029099859297275543, -0.05096133425831795, -0.0165319312363863, -0.05544716492295265, 0.10845261067152023, -0.07258976250886917, -0.08763369172811508, -0.1571251004934311, -0.0020434644538909197, -0.15692193806171417, 0.20194324851036072, 0.014962512999773026, 0.13641563057899475, 0.13250508904457092, 0.008006957359611988, -0.0933840200304985, 0.06909522414207458, 0.11951953172683716, -0.11562896519899368, 0.05356547236442566, 0.07594423741102219, 0.0004073177115060389, 0.18315480649471283, 0.07003133744001389, 0.07831840962171555, 0.0470442958176136, 0.078777976334095, -0.05110000818967819, -0.16992390155792236, 0.006980761885643005, -0.11773499846458435, 0.07420860230922699, 0.19769276678562164, -0.03083147294819355, 0.007890903390944004, -0.07583881169557571, 0.052472516894340515, -0.042738113552331924, 0.06148809194564819, 0.03153025731444359, -0.17250165343284607, 0.05750996619462967, 0.060838647186756134, 0.034469448029994965, -0.2575025260448456, -0.04819968715310097, 0.042755164206027985, -0.0367855429649353, -0.03672908991575241, 0.17504537105560303, 0.04371967539191246, 0.05806570500135422, -0.020728612318634987, -0.22924968600273132, 0.052666615694761276, 0.13797779381275177, -0.17663678526878357, -0.08529600501060486 ]
null
null
transformers
### opus-mt-en-bzs * source languages: en * target languages: bzs * OPUS readme: [en-bzs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-bzs/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-bzs/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bzs/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-bzs/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.bzs | 43.4 | 0.612 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-bzs
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bzs", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bzs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-bzs * source languages: en * target languages: bzs * OPUS readme: en-bzs * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 43.4, chr-F: 0.612
[ "### opus-mt-en-bzs\n\n\n* source languages: en\n* target languages: bzs\n* OPUS readme: en-bzs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 43.4, chr-F: 0.612" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bzs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-bzs\n\n\n* source languages: en\n* target languages: bzs\n* OPUS readme: en-bzs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 43.4, chr-F: 0.612" ]
[ 63, 106 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bzs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-bzs\n\n\n* source languages: en\n* target languages: bzs\n* OPUS readme: en-bzs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 43.4, chr-F: 0.612" ]
[ -0.1354876458644867, 0.11837649345397949, -0.0037013802211731672, 0.06625065207481384, 0.05187063664197922, 0.008058207109570503, 0.07365043461322784, 0.14438563585281372, 0.01501490082591772, -0.004054793622344732, 0.12022958695888519, 0.11729101836681366, 0.014930782839655876, 0.14393754303455353, -0.09200535714626312, -0.12049960345029831, 0.047263193875551224, 0.05608057975769043, -0.046277012676000595, 0.14671140909194946, 0.09211382269859314, -0.026105454191565514, 0.09391751885414124, -0.03471386805176735, -0.041773419827222824, 0.07171150296926498, 0.007760071195662022, -0.06364387273788452, 0.05259652063250542, 0.07499610632658005, 0.02003263495862484, 0.07598313689231873, -0.02167048677802086, -0.21769024431705475, 0.010631733573973179, -0.005206296686083078, -0.04830632358789444, 0.029326440766453743, 0.04823321849107742, -0.08169282972812653, 0.08021678775548935, -0.06497985869646072, -0.03791193664073944, 0.04398678243160248, -0.03145822882652283, -0.16267722845077515, -0.05713905021548271, 0.006068676244467497, -0.04998372495174408, 0.11724703758955002, -0.041753895580768585, 0.24250058829784393, -0.13778729736804962, 0.13985471427440643, 0.2300116866827011, -0.31916335225105286, -0.01814856380224228, 0.04586530849337578, 0.07786175608634949, 0.10572142153978348, -0.013607797212898731, -0.003321683034300804, 0.0794358029961586, 0.02926751784980297, -0.08116684854030609, -0.12394679337739944, -0.06137339770793915, 0.044166795909404755, -0.11808687448501587, -0.03820495679974556, 0.268663614988327, 0.007123412564396858, -0.0868048444390297, 0.001967395655810833, -0.040252361446619034, -0.02622925117611885, -0.019567467272281647, 0.04147721827030182, 0.039567429572343826, 0.005776687990874052, 0.00002931024027930107, 0.003650599392130971, -0.07853902876377106, -0.0802994966506958, -0.11531771719455719, 0.1720932424068451, 0.04443002864718437, 0.006835433654487133, -0.056927599012851715, 0.05803916975855827, 0.03768327459692955, -0.14354173839092255, -0.08275561779737473, -0.06647716462612152, 0.005462362430989742, 0.05449635162949562, -0.08996345847845078, -0.04376428574323654, 0.1468580961227417, 0.16344846785068512, -0.03812376409769058, 0.057905782014131546, -0.10315770655870438, 0.04683501645922661, -0.029195990413427353, 0.2154879868030548, -0.014799295924603939, -0.10274495929479599, 0.06821025162935257, 0.01266369130462408, 0.021001340821385384, 0.0323571152985096, -0.09510639309883118, -0.11324510723352432, 0.05524086952209473, 0.10864432901144028, 0.015417741611599922, 0.06718482822179794, -0.05072285607457161, -0.017562152817845345, 0.04007970541715622, -0.1335557997226715, 0.014700287021696568, 0.055992722511291504, -0.04653220251202583, 0.051467861980199814, 0.08633856475353241, -0.059906005859375, -0.11499588191509247, -0.002143322490155697, -0.039191603660583496, -0.017269445583224297, -0.04336783289909363, -0.11040323972702026, 0.04733169823884964, 0.0005526621825993061, 0.03806091472506523, -0.14898882806301117, -0.11578778922557831, -0.030884861946105957, 0.0317818708717823, -0.0013895831070840359, 0.019294310361146927, -0.024899199604988098, -0.04888700321316719, 0.002563419286161661, -0.06106876581907272, 0.022559242323040962, -0.08636495471000671, 0.09315304458141327, 0.049876924604177475, 0.050483815371990204, -0.07124342024326324, 0.04643379524350166, -0.16290828585624695, -0.013478908687829971, -0.10378675162792206, 0.07451137900352478, -0.1548852026462555, 0.05086497962474823, -0.0934004932641983, -0.09207454323768616, -0.009309488348662853, 0.06331852078437805, 0.06252845376729965, 0.1593477725982666, -0.1531086415052414, -0.0387701615691185, 0.22097145020961761, -0.06927281618118286, -0.15972261130809784, 0.12545505166053772, -0.003765010042116046, -0.016399627551436424, 0.06544971466064453, 0.17667849361896515, 0.02060302533209324, -0.038551393896341324, 0.03543452173471451, 0.07012544572353363, 0.06091644987463951, -0.07248366624116898, 0.10047430545091629, -0.06051301583647728, -0.08835161477327347, 0.06890889257192612, -0.11105571687221527, 0.06370759755373001, 0.01264834962785244, -0.0430079847574234, -0.06554049253463745, -0.034165844321250916, 0.04709989205002785, 0.045190878212451935, 0.04535204544663429, -0.13858091831207275, -0.08512384444475174, 0.03355422988533974, 0.09060053527355194, -0.057441871613264084, 0.04122107848525047, -0.05513269454240799, 0.10015428066253662, -0.08140891045331955, 0.04861532151699066, -0.14709754288196564, 0.058036286383867264, 0.028325490653514862, 0.0012251080479472876, 0.10395213216543198, 0.03349032625555992, 0.042402010411024094, -0.0649285688996315, -0.02605869248509407, -0.02829119563102722, 0.07108894735574722, -0.013663499616086483, -0.07405812293291092, -0.17068257927894592, 0.03697468340396881, -0.0184443611651659, -0.01564776711165905, -0.1106555238366127, -0.018060632050037384, 0.03935888782143593, 0.05315350741147995, -0.02381645329296589, 0.06773301213979721, -0.0014643750619143248, 0.0313924103975296, -0.07125607877969742, -0.005972642917186022, 0.015108143910765648, -0.006909231189638376, -0.10290573537349701, 0.1445503681898117, -0.038245175033807755, 0.16076217591762543, 0.21578115224838257, -0.09444597363471985, 0.020494170486927032, 0.005173022858798504, -0.015592001378536224, 0.003631466068327427, 0.06609642505645752, 0.00474759005010128, 0.042775049805641174, 0.003181895473971963, 0.13286623358726501, -0.16484342515468597, -0.03444118797779083, -0.034696657210588455, -0.06275523453950882, -0.027740605175495148, 0.18141035735607147, 0.015603002160787582, -0.18202665448188782, 0.13042210042476654, 0.20516125857830048, -0.11696706712245941, 0.1996520310640335, -0.0819472149014473, -0.07014966756105423, 0.05812973901629448, 0.07496768981218338, -0.023671552538871765, 0.09979353100061417, -0.20062656700611115, 0.010893423110246658, 0.05943603813648224, 0.046665992587804794, 0.06382857263088226, -0.09933421015739441, 0.0009908939246088266, -0.0029311503749340773, -0.09041643142700195, -0.026834538206458092, 0.040749482810497284, 0.021281447261571884, 0.085267573595047, -0.032974958419799805, -0.053651146590709686, 0.0229183342307806, -0.03414079546928406, -0.15325090289115906, 0.21866270899772644, -0.14122633635997772, -0.1707518845796585, -0.12540705502033234, 0.025059601292014122, -0.15066799521446228, -0.009413436986505985, 0.11790325492620468, -0.09363999217748642, -0.05192939192056656, -0.07623695582151413, 0.04959883540868759, 0.021915528923273087, -0.014486818574368954, -0.08136580884456635, 0.052204567939043045, 0.0139812296256423, -0.16852833330631256, -0.028630876913666725, -0.00953252986073494, -0.012010691687464714, 0.03858059644699097, -0.15731555223464966, 0.10298336297273636, 0.09814149886369705, -0.02054956927895546, 0.024758130311965942, -0.014494909904897213, 0.18880854547023773, -0.05846385657787323, -0.034989964216947556, 0.14123865962028503, 0.004154297057539225, -0.0012378330575302243, 0.0830981507897377, -0.026329409331083298, -0.06368091702461243, 0.054367683827877045, -0.015463682822883129, -0.003173757577314973, -0.29818153381347656, -0.10207191854715347, -0.09055325388908386, 0.03685584291815758, 0.009824097156524658, 0.053669001907110214, -0.04554757475852966, 0.0721416026353836, -0.024665342643857002, 0.027721518650650978, 0.00934880692511797, 0.07093826681375504, 0.15596352517604828, 0.011523901484906673, 0.13274608552455902, -0.102939672768116, -0.04731564596295357, 0.09435871988534927, 0.07010388374328613, 0.08947116881608963, -0.02155213989317417, 0.14063429832458496, 0.06952424347400665, 0.15483583509922028, 0.04699094966053963, 0.09615698456764221, -0.002056437311694026, 0.015359874814748764, -0.010054439306259155, -0.08707219362258911, -0.06184949353337288, 0.052411504089832306, 0.008364610373973846, 0.005191097501665354, -0.07094744592905045, -0.11704074591398239, 0.10156174004077911, 0.10551971942186356, 0.03326166421175003, -0.1917259842157364, -0.029280325397849083, 0.05834570527076721, -0.012760854326188564, -0.04329396411776543, 0.07997769862413406, -0.007311164401471615, -0.08832217007875443, 0.07906397432088852, 0.020613471046090126, 0.13296060264110565, 0.025361865758895874, 0.01193638052791357, -0.06720829755067825, -0.026183363050222397, 0.005546955391764641, 0.12952715158462524, -0.4089644253253937, 0.21033123135566711, 0.022944314405322075, 0.0022181833628565073, -0.07829372584819794, 0.01324371062219143, 0.05956708639860153, 0.10775311291217804, 0.09245576709508896, -0.013885600492358208, -0.0477885827422142, -0.023894183337688446, 0.01663702167570591, 0.077049620449543, 0.039828188717365265, 0.08648862689733505, 0.05180363729596138, -0.02194218710064888, -0.010543803684413433, -0.019448230043053627, 0.08470972627401352, -0.13799016177654266, -0.060556501150131226, 0.006040285807102919, 0.03759673610329628, -0.05215649679303169, -0.04250877723097801, -0.060745615512132645, -0.11017599701881409, 0.21437719464302063, -0.037318870425224304, -0.08671095967292786, -0.0957651436328888, -0.034699488431215286, 0.15451818704605103, -0.1280747652053833, -0.002974811242893338, -0.07390020787715912, -0.022461045533418655, -0.01450936496257782, -0.16285385191440582, 0.11641966551542282, -0.07376405596733093, -0.11345893144607544, -0.0270115677267313, 0.11801351606845856, -0.07786507159471512, 0.05635787546634674, 0.030664896592497826, -0.025088032707571983, -0.062203604727983475, -0.11114086210727692, -0.06749507784843445, -0.04485143721103668, 0.017180824652314186, 0.12398887425661087, -0.14520283043384552, -0.13338948786258698, -0.03336527571082115, -0.035371020436286926, 0.16261763870716095, 0.1920454502105713, -0.053267549723386765, 0.011539389379322529, 0.17857040464878082, -0.0898221880197525, -0.2694959342479706, 0.03228754177689552, -0.048307303339242935, 0.02912810817360878, -0.00824794638901949, -0.08805256336927414, 0.07631342858076096, -0.005338942166417837, -0.043476417660713196, 0.09553719311952591, -0.16341900825500488, -0.12157175689935684, 0.21945640444755554, 0.08298460394144058, 0.19314174354076385, -0.1873924881219864, -0.06800083816051483, -0.12141586095094681, -0.21815268695354462, 0.05956926569342613, -0.10032534599304199, 0.08365540206432343, -0.02875867486000061, -0.00771318981423974, 0.01697990484535694, -0.023299815133213997, 0.1264040321111679, 0.024527743458747864, 0.023907219991087914, -0.056670017540454865, 0.07340016961097717, 0.020770180970430374, 0.025833021849393845, 0.157302588224411, -0.1729651838541031, 0.07822829484939575, -0.15886811912059784, -0.019018247723579407, -0.061235301196575165, 0.060747191309928894, -0.02276643179357052, -0.04296546056866646, -0.07088147103786469, 0.027897454798221588, 0.029498156160116196, 0.011898373253643513, 0.142662912607193, -0.09127739816904068, 0.004733499605208635, 0.19372908771038055, 0.13740074634552002, -0.07290607690811157, 0.057641055434942245, 0.03952190652489662, -0.032006047666072845, 0.062193188816308975, -0.1369255781173706, 0.07281191647052765, 0.1432439237833023, -0.01550617627799511, 0.07414533942937851, 0.04057116433978081, -0.09240969270467758, -0.03932320699095726, 0.08209013938903809, -0.09192245453596115, 0.0199514739215374, -0.03250224143266678, -0.16470707952976227, -0.005685492884367704, 0.059718143194913864, 0.16741186380386353, -0.0052431803196668625, -0.0305696502327919, -0.014436054974794388, 0.011783809401094913, -0.08973737806081772, 0.16782164573669434, 0.09482672810554504, 0.010229133069515228, -0.10867071151733398, 0.08886993676424026, -0.004604858346283436, -0.05706978216767311, 0.018429916352033615, 0.1336093246936798, -0.09506642073392868, -0.11701365560293198, 0.10559624433517456, 0.12157377600669861, -0.09270437806844711, -0.06083370000123978, -0.13129961490631104, -0.11510217189788818, 0.03514309599995613, 0.136436328291893, 0.1465027928352356, 0.02938348799943924, 0.026982979848980904, -0.07905102521181107, 0.022202296182513237, 0.10047312825918198, 0.07331638038158417, 0.05684192106127739, -0.05958057567477226, -0.026034342125058174, -0.04430373013019562, 0.0961620882153511, -0.03907585144042969, 0.033323418349027634, -0.16634000837802887, 0.057052891701459885, -0.28867006301879883, 0.022738205268979073, -0.0341884046792984, 0.011199047788977623, -0.012602982111275196, -0.09466102719306946, -0.04540419951081276, 0.012583918869495392, -0.12994934618473053, -0.02275371365249157, -0.017098937183618546, 0.07934901118278503, -0.12775593996047974, -0.011243360117077827, 0.06602680683135986, -0.06311742216348648, 0.07723948359489441, 0.04688582196831703, -0.08033562451601028, 0.10639530420303345, -0.14608298242092133, -0.02654789760708809, 0.02431533858180046, 0.06585606932640076, 0.05114787071943283, -0.001969949109479785, 0.05181664973497391, 0.14442315697669983, 0.09106585383415222, 0.05616676062345505, 0.15082314610481262, -0.1224101260304451, -0.06611570715904236, -0.09958471357822418, -0.07744336873292923, -0.004070396535098553, 0.044071443378925323, 0.07937566936016083, 0.06424406915903091, 0.13637281954288483, -0.05310363322496414, -0.00922184344381094, -0.13326506316661835, -0.01107790321111679, -0.00901089608669281, -0.10589402168989182, -0.08836942166090012, -0.02276357263326645, 0.05466088652610779, -0.009467685595154762, 0.23072654008865356, 0.02687172032892704, 0.05717783421278, 0.016492677852511406, -0.02607564441859722, 0.15367482602596283, 0.028963621705770493, 0.2201414555311203, -0.022274263203144073, 0.016963733360171318, -0.08184055984020233, -0.016319874674081802, 0.03708851709961891, 0.016495469957590103, 0.08578883111476898, 0.23983226716518402, 0.0766545906662941, 0.1783139705657959, 0.02139930985867977, 0.020782116800546646, 0.009663250297307968, -0.10138702392578125, 0.050776850432157516, 0.09616858512163162, 0.0053418525494635105, 0.16982987523078918, 0.11123961210250854, -0.1289450079202652, 0.04513133317232132, -0.045534536242485046, -0.0462539941072464, -0.15111592411994934, -0.10472998768091202, -0.12630710005760193, -0.17620499432086945, 0.015955328941345215, -0.10830701887607574, 0.0005117091350257397, 0.0028704567812383175, 0.07457520067691803, -0.0832582414150238, 0.0745396614074707, 0.002046417910605669, -0.11008848994970322, 0.10791280120611191, -0.02717662788927555, 0.009475537575781345, 0.10478664934635162, 0.0009675004403106868, 0.03798386827111244, -0.02407379448413849, 0.0015640567289665341, 0.05092988163232803, -0.09734708070755005, 0.027776705101132393, -0.07102720439434052, -0.04473036900162697, -0.04093839228153229, 0.04837183281779289, 0.05642755329608917, 0.2542382478713989, 0.04084880277514458, -0.004322081338614225, 0.037941355258226395, 0.14375779032707214, -0.04619096592068672, -0.14116622507572174, -0.09335743635892868, 0.15763989090919495, 0.033054906874895096, 0.07924188673496246, -0.006312992423772812, -0.07570865750312805, -0.007153866812586784, 0.2804870307445526, 0.2267576903104782, -0.08351228386163712, -0.00022095303575042635, 0.06183071807026863, 0.011539078317582607, 0.04746102914214134, 0.108360156416893, 0.11146145313978195, 0.22850118577480316, -0.02866091951727867, -0.03983388841152191, -0.0515558086335659, -0.03598877787590027, -0.06382288038730621, 0.09417951852083206, 0.019146254286170006, -0.12780781090259552, -0.025022706016898155, 0.0709974393248558, -0.08122848719358444, -0.02411087043583393, -0.02328324504196644, -0.15251190960407257, -0.09362656623125076, -0.05189548805356026, 0.08234936743974686, 0.019779499620199203, -0.011184681206941605, -0.03526640310883522, -0.008279252797365189, 0.03261919692158699, -0.0469108410179615, -0.10422035306692123, -0.10468988865613937, 0.045224882662296295, -0.11263059824705124, 0.10348726063966751, 0.003968111705034971, 0.13927796483039856, 0.10763593018054962, 0.07672564685344696, -0.04400600492954254, 0.11400151997804642, 0.05193086341023445, -0.050828222185373306, 0.09060222655534744, 0.00863366574048996, -0.014093740843236446, 0.04283474013209343, 0.0643887147307396, -0.0011552540818229318, 0.0747874453663826, -0.03479534760117531, -0.08764196932315826, -0.16480118036270142, 0.01603223755955696, -0.16772937774658203, 0.0621306374669075, 0.13885900378227234, -0.03519536554813385, 0.0015305272536352277, -0.08141744881868362, 0.06339718401432037, -0.013159604743123055, -0.016847312450408936, -0.007709797937422991, -0.12907451391220093, -0.008813037537038326, 0.06611683964729309, 0.03012160211801529, -0.26144248247146606, 0.005644131917506456, -0.07993807643651962, -0.014352447353303432, -0.08735016733407974, 0.12082056701183319, 0.07982376217842102, 0.01674943044781685, -0.025659235194325447, -0.21832473576068878, 0.013289145193994045, 0.060812849551439285, -0.15701252222061157, -0.09543126821517944 ]
null
null
transformers
### opus-mt-en-ca * source languages: en * target languages: ca * OPUS readme: [en-ca](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ca/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ca/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ca/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ca/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.ca | 47.2 | 0.665 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ca
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ca", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ca #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ca * source languages: en * target languages: ca * OPUS readme: en-ca * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 47.2, chr-F: 0.665
[ "### opus-mt-en-ca\n\n\n* source languages: en\n* target languages: ca\n* OPUS readme: en-ca\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 47.2, chr-F: 0.665" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ca #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ca\n\n\n* source languages: en\n* target languages: ca\n* OPUS readme: en-ca\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 47.2, chr-F: 0.665" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ca #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ca\n\n\n* source languages: en\n* target languages: ca\n* OPUS readme: en-ca\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 47.2, chr-F: 0.665" ]
[ -0.12548397481441498, 0.1325521022081375, -0.004220507573336363, 0.062428683042526245, 0.06699657440185547, 0.0021145506761968136, 0.06973264366388321, 0.14218474924564362, -0.003136935643851757, 0.001484241452999413, 0.1371804177761078, 0.13253547251224518, 0.02423214539885521, 0.10839273780584335, -0.0968739464879036, -0.12332610785961151, 0.05004877597093582, 0.05544271320104599, -0.07357575744390488, 0.14853371679782867, 0.09223724156618118, -0.022748194634914398, 0.08868731558322906, -0.025989145040512085, -0.039597220718860626, 0.08064959943294525, 0.013904890976846218, -0.07598467171192169, 0.06591127067804337, 0.0624861866235733, 0.0466843880712986, 0.08031485229730606, -0.01803860254585743, -0.20564432442188263, 0.01786959543824196, 0.004485306795686483, -0.05400804430246353, 0.03268778324127197, 0.03706144168972969, -0.08049716055393219, 0.08244960755109787, -0.06095568835735321, -0.03372746706008911, 0.049430206418037415, -0.05090136080980301, -0.13513526320457458, -0.03459643945097923, -0.03912755101919174, -0.030433544889092445, 0.1403253972530365, -0.039183344691991806, 0.24257567524909973, -0.14301222562789917, 0.1189114898443222, 0.22065050899982452, -0.3161758780479431, -0.02220146730542183, 0.06617892533540726, 0.07061904668807983, 0.061498288065195084, -0.01524219661951065, -0.006979208905249834, 0.07716716080904007, 0.019650010392069817, -0.03928845748305321, -0.13075794279575348, -0.1038992777466774, 0.026740174740552902, -0.1118178591132164, -0.03679041564464569, 0.2708694636821747, 0.005657893139868975, -0.07121989876031876, 0.027948185801506042, -0.05358188971877098, -0.028126202523708344, -0.01247759722173214, 0.03058192878961563, 0.058040179312229156, 0.034005459398031235, 0.044844113290309906, -0.01771576516330242, -0.10330041497945786, -0.08055467158555984, -0.1359885334968567, 0.12434026598930359, 0.04418480768799782, 0.0028360208962112665, -0.036689989268779755, 0.05167865753173828, 0.029352031648159027, -0.1279960721731186, -0.054540883749723434, -0.039667606353759766, 0.0016841747565194964, 0.048218611627817154, -0.10212486982345581, -0.06423871219158173, 0.13438387215137482, 0.14180493354797363, -0.05031302571296692, 0.0451175794005394, -0.10749755799770355, 0.06419521570205688, -0.04543912038207054, 0.20352979004383087, -0.04196440801024437, -0.022564515471458435, 0.07189275324344635, 0.012613835744559765, 0.03395030274987221, 0.017667917534708977, -0.10978811979293823, -0.10002890974283218, 0.036626897752285004, 0.11939690262079239, 0.015507378615438938, 0.05700785294175148, -0.06752941012382507, -0.0014937969390302896, 0.030941905453801155, -0.14435042440891266, 0.016880495473742485, 0.04634883627295494, -0.009038809686899185, 0.07545154541730881, 0.061389390379190445, -0.023066295310854912, -0.12664097547531128, -0.00035841090721078217, -0.049915656447410583, 0.006409850902855396, -0.050318844616413116, -0.08606467396020889, 0.050647251307964325, -0.008840330876410007, 0.017172586172819138, -0.13925053179264069, -0.09505946934223175, -0.043865788727998734, 0.03955770656466484, -0.018740907311439514, -0.020057030022144318, -0.03159486502408981, -0.057458363473415375, -0.005513982381671667, -0.04776621609926224, 0.010080251842737198, -0.09661812335252762, 0.08911857008934021, 0.037884414196014404, 0.06527029722929001, -0.09312810748815536, 0.04029473289847374, -0.16556954383850098, -0.006884087808430195, -0.0891675129532814, 0.051125235855579376, -0.10865567624568939, 0.05930626764893532, -0.0849991887807846, -0.08407510817050934, -0.04086807742714882, 0.07560669630765915, 0.04767918586730957, 0.16968637704849243, -0.15455912053585052, -0.031521983444690704, 0.23846107721328735, -0.06932049244642258, -0.15620718896389008, 0.13042880594730377, 0.004905591253191233, -0.028983093798160553, 0.040803954005241394, 0.18516382575035095, -0.019066447392106056, -0.07096713781356812, 0.046182792633771896, 0.06380987167358398, 0.03285791352391243, -0.09450977295637131, 0.12439826875925064, -0.069739431142807, -0.08355488628149033, 0.05664566531777382, -0.10727939009666443, 0.026554662734270096, 0.011705978773534298, -0.06635061651468277, -0.06535763293504715, -0.03273521363735199, -0.0024626797530800104, 0.03893386200070381, 0.03776104375720024, -0.11690448224544525, -0.07146371155977249, -0.01704908348619938, 0.06530668586492538, -0.05170036479830742, 0.06299084424972534, -0.046871963888406754, 0.1255957931280136, -0.08246784657239914, 0.04037770628929138, -0.14888203144073486, 0.048655711114406586, 0.022666607052087784, 0.022092927247285843, 0.10382632911205292, 0.04431444779038429, 0.01679140515625477, -0.07399554550647736, -0.03340921923518181, -0.014367079362273216, 0.06427508592605591, -0.026639167219400406, -0.05914723873138428, -0.1639014035463333, 0.056732919067144394, -0.013992314226925373, 0.013747810386121273, -0.09586253017187119, -0.015024200081825256, 0.03133396804332733, 0.04848366230726242, -0.042089369148015976, 0.06748636066913605, 0.003297543153166771, 0.04102307930588722, -0.06886614114046097, 0.00001532239002699498, 0.03689681366086006, 0.01648891530930996, -0.1074933260679245, 0.17245356738567352, -0.05659972131252289, 0.2004588097333908, 0.21488609910011292, -0.1661347597837448, 0.00295494613237679, -0.00660617696121335, -0.022230003029108047, 0.010447250679135323, 0.029152242466807365, 0.006979660596698523, 0.07076480984687805, -0.015502536669373512, 0.14268386363983154, -0.1624399572610855, -0.015815624967217445, -0.028931111097335815, -0.06682498008012772, -0.035466518253088, 0.17076633870601654, 0.07432249933481216, -0.12191986292600632, 0.12595681846141815, 0.22003407776355743, -0.14234377443790436, 0.16693353652954102, -0.0675070658326149, -0.07665851712226868, 0.052582308650016785, 0.07669705152511597, -0.006967145949602127, 0.0632731094956398, -0.18364062905311584, 0.014454149641096592, 0.04597222059965134, 0.03533192351460457, 0.058120954781770706, -0.11970317363739014, -0.007804189343005419, -0.002763439202681184, -0.08965916931629181, -0.02163294516503811, 0.039637986570596695, 0.025767026469111443, 0.10549648106098175, -0.018058765679597855, -0.06879301369190216, 0.02150222659111023, -0.030057508498430252, -0.12958724796772003, 0.226665198802948, -0.12704497575759888, -0.20226044952869415, -0.12516473233699799, 0.0810474306344986, -0.11877109855413437, 0.015703869983553886, 0.10879101604223251, -0.08986381441354752, -0.051733627915382385, -0.08574222028255463, -0.006382944528013468, 0.004269476514309645, 0.00035688551724888384, -0.06576047837734222, 0.05920318141579628, 0.0238802507519722, -0.13387776911258698, -0.04218226671218872, -0.0038443540688604116, -0.05132582038640976, 0.03488727658987045, -0.14276175200939178, 0.12108249217271805, 0.1144857257604599, -0.019685806706547737, 0.029451895505189896, -0.015663374215364456, 0.14170363545417786, -0.056232988834381104, -0.051469627767801285, 0.14191356301307678, 0.02168373577296734, 0.0032190221827477217, 0.09032858908176422, -0.017575304955244064, -0.07646647840738297, 0.05475567281246185, 0.015309862792491913, -0.02153511717915535, -0.2929084897041321, -0.10080025345087051, -0.10035958886146545, 0.03216228634119034, 0.014948912896215916, 0.05625802278518677, -0.025965191423892975, 0.0648849755525589, -0.023841312155127525, 0.02777617797255516, -0.01372732687741518, 0.07606104016304016, 0.18599656224250793, 0.011229737661778927, 0.13977888226509094, -0.08953903615474701, -0.07192520052194595, 0.09195824712514877, 0.07422984391450882, 0.06713061034679413, -0.016013128682971, 0.13160501420497894, 0.06442925333976746, 0.1598142683506012, 0.027931276708841324, 0.0666024386882782, 0.010508161969482899, 0.012409331277012825, -0.022388571873307228, -0.0858040302991867, -0.06096470728516579, 0.061260540038347244, 0.03685768321156502, -0.028255032375454903, -0.08198107779026031, -0.1006593406200409, 0.10331621766090393, 0.1326403170824051, 0.04069533944129944, -0.19244790077209473, 0.008508119732141495, 0.04662669077515602, 0.005260835401713848, -0.04360254481434822, 0.108612060546875, -0.03089066781103611, -0.07451135665178299, 0.07410405576229095, 0.017197981476783752, 0.1361568719148636, 0.0045447880402207375, 0.02545064315199852, -0.05734691023826599, -0.029578831046819687, 0.017551399767398834, 0.11652589589357376, -0.4014165699481964, 0.25690823793411255, 0.02343933843076229, -0.015652047470211983, -0.0671091079711914, -0.0001763360050972551, 0.05359881371259689, 0.10310154408216476, 0.12180647253990173, -0.015532765537500381, -0.018056465312838554, -0.031180301681160927, -0.013085328042507172, 0.06704042106866837, 0.03049711510539055, 0.06932543218135834, 0.03367044776678085, -0.03201471269130707, -0.021552911028265953, -0.016890641301870346, 0.10713686794042587, -0.11210265010595322, -0.0673142597079277, 0.015504338778555393, 0.10379934310913086, -0.034397389739751816, -0.03787750005722046, -0.06857386231422424, -0.09002764523029327, 0.2534545361995697, -0.01820034347474575, -0.06823436170816422, -0.09952913969755173, -0.027971036732196808, 0.140298530459404, -0.10701284557580948, -0.0060665188357234, -0.08777909725904465, -0.014853019267320633, -0.010716673918068409, -0.1325659602880478, 0.13549813628196716, -0.0719253271818161, -0.100311279296875, -0.023823989555239677, 0.14141587913036346, -0.112642303109169, 0.05576016381382942, 0.029428623616695404, -0.010588916018605232, -0.07426661252975464, -0.11338932067155838, -0.03823662921786308, -0.06265681236982346, 0.06294870376586914, 0.1386147439479828, -0.13821326196193695, -0.11367208510637283, -0.015046190470457077, -0.05629532039165497, 0.1646350622177124, 0.1928631216287613, -0.04715467616915703, 0.022042695432901382, 0.18003492057323456, -0.1035376563668251, -0.28790488839149475, 0.022273801267147064, -0.07827737927436829, 0.019201768562197685, -0.0008683298365212977, -0.0893542617559433, 0.05429748818278313, 0.007402036339044571, -0.0490734688937664, 0.05028471350669861, -0.1668774038553238, -0.12223832309246063, 0.19670671224594116, 0.06568720936775208, 0.24738746881484985, -0.20128656923770905, -0.07268203049898148, -0.12475414574146271, -0.22029978036880493, 0.06095998361706734, -0.11726398020982742, 0.08714216202497482, -0.030004316940903664, -0.04576870799064636, 0.013742535375058651, -0.03741886094212532, 0.13630792498588562, 0.015106615610420704, 0.011987913399934769, -0.050501931458711624, 0.05453157797455788, 0.032342273741960526, 0.0351296029984951, 0.15214240550994873, -0.15547899901866913, 0.07077239453792572, -0.1211235299706459, -0.029162831604480743, -0.06113004311919212, 0.0653209388256073, -0.02278006449341774, -0.03704126551747322, -0.06475802510976791, 0.012605994939804077, 0.04950302466750145, 0.015086988918483257, 0.15683259069919586, -0.10416900366544724, 0.045065753161907196, 0.20211632549762726, 0.14625918865203857, -0.09362263232469559, 0.058828797191381454, 0.04503864049911499, -0.03810311108827591, 0.0665079727768898, -0.10903486609458923, 0.07301940768957138, 0.1515074223279953, -0.04051529988646507, 0.07116934657096863, 0.05787670239806175, -0.05917346104979515, -0.02332353964447975, 0.08767606317996979, -0.11064030975103378, 0.0355035699903965, -0.03228222578763962, -0.14808079600334167, -0.0009544784552417696, 0.04417433962225914, 0.16624397039413452, -0.02095588855445385, -0.021726025268435478, 0.0022876106668263674, 0.008799897506833076, -0.0702815055847168, 0.1265687495470047, 0.0767044872045517, 0.001297174021601677, -0.09777377545833588, 0.0880386009812355, 0.0046327668242156506, -0.11796983331441879, 0.019879451021552086, 0.13098189234733582, -0.09576365351676941, -0.12477221339941025, 0.1042274683713913, 0.09394613653421402, -0.13728763163089752, -0.07978711277246475, -0.15541957318782806, -0.1146966740489006, 0.0530657060444355, 0.1007762998342514, 0.14200067520141602, 0.037521254271268845, 0.03647381439805031, -0.08422871679067612, 0.002242937684059143, 0.06578446924686432, 0.04085864871740341, 0.03831658139824867, -0.05686052888631821, -0.022711532190442085, -0.041963838040828705, 0.10508288443088531, -0.035741012543439865, 0.026651084423065186, -0.1661553829908371, 0.06063442304730415, -0.23531974852085114, 0.02438681572675705, -0.03941423073410988, -0.01226282399147749, -0.00256377668119967, -0.08670046180486679, -0.060404568910598755, 0.02680598385632038, -0.12095648050308228, -0.030176052823662758, -0.03561791777610779, 0.06709413230419159, -0.13352300226688385, -0.015514714643359184, 0.07245853543281555, -0.04704171046614647, 0.06500127166509628, 0.03452904894948006, -0.08795300871133804, 0.08308760076761246, -0.16672080755233765, -0.0020139769185334444, 0.039995189756155014, 0.060084082186222076, 0.03407745063304901, -0.008786031045019627, 0.04376121982932091, 0.1624174565076828, 0.07896862179040909, 0.05602244660258293, 0.14858628809452057, -0.12028540670871735, -0.05203507840633392, -0.08619702607393265, -0.11197593808174133, 0.007015575654804707, 0.02329399809241295, 0.10414620488882065, 0.057991594076156616, 0.11872534453868866, -0.06739937514066696, 0.00027829353348352015, -0.12733730673789978, 0.008480614051222801, -0.014245167374610901, -0.084707111120224, -0.10053139925003052, -0.037660807371139526, 0.0677630677819252, -0.004961727187037468, 0.24381579458713531, 0.030881907790899277, 0.09998157620429993, 0.03796839341521263, -0.008853733539581299, 0.1603609025478363, 0.039829760789871216, 0.1822589486837387, 0.004853745922446251, -0.005475732497870922, -0.050952546298503876, -0.021337002515792847, 0.05213978514075279, 0.055229805409908295, 0.10268259048461914, 0.19305944442749023, 0.1189892366528511, 0.17732153832912445, 0.004510463215410709, 0.02794310264289379, -0.0018920161528512836, -0.08029972016811371, 0.028612347319722176, 0.095342718064785, 0.007674571126699448, 0.11906874924898148, 0.13168376684188843, -0.10909465700387955, 0.048926372081041336, -0.06074586510658264, -0.0411260761320591, -0.18026407063007355, -0.0953289121389389, -0.12937867641448975, -0.164627805352211, 0.008442106656730175, -0.10346032679080963, 0.021907541900873184, 0.010474841110408306, 0.06251697987318039, -0.06712666153907776, 0.10537482798099518, 0.005892861168831587, -0.10040004551410675, 0.1068020910024643, -0.032831743359565735, 0.03954941779375076, 0.08468418568372726, -0.00014810562424827367, 0.027721891179680824, -0.03112157993018627, -0.00545918382704258, 0.05864323303103447, -0.07876210659742355, 0.025525812059640884, -0.08361712098121643, -0.04665050655603409, -0.03862409666180611, 0.03923125937581062, 0.05039816349744797, 0.2312750220298767, 0.029990490525960922, -0.0019642978440970182, 0.04467817395925522, 0.1693440079689026, -0.05113841965794563, -0.09817620366811752, -0.10873086005449295, 0.13944029808044434, 0.04323997348546982, 0.06103541702032089, -0.005916618276387453, -0.06763168424367905, -0.010312254540622234, 0.30417153239250183, 0.23454003036022186, -0.09895580261945724, 0.012016181834042072, 0.05772748962044716, 0.014940589666366577, 0.06439342349767685, 0.08950183540582657, 0.13248276710510254, 0.2184121161699295, -0.05914153531193733, -0.07341184467077255, -0.055374372750520706, -0.021044746041297913, -0.08455807715654373, 0.07486767321825027, 0.01368748676031828, -0.10435007512569427, -0.004838040564209223, 0.06591036170721054, -0.057859648019075394, -0.022380715236067772, -0.005349938757717609, -0.1692359298467636, -0.0771135687828064, -0.04384969547390938, 0.05644650757312775, 0.01812647096812725, -0.001763463020324707, -0.0409235879778862, -0.025831274688243866, 0.03988208621740341, -0.03829984366893768, -0.11975579708814621, -0.1054251566529274, 0.034760043025016785, -0.09535370767116547, 0.1051945760846138, 0.009728679433465004, 0.13448286056518555, 0.103333480656147, 0.07477815449237823, -0.040689755231142044, 0.11263788491487503, 0.04518166929483414, -0.04907841980457306, 0.0858829990029335, -0.02022908627986908, -0.01905440352857113, 0.02608962170779705, 0.0556877963244915, -0.002620469778776169, 0.08123762160539627, -0.057694971561431885, -0.06702041625976562, -0.13760508596897125, 0.02044736035168171, -0.17852769792079926, 0.06270036101341248, 0.14121799170970917, -0.019715454429388046, -0.004877793602645397, -0.06256943196058273, 0.05068018287420273, -0.025302641093730927, -0.03269214183092117, -0.02060762792825699, -0.12264180183410645, 0.008784354664385319, 0.05628993734717369, 0.03231639415025711, -0.26179513335227966, -0.008725808933377266, -0.06881403177976608, -0.018267858773469925, -0.11013984680175781, 0.08859843760728836, 0.04338729381561279, 0.010590403340756893, -0.02478702738881111, -0.19552269577980042, 0.037022750824689865, 0.06926029920578003, -0.15119563043117523, -0.09696952998638153 ]
null
null
transformers
### opus-mt-en-ceb * source languages: en * target languages: ceb * OPUS readme: [en-ceb](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ceb/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ceb/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ceb/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ceb/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ceb | 51.3 | 0.704 | | Tatoeba.en.ceb | 31.3 | 0.600 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ceb
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ceb", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ceb #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ceb * source languages: en * target languages: ceb * OPUS readme: en-ceb * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 51.3, chr-F: 0.704 testset: URL, BLEU: 31.3, chr-F: 0.600
[ "### opus-mt-en-ceb\n\n\n* source languages: en\n* target languages: ceb\n* OPUS readme: en-ceb\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 51.3, chr-F: 0.704\ntestset: URL, BLEU: 31.3, chr-F: 0.600" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ceb #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ceb\n\n\n* source languages: en\n* target languages: ceb\n* OPUS readme: en-ceb\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 51.3, chr-F: 0.704\ntestset: URL, BLEU: 31.3, chr-F: 0.600" ]
[ 62, 121 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ceb #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ceb\n\n\n* source languages: en\n* target languages: ceb\n* OPUS readme: en-ceb\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 51.3, chr-F: 0.704\ntestset: URL, BLEU: 31.3, chr-F: 0.600" ]
[ -0.14429119229316711, 0.11587745696306229, -0.003737666644155979, 0.0507814958691597, 0.05092253163456917, 0.013859505765140057, 0.05015910416841507, 0.1377481073141098, -0.002769934246316552, 0.03203802555799484, 0.1400594711303711, 0.12979409098625183, 0.01854134351015091, 0.13475079834461212, -0.08037377893924713, -0.09438027441501617, 0.041415657848119736, 0.07184850424528122, -0.006852035876363516, 0.16084925830364227, 0.08715521544218063, -0.04115224629640579, 0.09771261364221573, -0.04064024239778519, -0.06272443383932114, 0.06700964272022247, 0.012984123080968857, -0.06864823400974274, 0.060235727578401566, 0.04732300341129303, 0.06410828977823257, 0.07195030152797699, -0.02830243483185768, -0.20569533109664917, 0.013953188434243202, -0.009912940673530102, -0.044132400304079056, 0.022959314286708832, 0.010221965610980988, -0.09629327803850174, 0.1460445076227188, -0.03702375665307045, -0.004023284651339054, 0.043893635272979736, -0.03226674348115921, -0.1626536101102829, -0.07250390946865082, 0.02073042467236519, -0.025408968329429626, 0.13315589725971222, -0.03011455200612545, 0.2646602988243103, -0.17106463015079498, 0.1331477016210556, 0.24661122262477875, -0.2998083233833313, -0.01678728684782982, 0.05705564096570015, 0.1024424210190773, 0.056814178824424744, -0.0158368032425642, -0.025814684107899666, 0.08947943896055222, 0.04284938797354698, -0.0770341157913208, -0.13352486491203308, -0.11442422866821289, 0.022668948397040367, -0.11786550283432007, -0.049430448561906815, 0.2594778835773468, 0.0021325377747416496, -0.09101326763629913, 0.010748717002570629, -0.03754440322518349, -0.07339297235012054, -0.0034981579519808292, 0.03828853741288185, 0.040696728974580765, -0.0178922601044178, 0.020604727789759636, 0.00644938088953495, -0.09613171964883804, -0.09914807230234146, -0.11581464856863022, 0.11766979098320007, 0.05297233909368515, -0.004939134698361158, -0.042967550456523895, 0.06565634906291962, 0.016458634287118912, -0.12734146416187286, -0.09383270889520645, -0.04823250696063042, 0.004284307826310396, 0.021832142025232315, -0.09143824130296707, -0.07262954860925674, 0.13031256198883057, 0.1908942013978958, -0.057912908494472504, 0.05851329490542412, -0.07911675423383713, 0.0530894435942173, -0.04057545214891434, 0.23852726817131042, -0.02018105238676071, -0.03728863224387169, 0.061562430113554, 0.006208387203514576, 0.03198226913809776, 0.028950762003660202, -0.08687102049589157, -0.104155033826828, 0.06116504967212677, 0.11318044364452362, -0.017048304900527, 0.043642621487379074, -0.05528436601161957, 0.017430637031793594, 0.05471286550164223, -0.13015112280845642, 0.01699749380350113, 0.07896634191274643, -0.014284420758485794, 0.0703481063246727, 0.1013144701719284, -0.061439406126737595, -0.09826972335577011, -0.007283010520040989, -0.04201514273881912, -0.006261531263589859, -0.05891063064336777, -0.10468914359807968, 0.06393813341856003, -0.03574344143271446, 0.023096345365047455, -0.15218926966190338, -0.06593931466341019, -0.06379077583551407, 0.011115824803709984, -0.0012589057441800833, 0.01859799027442932, -0.029855923727154732, -0.07560669630765915, 0.0019768995698541403, -0.04545483738183975, -0.007957464084029198, -0.08532442152500153, 0.1056467741727829, 0.06351061165332794, 0.04642147570848465, -0.07501538097858429, 0.02737240679562092, -0.14171220362186432, -0.005036247428506613, -0.13132278621196747, 0.039893701672554016, -0.13175196945667267, 0.06228261440992355, -0.07130582630634308, -0.08703149855136871, -0.028631940484046936, 0.06100941821932793, 0.05115771293640137, 0.16386514902114868, -0.16828115284442902, -0.033771026879549026, 0.2679890990257263, -0.06472337990999222, -0.15181244909763336, 0.09403502941131592, 0.00265789614059031, -0.048185620456933975, 0.06655438244342804, 0.16831333935260773, 0.02884368598461151, -0.08841782063245773, 0.013557170517742634, 0.07131415605545044, 0.060272447764873505, -0.09421554952859879, 0.11244629323482513, -0.08032763749361038, -0.04508335143327713, 0.05229807272553444, -0.10411462187767029, 0.027241643518209457, 0.002297057304531336, -0.03437533229589462, -0.07597995549440384, -0.039368756115436554, -0.013590171001851559, 0.04774780198931694, 0.01772693730890751, -0.15385958552360535, -0.08439139276742935, 0.00467367097735405, 0.09541969746351242, -0.06633983552455902, 0.05594322457909584, -0.04783604294061661, 0.1419195830821991, -0.08385531604290009, 0.019014298915863037, -0.15321074426174164, 0.03221437707543373, 0.05157051607966423, 0.021069014444947243, 0.09589999914169312, 0.05083207041025162, 0.02213825099170208, -0.07273270934820175, -0.014587366953492165, -0.027273869141936302, 0.04891391471028328, -0.018231544643640518, -0.08164521306753159, -0.15967987477779388, 0.04870762676000595, -0.030590981245040894, -0.008005410432815552, -0.11152132600545883, -0.020579682663083076, 0.07973603904247284, 0.072489894926548, -0.027507837861776352, 0.0477181039750576, 0.005133880767971277, 0.04623272269964218, -0.062093254178762436, -0.012982414104044437, 0.007109223864972591, -0.0032855565659701824, -0.10904944688081741, 0.14492592215538025, -0.062223587185144424, 0.15422195196151733, 0.20873568952083588, -0.08004891127347946, -0.03843734785914421, 0.01583782024681568, -0.022958099842071533, 0.016384465619921684, 0.06301014870405197, -0.0007982228416949511, 0.09674479067325592, -0.00307860947214067, 0.13937896490097046, -0.161721870303154, -0.05651193484663963, -0.030154485255479813, -0.04681985080242157, -0.02414046786725521, 0.20749205350875854, 0.08778135478496552, -0.12309864908456802, 0.10893754661083221, 0.16955965757369995, -0.12425792217254639, 0.16407780349254608, -0.06810323148965836, -0.0940408930182457, 0.05306350067257881, 0.08620350807905197, -0.01594802737236023, 0.11763545870780945, -0.1729578673839569, 0.011368148028850555, 0.04041605815291405, 0.029063351452350616, 0.06354984641075134, -0.11124677211046219, -0.0023323914501816034, 0.00826655700802803, -0.09700658172369003, -0.03044256754219532, 0.05876182019710541, 0.029240062460303307, 0.1007160171866417, -0.029720695689320564, -0.060994893312454224, 0.00031369016505777836, -0.022976743057370186, -0.15343645215034485, 0.25085487961769104, -0.12175488471984863, -0.18491975963115692, -0.09908374398946762, 0.10489615052938461, -0.08902328461408615, -0.004157877992838621, 0.10240776091814041, -0.10068713873624802, -0.05005935952067375, -0.09820365160703659, -0.007658602669835091, 0.01337062194943428, -0.01406290102750063, -0.0948895514011383, 0.044725872576236725, 0.011001113802194595, -0.15695644915103912, -0.037628572434186935, -0.027974942699074745, -0.0272920373827219, 0.031216533854603767, -0.14694952964782715, 0.11443965137004852, 0.12180966883897781, -0.02186855487525463, 0.03342900425195694, -0.021990733221173286, 0.1715530902147293, -0.07039245218038559, -0.05135222151875496, 0.12584610283374786, 0.01932423561811447, -0.014914198778569698, 0.08835086971521378, -0.031257856637239456, -0.06663740426301956, 0.04418289288878441, 0.0006223047384992242, -0.0009279304649680853, -0.3134002983570099, -0.07712123543024063, -0.08243893086910248, 0.008745277300477028, -0.017419690266251564, 0.06645216792821884, -0.05651257187128067, 0.054337531328201294, -0.03262951597571373, -0.01649213209748268, -0.007638897281140089, 0.0663624182343483, 0.14751075208187103, -0.0035962816327810287, 0.10758811235427856, -0.10388097912073135, -0.04158877953886986, 0.080381840467453, 0.06384239345788956, 0.07552317529916763, -0.01570183038711548, 0.1354609578847885, 0.07198677211999893, 0.14134903252124786, 0.017029529437422752, 0.05884609743952751, -0.011172117665410042, 0.008846771903336048, -0.0020377265755087137, -0.0710936039686203, -0.04495466127991676, 0.038841765373945236, 0.05452877655625343, 0.025607680901885033, -0.0990937352180481, -0.1190565899014473, 0.10597433149814606, 0.11314679682254791, 0.04842008650302887, -0.21114259958267212, -0.009619670920073986, 0.03572792932391167, -0.016513990238308907, -0.04504663124680519, 0.07940255850553513, 0.007813610136508942, -0.10194264352321625, 0.07521788775920868, 0.033974744379520416, 0.12274009734392166, 0.00037994826561771333, 0.0026313082780689, -0.050659000873565674, -0.044470369815826416, 0.01714106649160385, 0.11063205450773239, -0.40047329664230347, 0.20159383118152618, 0.01867271028459072, 0.007563658989965916, -0.05158296227455139, 0.0031340543646365404, 0.02304159477353096, 0.11094112694263458, 0.1103488877415657, -0.02419196255505085, -0.024489235132932663, -0.04924995079636574, -0.01899174600839615, 0.07851364463567734, 0.02812555804848671, 0.06632797420024872, 0.06309601664543152, -0.010060343891382217, -0.02547600120306015, -0.02100682072341442, 0.03373008221387863, -0.12737660109996796, -0.045587219297885895, 0.01594012789428234, 0.05386095866560936, -0.08717036992311478, -0.051516689360141754, -0.06713224947452545, -0.08099411427974701, 0.22008584439754486, -0.1246580258011818, -0.08400940895080566, -0.10406016558408737, -0.04616772383451462, 0.16281405091285706, -0.13098062574863434, -0.00011162595183122903, -0.08752783387899399, -0.012473340146243572, -0.017299024388194084, -0.12188046425580978, 0.11133080720901489, -0.06333425641059875, -0.12279421836137772, -0.03482016175985336, 0.15016458928585052, -0.08311248570680618, 0.0652824267745018, 0.030857181176543236, -0.020373649895191193, -0.06192922219634056, -0.10471827536821365, -0.06752479821443558, -0.0032529302407056093, 0.062096234411001205, 0.11901010572910309, -0.14135335385799408, -0.10181807726621628, -0.0301807951182127, -0.03059186041355133, 0.1660604476928711, 0.16185054183006287, -0.05742834135890007, 0.023174092173576355, 0.13765859603881836, -0.09932339191436768, -0.2609846889972687, 0.05093766748905182, -0.04564767703413963, 0.03596874326467514, -0.028141722083091736, -0.06580299884080887, 0.0631573349237442, -0.008369315415620804, -0.02768586575984955, 0.11897628009319305, -0.19690120220184326, -0.11773712933063507, 0.20437933504581451, 0.07187364250421524, 0.1632670909166336, -0.1905745267868042, -0.06354709714651108, -0.10383275151252747, -0.2129240334033966, 0.029029693454504013, -0.10279624164104462, 0.08639195561408997, -0.03659556061029434, -0.027096165344119072, 0.009835487231612206, -0.043870747089385986, 0.11594876646995544, 0.034425441175699234, 0.024660727009177208, -0.04379799962043762, 0.03673829510807991, -0.026870673522353172, 0.025424160063266754, 0.16715706884860992, -0.17349857091903687, 0.08088303357362747, -0.15492664277553558, -0.026743309572339058, -0.07716523110866547, 0.08739826083183289, -0.0437336340546608, 0.0023910130839794874, -0.08610399067401886, -0.000017360569472657517, 0.017319196835160255, 0.019313456490635872, 0.1042415052652359, -0.12590773403644562, 0.01652643084526062, 0.10535117983818054, 0.1704181730747223, -0.07923594862222672, 0.014110006392002106, 0.04829968139529228, -0.03555291146039963, 0.06302545964717865, -0.11100777238607407, 0.04531729221343994, 0.15525558590888977, -0.02268390543758869, 0.07102778553962708, 0.03713405877351761, -0.1103312224149704, -0.029312239959836006, 0.07288358360528946, -0.0967053771018982, 0.09529143571853638, -0.007108844351023436, -0.1663036197423935, -0.007114808075129986, 0.05822201445698738, 0.17364469170570374, -0.018361443653702736, -0.03544306755065918, -0.021065780892968178, -0.0008655740530230105, -0.06916026026010513, 0.15203124284744263, 0.11602772027254105, 0.008973204530775547, -0.09481886774301529, 0.05739777162671089, -0.017107898369431496, -0.0921226516366005, 0.035497989505529404, 0.13271638751029968, -0.09772801399230957, -0.11432702094316483, 0.11004779487848282, 0.14311100542545319, -0.12057429552078247, -0.06534978002309799, -0.15350207686424255, -0.11020920425653458, 0.04931224137544632, 0.22985298931598663, 0.14281946420669556, 0.05341128632426262, 0.05419096350669861, -0.07372019439935684, 0.003201223909854889, 0.08933442831039429, 0.04687286168336868, 0.05622125789523125, -0.05600650981068611, 0.004842530470341444, -0.02938113920390606, 0.09847355633974075, -0.02496960014104843, 0.05745626613497734, -0.1683792918920517, 0.056104715913534164, -0.22901257872581482, 0.03901401162147522, -0.009337686002254486, -0.0011008221190422773, -0.0008839923539198935, -0.08013659715652466, -0.05267122760415077, 0.01991339772939682, -0.11435915529727936, -0.018987592309713364, -0.023650025948882103, 0.06524531543254852, -0.14382964372634888, -0.0018204714870080352, 0.06612977385520935, -0.06622708588838577, 0.07157281041145325, 0.04110029339790344, -0.06983507424592972, 0.09237243235111237, -0.18017180263996124, -0.010145423002541065, 0.026439720764756203, 0.0630493089556694, 0.038151782006025314, -0.0060871075838804245, 0.06493818759918213, 0.1389124095439911, 0.10196259617805481, 0.06292416155338287, 0.11421353369951248, -0.10797609388828278, -0.08794640749692917, -0.08805626630783081, -0.10757660120725632, -0.0016534681199118495, 0.038053203374147415, 0.10144690424203873, 0.05583161488175392, 0.11052872985601425, -0.06365114450454712, 0.005402646493166685, -0.1182815358042717, -0.00004395181167637929, -0.020411256700754166, -0.07009023427963257, -0.12517040967941284, 0.0024262918159365654, 0.08474723249673843, -0.0102448221296072, 0.2224201112985611, 0.007659366354346275, 0.07254958897829056, 0.026001904159784317, -0.0375443771481514, 0.15977728366851807, 0.04438238590955734, 0.16718779504299164, -0.008594397455453873, 0.008591671474277973, -0.05855080485343933, -0.02949266880750656, 0.03888293728232384, -0.039150089025497437, 0.12245524674654007, 0.2462633103132248, 0.10392260551452637, 0.17968928813934326, 0.013891889713704586, 0.013875925913453102, 0.051375873386859894, -0.10145985335111618, 0.013106068596243858, 0.07933507114648819, 0.024152375757694244, 0.18111006915569305, 0.13516241312026978, -0.12828683853149414, 0.020949749276041985, -0.052623115479946136, -0.05064390227198601, -0.15720044076442719, -0.06305038183927536, -0.13026747107505798, -0.13445717096328735, 0.0255294032394886, -0.10238834470510483, -0.01419316790997982, 0.0022067672107368708, 0.06747383624315262, -0.07173691689968109, 0.10826418548822403, 0.02707771025598049, -0.09273730218410492, 0.11560770869255066, -0.006050692405551672, 0.023758018389344215, 0.09072693437337875, 0.007283548824489117, 0.0508853904902935, -0.035016898065805435, 0.005462271627038717, 0.053522802889347076, -0.0785975307226181, 0.018696868792176247, -0.06572989374399185, -0.03756460174918175, -0.03057805821299553, 0.04605346918106079, 0.06417613476514816, 0.2266978770494461, 0.04152105376124382, 0.0044923932291567326, 0.02453506737947464, 0.0962892547249794, -0.035869624465703964, -0.10268554836511612, -0.10970007628202438, 0.149750754237175, 0.04880034551024437, 0.05886855721473694, -0.012437869794666767, -0.07286437600851059, -0.00864925142377615, 0.3129049241542816, 0.19424499571323395, -0.06993978470563889, 0.006461956072598696, 0.06297659128904343, 0.011098948307335377, 0.047436315566301346, 0.08385296165943146, 0.11617834120988846, 0.2489856332540512, -0.033684711903333664, -0.08963098376989365, -0.05042119324207306, -0.020291192457079887, -0.05657222494482994, 0.05917830020189285, 0.009994551539421082, -0.09878326952457428, -0.012760249897837639, 0.06766597926616669, -0.03662028908729553, -0.028677405789494514, 0.03497495502233505, -0.15859906375408173, -0.08232352137565613, -0.036229316145181656, 0.07449716329574585, 0.010258471593260765, -0.021441888064146042, -0.04889186471700668, -0.05219235271215439, 0.08497767150402069, -0.050925321877002716, -0.12754319608211517, -0.11788177490234375, 0.031255919486284256, -0.11581294238567352, 0.14296138286590576, -0.005171169992536306, 0.16695217788219452, 0.12051212042570114, 0.0610620491206646, -0.031148221343755722, 0.11613133549690247, 0.07424090057611465, -0.0460321307182312, 0.09101858735084534, 0.012696539983153343, -0.012263703159987926, 0.06895021349191666, 0.059438373893499374, -0.006997200194746256, 0.07761754095554352, -0.08218551427125931, -0.07460159808397293, -0.17446587979793549, 0.033608004450798035, -0.17144156992435455, 0.06929129362106323, 0.1515800803899765, -0.03371007740497589, 0.00040156079921871424, -0.06070095673203468, 0.0496666356921196, -0.01169197540730238, -0.010459245182573795, 0.0034456478897482157, -0.13858748972415924, 0.018353722989559174, 0.021935967728495598, 0.02645524963736534, -0.2733137905597687, 0.0018570853862911463, -0.06150584667921066, -0.023773102089762688, -0.0816611498594284, 0.09957368671894073, 0.013309399597346783, 0.01953260786831379, -0.03129981458187103, -0.12696251273155212, 0.021505266427993774, 0.08517959713935852, -0.1740325689315796, -0.10587959736585617 ]
null
null
transformers
### eng-cel * source group: English * target group: Celtic languages * OPUS readme: [eng-cel](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cel/README.md) * model: transformer * source language(s): eng * target language(s): bre cor cym gla gle glv * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cel/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cel/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cel/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-bre.eng.bre | 11.5 | 0.338 | | Tatoeba-test.eng-cor.eng.cor | 0.3 | 0.095 | | Tatoeba-test.eng-cym.eng.cym | 31.0 | 0.549 | | Tatoeba-test.eng-gla.eng.gla | 7.6 | 0.317 | | Tatoeba-test.eng-gle.eng.gle | 35.9 | 0.582 | | Tatoeba-test.eng-glv.eng.glv | 9.9 | 0.454 | | Tatoeba-test.eng.multi | 18.0 | 0.342 | ### System Info: - hf_name: eng-cel - source_languages: eng - target_languages: cel - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cel/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'gd', 'ga', 'br', 'kw', 'gv', 'cy', 'cel'] - src_constituents: {'eng'} - tgt_constituents: {'gla', 'gle', 'bre', 'cor', 'glv', 'cym'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cel/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cel/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: cel - short_pair: en-cel - chrF2_score: 0.342 - bleu: 18.0 - brevity_penalty: 0.9590000000000001 - ref_len: 45370.0 - src_name: English - tgt_name: Celtic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: cel - prefer_old: False - long_pair: eng-cel - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "gd", "ga", "br", "kw", "gv", "cy", "cel"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-cel
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "gd", "ga", "br", "kw", "gv", "cy", "cel", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "gd", "ga", "br", "kw", "gv", "cy", "cel" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #gd #ga #br #kw #gv #cy #cel #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-cel * source group: English * target group: Celtic languages * OPUS readme: eng-cel * model: transformer * source language(s): eng * target language(s): bre cor cym gla gle glv * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 11.5, chr-F: 0.338 testset: URL, BLEU: 0.3, chr-F: 0.095 testset: URL, BLEU: 31.0, chr-F: 0.549 testset: URL, BLEU: 7.6, chr-F: 0.317 testset: URL, BLEU: 35.9, chr-F: 0.582 testset: URL, BLEU: 9.9, chr-F: 0.454 testset: URL, BLEU: 18.0, chr-F: 0.342 ### System Info: * hf\_name: eng-cel * source\_languages: eng * target\_languages: cel * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'gd', 'ga', 'br', 'kw', 'gv', 'cy', 'cel'] * src\_constituents: {'eng'} * tgt\_constituents: {'gla', 'gle', 'bre', 'cor', 'glv', 'cym'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: cel * short\_pair: en-cel * chrF2\_score: 0.342 * bleu: 18.0 * brevity\_penalty: 0.9590000000000001 * ref\_len: 45370.0 * src\_name: English * tgt\_name: Celtic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: cel * prefer\_old: False * long\_pair: eng-cel * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-cel\n\n\n* source group: English\n* target group: Celtic languages\n* OPUS readme: eng-cel\n* model: transformer\n* source language(s): eng\n* target language(s): bre cor cym gla gle glv\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 11.5, chr-F: 0.338\ntestset: URL, BLEU: 0.3, chr-F: 0.095\ntestset: URL, BLEU: 31.0, chr-F: 0.549\ntestset: URL, BLEU: 7.6, chr-F: 0.317\ntestset: URL, BLEU: 35.9, chr-F: 0.582\ntestset: URL, BLEU: 9.9, chr-F: 0.454\ntestset: URL, BLEU: 18.0, chr-F: 0.342", "### System Info:\n\n\n* hf\\_name: eng-cel\n* source\\_languages: eng\n* target\\_languages: cel\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'gd', 'ga', 'br', 'kw', 'gv', 'cy', 'cel']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'gla', 'gle', 'bre', 'cor', 'glv', 'cym'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cel\n* short\\_pair: en-cel\n* chrF2\\_score: 0.342\n* bleu: 18.0\n* brevity\\_penalty: 0.9590000000000001\n* ref\\_len: 45370.0\n* src\\_name: English\n* tgt\\_name: Celtic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: cel\n* prefer\\_old: False\n* long\\_pair: eng-cel\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gd #ga #br #kw #gv #cy #cel #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-cel\n\n\n* source group: English\n* target group: Celtic languages\n* OPUS readme: eng-cel\n* model: transformer\n* source language(s): eng\n* target language(s): bre cor cym gla gle glv\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 11.5, chr-F: 0.338\ntestset: URL, BLEU: 0.3, chr-F: 0.095\ntestset: URL, BLEU: 31.0, chr-F: 0.549\ntestset: URL, BLEU: 7.6, chr-F: 0.317\ntestset: URL, BLEU: 35.9, chr-F: 0.582\ntestset: URL, BLEU: 9.9, chr-F: 0.454\ntestset: URL, BLEU: 18.0, chr-F: 0.342", "### System Info:\n\n\n* hf\\_name: eng-cel\n* source\\_languages: eng\n* target\\_languages: cel\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'gd', 'ga', 'br', 'kw', 'gv', 'cy', 'cel']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'gla', 'gle', 'bre', 'cor', 'glv', 'cym'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cel\n* short\\_pair: en-cel\n* chrF2\\_score: 0.342\n* bleu: 18.0\n* brevity\\_penalty: 0.9590000000000001\n* ref\\_len: 45370.0\n* src\\_name: English\n* tgt\\_name: Celtic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: cel\n* prefer\\_old: False\n* long\\_pair: eng-cel\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 75, 253, 438 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gd #ga #br #kw #gv #cy #cel #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-cel\n\n\n* source group: English\n* target group: Celtic languages\n* OPUS readme: eng-cel\n* model: transformer\n* source language(s): eng\n* target language(s): bre cor cym gla gle glv\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 11.5, chr-F: 0.338\ntestset: URL, BLEU: 0.3, chr-F: 0.095\ntestset: URL, BLEU: 31.0, chr-F: 0.549\ntestset: URL, BLEU: 7.6, chr-F: 0.317\ntestset: URL, BLEU: 35.9, chr-F: 0.582\ntestset: URL, BLEU: 9.9, chr-F: 0.454\ntestset: URL, BLEU: 18.0, chr-F: 0.342" ]
[ -0.1596824675798416, 0.12092656642198563, -0.007841920480132103, 0.013002059422433376, -0.012728969566524029, 0.038709647953510284, 0.025786014273762703, 0.13166625797748566, 0.022734086960554123, 0.11370177567005157, 0.15703363716602325, 0.08870536088943481, 0.02861419878900051, 0.1367967426776886, -0.06596100330352783, -0.039960552006959915, 0.021087946370244026, 0.039492085576057434, -0.050864897668361664, 0.12309414148330688, 0.06953614205121994, -0.0318446084856987, 0.04042036458849907, -0.06935033202171326, -0.022965123876929283, 0.051666028797626495, 0.031044328585267067, -0.02164255827665329, 0.051976628601551056, 0.08177664875984192, -0.0018976118881255388, 0.10116977989673615, -0.004251244943588972, -0.28975507616996765, 0.004858390893787146, 0.008785972371697426, -0.011893744580447674, 0.010967962443828583, 0.009866414591670036, -0.014445827342569828, 0.12577258050441742, -0.05384374409914017, 0.022333594039082527, 0.04726124182343483, -0.036413803696632385, -0.21804000437259674, -0.06402532011270523, 0.05814330652356148, -0.00811962503939867, 0.09093564003705978, -0.04616200923919678, 0.15380291640758514, -0.1419357806444168, 0.117972731590271, 0.25239259004592896, -0.21242013573646545, -0.02678273618221283, 0.13164138793945312, 0.11672348529100418, 0.026818271726369858, -0.05320191755890846, -0.028318781405687332, 0.07415133714675903, 0.046581048518419266, -0.06409262120723724, -0.10548026114702225, 0.03382541239261627, 0.018595794215798378, -0.11949851363897324, -0.03315857797861099, 0.18582168221473694, 0.01011814083904028, -0.09749501943588257, 0.013212966732680798, -0.007925966754555702, -0.09581582993268967, -0.027182595804333687, 0.019963957369327545, 0.03483649343252182, -0.025595499202609062, 0.041276756674051285, -0.01567278988659382, -0.03348752111196518, -0.12320049852132797, 0.01533257495611906, 0.13888424634933472, 0.06845143437385559, -0.01716255210340023, 0.008891451172530651, 0.06310752779245377, -0.01240953616797924, -0.11073397099971771, -0.09941376000642776, -0.007941661402583122, -0.05571961775422096, 0.04056764394044876, -0.07052382826805115, -0.003475366858765483, 0.16493196785449982, 0.23015892505645752, -0.14796774089336395, 0.10021091252565384, -0.06684372574090958, 0.004633820615708828, -0.08900076150894165, 0.1935868263244629, 0.0005203257314860821, -0.026034383103251457, 0.03505993261933327, 0.08626658469438553, 0.020296799018979073, 0.030942901968955994, -0.03557727858424187, -0.06387095898389816, 0.06136981397867203, 0.13149380683898926, -0.035536158829927444, 0.029083581641316414, -0.05634208023548126, 0.021301310509443283, 0.03197937086224556, -0.13115368783473969, 0.013665443286299706, 0.13209515810012817, -0.01731383241713047, -0.02230336330831051, 0.050762951374053955, -0.10446543991565704, -0.08288071304559708, -0.010021986439824104, -0.00786160584539175, -0.023190291598439217, -0.007829033769667149, -0.07590101659297943, 0.049044426530599594, 0.005521833896636963, -0.01918036676943302, -0.03946421667933464, -0.07799505442380905, -0.07619745284318924, -0.007311588153243065, -0.027898484840989113, -0.004969348665326834, -0.051251571625471115, -0.09231598675251007, 0.013292987830936909, -0.022358333691954613, 0.014664855785667896, -0.05081072822213173, 0.11547529697418213, 0.08846020698547363, 0.005675203632563353, -0.013811971992254257, -0.005261039361357689, -0.10816498100757599, 0.054011110216379166, -0.13504084944725037, 0.03460948169231415, -0.18638092279434204, 0.022021951153874397, -0.06666696071624756, -0.09582854807376862, 0.0313582569360733, 0.04065437614917755, 0.05290154367685318, 0.1150626540184021, -0.16107067465782166, -0.019683491438627243, 0.2237468659877777, -0.0820653960108757, -0.057021260261535645, 0.05677369236946106, 0.005379624664783478, -0.1509248912334442, 0.047950390726327896, 0.18571674823760986, 0.051578205078840256, -0.10921888798475266, 0.01550232619047165, 0.043659623712301254, 0.08000501245260239, 0.045318715274333954, 0.12452811747789383, -0.10993853956460953, -0.06544831395149231, 0.05254443734884262, -0.15942946076393127, 0.01898772642016411, -0.015261422842741013, -0.02689666859805584, -0.08983509242534637, -0.04581349715590477, 0.03772532939910889, 0.05292702466249466, -0.05964474007487297, -0.13730737566947937, -0.11679975688457489, -0.03597959131002426, 0.1294272094964981, -0.08943924307823181, 0.026484718546271324, -0.057109951972961426, 0.16393309831619263, -0.030126767233014107, 0.03994830697774887, -0.12902094423770905, -0.05862925946712494, 0.08784535527229309, -0.082317054271698, 0.08132240921258926, 0.02909429743885994, 0.008937421254813671, -0.016683274880051613, -0.026791449636220932, -0.046314537525177, 0.0026515591889619827, -0.04467424005270004, -0.03785116970539093, -0.21472682058811188, 0.01600797101855278, -0.02192285843193531, 0.05011935904622078, -0.2736014425754547, -0.007610151078552008, 0.08917367458343506, 0.07372324168682098, -0.05960417538881302, 0.003647745121270418, 0.020728059113025665, 0.0006478807772509754, -0.05972031503915787, -0.03744567558169365, 0.004578054882586002, -0.02791508473455906, -0.11568935960531235, 0.06938404589891434, -0.0641985684633255, 0.024343624711036682, 0.10824862867593765, 0.02429776079952717, -0.08076777309179306, -0.010010548867285252, -0.05330513045191765, 0.011936834082007408, 0.07553377747535706, -0.02346963994204998, 0.12541815638542175, 0.020829053595662117, 0.1279742419719696, -0.15189020335674286, -0.0794336274266243, -0.013501903042197227, 0.003933807369321585, -0.005921919830143452, 0.21607628464698792, 0.0050770132802426815, -0.08618532866239548, 0.036720529198646545, 0.05141177773475647, -0.06797736138105392, 0.16420207917690277, -0.11029809713363647, -0.07461560517549515, -0.0005850982270203531, 0.13834017515182495, -0.016955623403191566, 0.19149719178676605, -0.12765368819236755, 0.04851726070046425, 0.00254352786578238, -0.0011806604452431202, 0.027102062478661537, -0.09536852687597275, 0.01696307770907879, -0.014315523207187653, -0.15127922594547272, 0.01255462784320116, 0.02449922449886799, 0.034718986600637436, 0.08651864528656006, -0.0426625981926918, -0.07187014073133469, -0.02051541954278946, -0.029467159882187843, -0.1464991271495819, 0.2599846124649048, -0.12532567977905273, -0.14825592935085297, -0.043160002678632736, 0.1222207173705101, -0.1084485799074173, -0.05023837834596634, 0.06265360116958618, -0.13417799770832062, -0.04444050043821335, -0.10964306443929672, 0.0014683312037959695, 0.010144838131964207, -0.03801093250513077, -0.07760729640722275, -0.004380352329462767, 0.07225068658590317, -0.17455843091011047, -0.013248114846646786, -0.02943684160709381, -0.005600591190159321, -0.018950359895825386, -0.073233462870121, 0.0812549963593483, 0.16882020235061646, -0.007647745776921511, 0.04354849085211754, -0.00377852376550436, 0.20020759105682373, -0.062094796448946, -0.01726733148097992, 0.0410350039601326, 0.017866304144263268, -0.0045186118222773075, 0.08055974543094635, -0.027391083538532257, -0.09902846068143845, 0.009208743460476398, 0.05999712273478508, 0.028804069384932518, -0.32544392347335815, -0.06299533694982529, -0.017186274752020836, 0.008040739223361015, -0.007985716685652733, 0.08791999518871307, -0.07613745331764221, 0.00373956561088562, -0.029774513095617294, -0.027195701375603676, 0.041775211691856384, 0.060433290898799896, 0.22890134155750275, 0.00833303201943636, 0.06779646873474121, -0.04891285300254822, 0.01826370507478714, 0.05074577033519745, 0.017631318420171738, 0.13558761775493622, -0.05079852417111397, 0.13944974541664124, 0.0614972822368145, 0.09829244017601013, -0.04968012496829033, -0.02838493324816227, -0.018804749473929405, 0.021188244223594666, 0.029104221612215042, -0.08398400992155075, 0.03304088115692139, -0.019296888262033463, 0.016512304544448853, 0.030983006581664085, -0.07575269043445587, -0.08302103728055954, 0.07394900172948837, 0.10611427575349808, 0.06465896219015121, -0.15822406113147736, -0.029835233464837074, -0.0011944813886657357, 0.006516269873827696, -0.07172533124685287, 0.07270355522632599, 0.039507344365119934, -0.061129018664360046, 0.10456843674182892, 0.03411475569009781, 0.08380565047264099, 0.04891640320420265, 0.015546910464763641, 0.014368184842169285, 0.06422793120145798, 0.02762945555150509, 0.0932837575674057, -0.30865201354026794, 0.19266174733638763, 0.04206635802984238, 0.03874368965625763, 0.005522535648196936, 0.01109705213457346, 0.005408951546996832, 0.08324962109327316, 0.09545152634382248, 0.015532298013567924, -0.06071045249700546, -0.12165214121341705, -0.007955100387334824, 0.07914423942565918, 0.08866684883832932, 0.06313002109527588, 0.0815955325961113, -0.022354738786816597, -0.053251784294843674, -0.016120800748467445, -0.12363255769014359, -0.20284846425056458, -0.020337801426649094, 0.035666998475790024, 0.023663926869630814, -0.08649170398712158, -0.06878414005041122, -0.032317522913217545, -0.016149945557117462, 0.21790702641010284, -0.13372649252414703, -0.0417616069316864, -0.09181825816631317, 0.004396447911858559, 0.2113112211227417, -0.09584879875183105, -0.02677290327847004, -0.07847580313682556, 0.03884720057249069, -0.009277768433094025, -0.08897776901721954, 0.086978979408741, -0.04063492640852928, -0.22467109560966492, -0.039468809962272644, 0.22268396615982056, -0.057586245238780975, 0.06562535464763641, 0.04186544567346573, -0.02939542755484581, 0.025284331291913986, -0.13640330731868744, -0.026721004396677017, -0.07159891724586487, 0.015515468083322048, 0.11729229241609573, -0.1281038075685501, -0.046694036573171616, -0.04975862428545952, -0.04226130247116089, 0.07976656407117844, 0.3042791485786438, -0.07377159595489502, 0.030897751450538635, 0.08552912622690201, -0.13886579871177673, -0.17776747047901154, 0.0693824514746666, -0.00008111401984933764, -0.01740291900932789, -0.01854284666478634, -0.11798602342605591, 0.013640735298395157, 0.024692650884389877, -0.010647885501384735, 0.16259615123271942, -0.21219110488891602, -0.13270774483680725, 0.1546541005373001, 0.07926687598228455, 0.06594761461019516, -0.22456534206867218, -0.09438470005989075, -0.07548588514328003, -0.12834638357162476, 0.0012871639337390661, -0.050532933324575424, 0.08564446866512299, -0.058528583496809006, -0.09635818749666214, 0.04375157505273819, -0.03335661441087723, 0.14049433171749115, 0.01239754818379879, 0.04830686002969742, -0.010920586995780468, 0.05347582325339317, 0.05949416384100914, 0.03581518307328224, 0.1828470528125763, -0.18719103932380676, 0.10084593296051025, -0.14500509202480316, -0.022071044892072678, -0.09300202876329422, 0.056353580206632614, -0.10032203048467636, 0.021479235962033272, -0.11080081015825272, 0.02585446648299694, 0.052526116371154785, 0.020423751324415207, 0.0006036686827428639, -0.11010012775659561, 0.04701430723071098, 0.11616632342338562, 0.12843012809753418, 0.023439286276698112, -0.09097646176815033, 0.09728433936834335, -0.0024501304142177105, 0.016794851049780846, -0.10498383641242981, 0.026403719559311867, 0.1756720244884491, 0.030244553461670876, 0.08873347193002701, 0.0008835653425194323, -0.1308535784482956, -0.05273161828517914, 0.02709152363240719, -0.08550418168306351, -0.007132723927497864, -0.007120373193174601, -0.16336140036582947, -0.03591736778616905, 0.030562516301870346, 0.14473611116409302, -0.0139261269941926, -0.0027764681726694107, 0.0026229387149214745, 0.013030211441218853, -0.027487728744745255, 0.19262538850307465, 0.09329003095626831, 0.05647715553641319, -0.0863509476184845, 0.015373796224594116, -0.018974220380187035, -0.05036596953868866, 0.060416314750909805, 0.1169632226228714, -0.06603644043207169, -0.08357188105583191, 0.12101192027330399, 0.16037315130233765, -0.06626754999160767, -0.05089143291115761, -0.14239434897899628, -0.12679629027843475, 0.061283208429813385, 0.23262032866477966, 0.07351606339216232, 0.026141628623008728, 0.09969983249902725, -0.05582044646143913, -0.018547073006629944, 0.12079508602619171, 0.026525162160396576, 0.05872347950935364, -0.039339806884527206, 0.04244237020611763, -0.0011960318079218268, 0.05683010816574097, -0.0013494939776137471, 0.03845220431685448, -0.16067802906036377, 0.022369252517819405, -0.25985783338546753, 0.049247752875089645, 0.02615058794617653, 0.008307176642119884, 0.015391209162771702, -0.06077556684613228, -0.0017700910102576017, 0.02524641714990139, -0.07708995044231415, -0.034579064697027206, 0.014214545488357544, 0.0499902106821537, -0.16941790282726288, -0.012517292983829975, 0.013552726246416569, -0.08423028141260147, 0.08328747749328613, -0.0007760097505524755, -0.04292472451925278, 0.0953231155872345, -0.15937475860118866, 0.027416395023465157, -0.004812939092516899, 0.04862237721681595, -0.009823068976402283, -0.07142379134893417, 0.047857459634542465, 0.06842077523469925, 0.07723098993301392, 0.08913758397102356, 0.11574971675872803, -0.09953959286212921, -0.05341620743274689, -0.11725570261478424, -0.09184826165437698, 0.005105669144541025, 0.048215657472610474, 0.04215627536177635, 0.04510130360722542, 0.09652511030435562, -0.10613420605659485, 0.0067052762024104595, -0.17091478407382965, -0.04123295098543167, -0.015088558197021484, -0.031004684045910835, -0.09429702162742615, 0.06249218061566353, 0.08396514505147934, -0.02310163900256157, 0.19022491574287415, -0.09946028143167496, 0.09265752136707306, 0.02071535773575306, -0.09588165581226349, 0.10854735970497131, 0.04109112545847893, 0.10383690148591995, -0.01920117437839508, 0.00011033825285267085, -0.008951573632657528, -0.024898672476410866, 0.019925616681575775, -0.04004776477813721, 0.14429114758968353, 0.1645456850528717, 0.09788987785577774, 0.12075837701559067, 0.06497817486524582, -0.07764115184545517, 0.037633687257766724, 0.06326086074113846, -0.006940823048353195, 0.12023067474365234, 0.021293843165040016, 0.2938874363899231, 0.1305440217256546, -0.18097668886184692, 0.07012806087732315, -0.0752435028553009, -0.09779408574104309, -0.12831467390060425, -0.06016068905591965, -0.09454035758972168, -0.13399484753608704, 0.03871261700987816, -0.10456269234418869, 0.023180676624178886, -0.03347772732377052, 0.05539321154356003, -0.03169691562652588, 0.10471973568201065, 0.12156187742948532, -0.03418312594294548, 0.11053010821342468, 0.00931642111390829, -0.006583099719136953, 0.09442338347434998, 0.014976443722844124, 0.12305745482444763, -0.11335637420415878, 0.017672395333647728, 0.06836093962192535, -0.04340330511331558, 0.022964470088481903, -0.049031637609004974, -0.033699728548526764, 0.016713831573724747, 0.03470543771982193, 0.08536376804113388, 0.17549000680446625, 0.06496084481477737, -0.011744745075702667, -0.008631649427115917, 0.08280488848686218, 0.008251323364675045, -0.09266264736652374, -0.05686091631650925, 0.1278011053800583, 0.045585546642541885, 0.043323617428541183, 0.010288497433066368, -0.06154399365186691, 0.006368109956383705, 0.19765666127204895, 0.10998709499835968, -0.023900281637907028, -0.006110388785600662, 0.05191757529973984, -0.012783325277268887, 0.030156152322888374, 0.07176683098077774, 0.08812706172466278, 0.20911726355552673, 0.004742843564599752, -0.11758735030889511, -0.024101221933960915, -0.020724652335047722, -0.09617704898118973, 0.04445943608880043, 0.033257078379392624, -0.04593104496598244, -0.008418836630880833, 0.026110224425792694, 0.0018954211845993996, -0.10696866363286972, 0.01974344626069069, -0.14941073954105377, -0.07036006450653076, -0.09873424470424652, -0.007081357296556234, -0.016395308077335358, -0.03429512679576874, -0.0472918376326561, -0.06805378943681717, 0.0731915682554245, -0.07670648396015167, -0.08112659305334091, -0.15063238143920898, 0.03573020547628403, -0.10904286801815033, 0.1995934695005417, 0.010579646565020084, 0.22420288622379303, 0.1377234160900116, 0.007803001906722784, -0.06318560987710953, 0.11419712007045746, 0.09104625880718231, -0.0762244164943695, 0.0665283054113388, 0.054672759026288986, 0.023276282474398613, 0.13862307369709015, 0.053660523146390915, 0.048863645642995834, 0.0692037045955658, 0.010158982127904892, -0.0842881053686142, -0.1381012350320816, 0.011527151800692081, -0.1422421783208847, 0.04576174169778824, 0.1842389702796936, -0.024402152746915817, 0.011394483037292957, -0.07800185680389404, 0.0508582778275013, -0.031800851225852966, 0.10489989817142487, 0.03054727055132389, -0.1484445482492447, 0.10082249343395233, 0.08556864410638809, 0.029118120670318604, -0.2605278193950653, -0.04200915992259979, -0.0005476855440065265, 0.0001730082294670865, -0.03706582635641098, 0.15294942259788513, 0.02436741627752781, 0.0674460232257843, -0.045297279953956604, -0.15483251214027405, 0.008759909309446812, 0.12542666494846344, -0.16679559648036957, -0.0742064043879509 ]
null
null
transformers
### opus-mt-en-chk * source languages: en * target languages: chk * OPUS readme: [en-chk](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-chk/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-chk/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-chk/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-chk/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.chk | 26.1 | 0.468 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-chk
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "chk", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #chk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-chk * source languages: en * target languages: chk * OPUS readme: en-chk * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 26.1, chr-F: 0.468
[ "### opus-mt-en-chk\n\n\n* source languages: en\n* target languages: chk\n* OPUS readme: en-chk\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.1, chr-F: 0.468" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #chk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-chk\n\n\n* source languages: en\n* target languages: chk\n* OPUS readme: en-chk\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.1, chr-F: 0.468" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #chk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-chk\n\n\n* source languages: en\n* target languages: chk\n* OPUS readme: en-chk\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 26.1, chr-F: 0.468" ]
[ -0.13045106828212738, 0.09489383548498154, -0.003327049780637026, 0.04123345762491226, 0.04655209928750992, 0.014389067888259888, 0.03724191337823868, 0.15184907615184784, -0.00916212610900402, 0.008561421185731888, 0.13103948533535004, 0.14152932167053223, 0.021318353712558746, 0.1422201246023178, -0.07401144504547119, -0.13895848393440247, 0.032998934388160706, 0.06785422563552856, -0.0548437274992466, 0.1502504050731659, 0.0897362157702446, -0.05150007829070091, 0.09702152013778687, -0.023248283192515373, -0.038054198026657104, 0.04012458398938179, 0.009181796573102474, -0.07775077223777771, 0.054533377289772034, 0.043694596737623215, 0.04972747340798378, 0.08303206413984299, -0.016705423593521118, -0.19259440898895264, 0.019541198387742043, 0.002735223388299346, -0.028504202142357826, 0.030463920906186104, 0.008549156598746777, -0.0773819163441658, 0.1472007781267166, -0.10962245613336563, -0.03932435065507889, 0.029276540502905846, -0.015407538041472435, -0.14369764924049377, -0.06706184893846512, 0.0014162161387503147, -0.02495334856212139, 0.13246585428714752, -0.03198101371526718, 0.2900409400463104, -0.14917269349098206, 0.1337890326976776, 0.1970343291759491, -0.3126569092273712, -0.01841391623020172, 0.10207691043615341, 0.07629549503326416, 0.05433083698153496, -0.0253759678453207, 0.0181833915412426, 0.09268604218959808, 0.025709886103868484, -0.03220917657017708, -0.1453554928302765, -0.11122126877307892, 0.024014024063944817, -0.12247692793607712, -0.03834909945726395, 0.2757374346256256, 0.0004147278086747974, -0.06474988162517548, 0.01475032139569521, -0.03726987540721893, -0.05955938249826431, -0.017905518412590027, 0.0467311330139637, 0.039016757160425186, -0.010436797514557838, 0.01307744812220335, 0.005494451150298119, -0.10634582489728928, -0.07713969051837921, -0.10703671723604202, 0.14432497322559357, 0.056069519370794296, 0.004228657577186823, -0.02033308893442154, 0.06416302919387817, 0.03837522119283676, -0.12840412557125092, -0.07723555713891983, -0.04506482556462288, 0.008262647315859795, 0.022128131240606308, -0.09459967911243439, -0.05666203424334526, 0.13188494741916656, 0.12100788205862045, -0.07322253286838531, 0.06562691926956177, -0.07607613503932953, 0.05176200345158577, -0.0335744246840477, 0.2209729254245758, -0.023568958044052124, 0.015233632177114487, 0.06264486908912659, 0.0022767691407352686, 0.03484804928302765, 0.026447460055351257, -0.0735684186220169, -0.09499389678239822, 0.028316400945186615, 0.10917738825082779, -0.02127622626721859, 0.08679300546646118, -0.03297806531190872, 0.0013490261044353247, 0.054841943085193634, -0.13182364404201508, 0.012611827813088894, 0.07459401339292526, -0.015885500237345695, 0.08907101303339005, 0.06491531431674957, -0.03297644481062889, -0.10350407660007477, 0.007497039623558521, -0.029433825984597206, 0.0023176150862127542, -0.053542058914899826, -0.08980618417263031, 0.05747295171022415, 0.0394819937646389, 0.019868848845362663, -0.1349983960390091, -0.04443087801337242, -0.04593998193740845, 0.03913010284304619, 0.002160863019526005, -0.01618499495089054, -0.026447702199220657, -0.07906872034072876, 0.009950080886483192, -0.024439597502350807, 0.026321815326809883, -0.08717847615480423, 0.08548425137996674, 0.020791035145521164, 0.05680910497903824, -0.056530945003032684, 0.024347545579075813, -0.1542804092168808, -0.008674239739775658, -0.13442720472812653, 0.02995760552585125, -0.1434248983860016, 0.05580133944749832, -0.06955952197313309, -0.10566038638353348, -0.04096929728984833, 0.05669397488236427, 0.02255413495004177, 0.15230464935302734, -0.1351255178451538, -0.02450523152947426, 0.2328517884016037, -0.05497158318758011, -0.1520804762840271, 0.09903059154748917, 0.0035436295438557863, -0.040169112384319305, 0.04964594915509224, 0.14365626871585846, 0.03384561836719513, -0.0987120196223259, 0.033671338111162186, 0.11125222593545914, 0.021095123142004013, -0.06830847263336182, 0.10117433965206146, -0.07146766036748886, -0.10388944298028946, 0.06247652322053909, -0.11472075432538986, 0.008268450386822224, -0.0006138954777270555, -0.05356857553124428, -0.0781286284327507, -0.02194683626294136, 0.007348611019551754, 0.029228176921606064, 0.05355527251958847, -0.13654588162899017, -0.07437945902347565, -0.03914067894220352, 0.10523706674575806, -0.05330915376543999, 0.06184818223118782, -0.02741190418601036, 0.0828377828001976, -0.04814949259161949, 0.0356157012283802, -0.12259276956319809, 0.044052548706531525, 0.05268911272287369, -0.02314961515367031, 0.08133814483880997, 0.04819735512137413, 0.01569557748734951, -0.07252182066440582, -0.026862801983952522, -0.002504960633814335, 0.08225822448730469, -0.015067083761096, -0.08057648688554764, -0.17556244134902954, 0.06544365733861923, -0.004051238298416138, 0.014862904325127602, -0.11592680215835571, -0.021113669499754906, 0.07778318226337433, 0.059551045298576355, -0.04942695423960686, 0.08497162163257599, 0.01779244653880596, 0.04605770483613014, -0.056212544441223145, 0.00710197864100337, 0.025367042049765587, 0.013108818791806698, -0.11277926713228226, 0.1968628317117691, -0.06896449625492096, 0.066707544028759, 0.2254052758216858, -0.14059986174106598, -0.013557455502450466, 0.0026191293727606535, -0.011001413688063622, -0.002086248015984893, 0.05871594324707985, 0.02640666626393795, 0.04580436646938324, -0.011677592992782593, 0.14340396225452423, -0.13779738545417786, -0.0512043833732605, -0.025469498708844185, -0.05406825616955757, -0.027089832350611687, 0.1879732459783554, 0.07242845743894577, -0.10299859941005707, 0.0920686349272728, 0.18864062428474426, -0.12617379426956177, 0.15483960509300232, -0.07747664302587509, -0.07977738231420517, 0.0476873554289341, 0.07077930122613907, -0.02922438085079193, 0.10302773863077164, -0.16212107241153717, 0.009542971849441528, 0.06042902171611786, 0.027396082878112793, 0.043989840894937515, -0.13039784133434296, 0.008673192001879215, -0.007888573221862316, -0.08951839804649353, -0.02841792069375515, 0.06255759298801422, 0.028182851150631905, 0.08555866032838821, -0.027565501630306244, -0.0335102379322052, 0.01209567952901125, -0.02716882899403572, -0.13845841586589813, 0.23701712489128113, -0.13611583411693573, -0.18301475048065186, -0.08710459619760513, 0.1079968810081482, -0.10101401060819626, -0.014462538994848728, 0.09650694578886032, -0.09464741498231888, -0.048449985682964325, -0.09146106243133545, -0.028909826651215553, -0.01927182823419571, -0.01441933587193489, -0.06684910506010056, 0.03934203460812569, -0.004594646859914064, -0.13654997944831848, -0.038315266370773315, -0.010002398863434792, -0.03279409185051918, 0.07051943987607956, -0.12790650129318237, 0.10272378474473953, 0.1413537561893463, -0.028942206874489784, 0.030505865812301636, -0.03263532370328903, 0.1116454005241394, -0.07158511132001877, -0.03595461696386337, 0.08405657857656479, 0.02042531594634056, 0.00569386500865221, 0.09086970239877701, -0.0173807293176651, -0.03791094571352005, 0.06154516339302063, 0.0019112692680209875, -0.009693481028079987, -0.2863942086696625, -0.10143069922924042, -0.09993938356637955, 0.05788223445415497, -0.00925616454333067, 0.05057298392057419, -0.04395553097128868, 0.06806570291519165, -0.03142260015010834, 0.0049837687984108925, -0.018701130524277687, 0.0676664188504219, 0.17785118520259857, 0.0022469640243798494, 0.10429298877716064, -0.10051646083593369, -0.04818961024284363, 0.08610875904560089, 0.03485408052802086, 0.071685291826725, -0.028402382507920265, 0.1434413194656372, 0.07915965467691422, 0.18659959733486176, 0.027528835460543633, 0.04218620806932449, 0.014682755805552006, 0.011715183965861797, 0.005036462098360062, -0.09760477393865585, -0.03239697217941284, 0.055690038949251175, 0.016498230397701263, -0.012004135176539421, -0.09620486944913864, -0.07324232906103134, 0.11312620341777802, 0.13402242958545685, 0.05143257975578308, -0.16805317997932434, -0.01578359119594097, 0.02897879295051098, 0.028833022341132164, -0.02059902250766754, 0.0942816287279129, -0.022378364577889442, -0.11250675469636917, 0.08656401187181473, 0.010546109639108181, 0.117766372859478, 0.0006826415192335844, 0.0076347095891833305, -0.03645908087491989, -0.0029192252550274134, 0.007909787818789482, 0.13490112125873566, -0.4085293710231781, 0.23689217865467072, 0.016671035438776016, -0.004729905165731907, -0.08902876079082489, -0.0170423723757267, 0.05566486343741417, 0.10716771334409714, 0.09230096638202667, 0.003614251036196947, -0.12558849155902863, -0.05078637972474098, -0.009112424217164516, 0.08209504932165146, 0.052870772778987885, 0.08049623668193817, 0.05738537758588791, -0.020746342837810516, -0.04214911535382271, -0.011572916060686111, 0.03975057974457741, -0.1595124453306198, -0.026637662202119827, 0.02408282458782196, 0.09146611392498016, -0.08272301405668259, -0.04395497217774391, -0.08187190443277359, -0.11679313331842422, 0.20308856666088104, -0.015413259156048298, -0.07336504012346268, -0.08030229806900024, -0.0513388067483902, 0.1438136249780655, -0.13172547519207, 0.0021054965909570456, -0.08922863006591797, -0.004724713042378426, 0.01423998735845089, -0.12863203883171082, 0.12221397459506989, -0.07200998812913895, -0.12137357890605927, -0.013714471831917763, 0.16128623485565186, -0.08638525009155273, 0.06134287640452385, 0.024477669969201088, -0.010546171106398106, -0.0650654062628746, -0.11822494864463806, -0.04823039844632149, -0.045042529702186584, 0.06969428062438965, 0.13028934597969055, -0.15927526354789734, -0.10408645123243332, -0.04100384935736656, -0.06371662765741348, 0.1798984855413437, 0.18246755003929138, -0.06267111748456955, 0.025634540244936943, 0.14537683129310608, -0.10066179931163788, -0.29390689730644226, 0.042568497359752655, -0.0739370584487915, 0.02436976507306099, -0.015476517379283905, -0.07227640599012375, 0.05981387570500374, -0.029301872476935387, -0.04114937782287598, 0.08592341840267181, -0.1903000771999359, -0.12611237168312073, 0.18479081988334656, 0.06267391890287399, 0.15762419998645782, -0.17191006243228912, -0.06669934093952179, -0.09259668737649918, -0.2280399203300476, 0.027796655893325806, -0.1343645453453064, 0.08575088530778885, -0.029972048476338387, -0.025149093940854073, 0.012980357743799686, -0.03936652094125748, 0.11292403191328049, 0.029871080070734024, 0.009905902668833733, -0.058375585824251175, 0.056520167738199234, 0.03115796484053135, 0.022754309698939323, 0.14951206743717194, -0.16957873106002808, 0.08931875228881836, -0.13715843856334686, -0.008823367767035961, -0.08522096276283264, 0.07844070345163345, -0.04138106852769852, -0.020735299214720726, -0.09315522015094757, 0.004063221160322428, 0.04379367083311081, 0.005947939585894346, 0.10429697483778, -0.08266768604516983, 0.003971813712269068, 0.1584908664226532, 0.1365826427936554, -0.06581192463636398, 0.05584891885519028, 0.046049948781728745, -0.03650158271193504, 0.06602064520120621, -0.11828581988811493, 0.061846449971199036, 0.1617134064435959, -0.009204092435538769, 0.04931364208459854, 0.037883613258600235, -0.06570032238960266, -0.03396819531917572, 0.067748062312603, -0.10617562383413315, 0.07592751830816269, -0.017869122326374054, -0.18856483697891235, 0.005988988559693098, 0.039492737501859665, 0.15879018604755402, -0.03879128023982048, -0.02646574005484581, -0.012246694415807724, -0.011092615313827991, -0.061934053897857666, 0.13327939808368683, 0.09803102910518646, 0.0029245661571621895, -0.09249181300401688, 0.07913808524608612, -0.017191680148243904, -0.09991700947284698, 0.019226564094424248, 0.13380664587020874, -0.12480538338422775, -0.1336538940668106, 0.1452353149652481, 0.09210090339183807, -0.10394907742738724, -0.055144503712654114, -0.13194639980793, -0.121299609541893, 0.03604581952095032, 0.12155891954898834, 0.14446750283241272, 0.03139505535364151, 0.04396706819534302, -0.056741055101156235, -0.016049938276410103, 0.11178913712501526, 0.05078357085585594, 0.03979966789484024, -0.06639596819877625, 0.0403653085231781, -0.025400375947356224, 0.13515153527259827, -0.03793129697442055, 0.03187847137451172, -0.13808001577854156, 0.04546894133090973, -0.22509551048278809, 0.024519842118024826, -0.0341976098716259, -0.023871932178735733, -0.0051849475130438805, -0.07536342740058899, -0.05240140110254288, 0.03699854761362076, -0.12404896318912506, -0.021887710317969322, -0.03702123090624809, 0.08370297402143478, -0.10879839211702347, -0.016658661887049675, 0.07735488563776016, -0.05054992437362671, 0.05490798503160477, 0.05532340332865715, -0.08175266534090042, 0.10313598066568375, -0.16332688927650452, 0.0009768964955583215, 0.025101833045482635, 0.07090099155902863, 0.02826397307217121, -0.02177436091005802, 0.04021861404180527, 0.13462167978286743, 0.11158160865306854, 0.0513157919049263, 0.11634914577007294, -0.1098690927028656, -0.09231389313936234, -0.08504901081323624, -0.08637836575508118, 0.009524483233690262, 0.03393203020095825, 0.06563558429479599, 0.045783501118421555, 0.11957497149705887, -0.07004710286855698, 0.003343797754496336, -0.12002504616975784, -0.005711316131055355, -0.020751049742102623, -0.0857107937335968, -0.14603756368160248, -0.01731065846979618, 0.08839190006256104, -0.009980052709579468, 0.2243451178073883, 0.012297583743929863, 0.05502341315150261, 0.029099786654114723, -0.04556046426296234, 0.13785608112812042, 0.04823588207364082, 0.23373764753341675, -0.01068321242928505, -0.0003044927434530109, -0.04383670166134834, -0.009547592140734196, 0.04866931214928627, -0.03133809193968773, 0.12565451860427856, 0.19581305980682373, 0.14934389293193817, 0.16106410324573517, 0.012397796846926212, 0.027246136218309402, -0.011005873791873455, -0.09910064190626144, -0.006365790031850338, 0.12308699637651443, 0.006290957797318697, 0.16293728351593018, 0.11261569708585739, -0.1302027702331543, 0.03588799014687538, -0.08916971832513809, -0.06410129368305206, -0.15775705873966217, -0.11148952692747116, -0.13856305181980133, -0.1767796128988266, 0.015876879915595055, -0.10535628348588943, 0.010495597496628761, 0.023789362981915474, 0.06961344182491302, -0.06000997871160507, 0.1265307515859604, 0.0022733942605555058, -0.09335828572511673, 0.11916220188140869, -0.020839236676692963, 0.016134122386574745, 0.08793986588716507, 0.006408817134797573, 0.030635280534625053, -0.056264910846948624, -0.0030706999823451042, 0.03983128070831299, -0.08200281858444214, 0.028531283140182495, -0.0702812597155571, -0.04858784377574921, -0.02643587812781334, 0.043208278715610504, 0.09165298193693161, 0.19224877655506134, 0.0435137003660202, 0.007735786959528923, 0.02818981185555458, 0.1556764841079712, -0.04617234691977501, -0.12239097058773041, -0.10105764865875244, 0.17829008400440216, 0.053694549947977066, 0.037525881081819534, 0.009690847247838974, -0.06522861123085022, -0.001191415125504136, 0.31896260380744934, 0.2306395024061203, -0.07158871740102768, 0.012452369555830956, 0.03966547176241875, 0.013844002038240433, 0.051830269396305084, 0.10022088140249252, 0.13380713760852814, 0.15741722285747528, -0.044572196900844574, -0.07988974452018738, -0.05799942463636398, -0.026125876232981682, -0.1065000370144844, 0.044996824115514755, 0.018897997215390205, -0.12577782571315765, 0.0035090078599750996, 0.058176469057798386, -0.03799307718873024, -0.038870666176080704, -0.015425761230289936, -0.15131743252277374, -0.063724085688591, -0.026044368743896484, 0.05488770455121994, 0.05100414529442787, -0.02065959945321083, -0.061441369354724884, -0.027043960988521576, 0.09092718362808228, -0.04451785981655121, -0.10436578094959259, -0.10268117487430573, 0.04076303169131279, -0.13779281079769135, 0.12800151109695435, 0.011386290192604065, 0.183653324842453, 0.10690438747406006, 0.05664646625518799, -0.024176811799407005, 0.10389277338981628, 0.06938660889863968, -0.06255345046520233, 0.08230980485677719, 0.009283546358346939, -0.020816359668970108, 0.03157785162329674, 0.07080329209566116, 0.0011778741609305143, 0.0890037938952446, -0.045340582728385925, -0.05274474620819092, -0.15355144441127777, 0.02399679645895958, -0.16834670305252075, 0.07336156815290451, 0.1754292994737625, -0.024912450462579727, 0.0024187408853322268, -0.0507747046649456, 0.030899617820978165, -0.02907472848892212, -0.03277232497930527, -0.010363781824707985, -0.11335817724466324, 0.019861586391925812, 0.04905072599649429, 0.04145874083042145, -0.23579907417297363, -0.009072637185454369, -0.08406209945678711, -0.015079942531883717, -0.07295425236225128, 0.10007217526435852, 0.01634950004518032, 0.009220796637237072, -0.027752814814448357, -0.15859895944595337, 0.018953952938318253, 0.08310117572546005, -0.18450506031513214, -0.09611447155475616 ]
null
null
transformers
### eng-cpf * source group: English * target group: Creoles and pidgins, French‑based * OPUS readme: [eng-cpf](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cpf/README.md) * model: transformer * source language(s): eng * target language(s): gcf_Latn hat mfe * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-gcf.eng.gcf | 6.2 | 0.262 | | Tatoeba-test.eng-hat.eng.hat | 25.7 | 0.451 | | Tatoeba-test.eng-mfe.eng.mfe | 80.1 | 0.900 | | Tatoeba-test.eng.multi | 15.9 | 0.354 | ### System Info: - hf_name: eng-cpf - source_languages: eng - target_languages: cpf - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cpf/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'ht', 'cpf'] - src_constituents: {'eng'} - tgt_constituents: {'gcf_Latn', 'hat', 'mfe'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.test.txt - src_alpha3: eng - tgt_alpha3: cpf - short_pair: en-cpf - chrF2_score: 0.354 - bleu: 15.9 - brevity_penalty: 1.0 - ref_len: 1012.0 - src_name: English - tgt_name: Creoles and pidgins, French‑based - train_date: 2020-07-26 - src_alpha2: en - tgt_alpha2: cpf - prefer_old: False - long_pair: eng-cpf - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "ht", "cpf"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-cpf
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ht", "cpf", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "ht", "cpf" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ht #cpf #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-cpf * source group: English * target group: Creoles and pidgins, French‑based * OPUS readme: eng-cpf * model: transformer * source language(s): eng * target language(s): gcf\_Latn hat mfe * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 6.2, chr-F: 0.262 testset: URL, BLEU: 25.7, chr-F: 0.451 testset: URL, BLEU: 80.1, chr-F: 0.900 testset: URL, BLEU: 15.9, chr-F: 0.354 ### System Info: * hf\_name: eng-cpf * source\_languages: eng * target\_languages: cpf * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'ht', 'cpf'] * src\_constituents: {'eng'} * tgt\_constituents: {'gcf\_Latn', 'hat', 'mfe'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: cpf * short\_pair: en-cpf * chrF2\_score: 0.354 * bleu: 15.9 * brevity\_penalty: 1.0 * ref\_len: 1012.0 * src\_name: English * tgt\_name: Creoles and pidgins, French‑based * train\_date: 2020-07-26 * src\_alpha2: en * tgt\_alpha2: cpf * prefer\_old: False * long\_pair: eng-cpf * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-cpf\n\n\n* source group: English\n* target group: Creoles and pidgins, French‑based\n* OPUS readme: eng-cpf\n* model: transformer\n* source language(s): eng\n* target language(s): gcf\\_Latn hat mfe\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.2, chr-F: 0.262\ntestset: URL, BLEU: 25.7, chr-F: 0.451\ntestset: URL, BLEU: 80.1, chr-F: 0.900\ntestset: URL, BLEU: 15.9, chr-F: 0.354", "### System Info:\n\n\n* hf\\_name: eng-cpf\n* source\\_languages: eng\n* target\\_languages: cpf\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ht', 'cpf']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'gcf\\_Latn', 'hat', 'mfe'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cpf\n* short\\_pair: en-cpf\n* chrF2\\_score: 0.354\n* bleu: 15.9\n* brevity\\_penalty: 1.0\n* ref\\_len: 1012.0\n* src\\_name: English\n* tgt\\_name: Creoles and pidgins, French‑based\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: cpf\n* prefer\\_old: False\n* long\\_pair: eng-cpf\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ht #cpf #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-cpf\n\n\n* source group: English\n* target group: Creoles and pidgins, French‑based\n* OPUS readme: eng-cpf\n* model: transformer\n* source language(s): eng\n* target language(s): gcf\\_Latn hat mfe\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.2, chr-F: 0.262\ntestset: URL, BLEU: 25.7, chr-F: 0.451\ntestset: URL, BLEU: 80.1, chr-F: 0.900\ntestset: URL, BLEU: 15.9, chr-F: 0.354", "### System Info:\n\n\n* hf\\_name: eng-cpf\n* source\\_languages: eng\n* target\\_languages: cpf\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ht', 'cpf']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'gcf\\_Latn', 'hat', 'mfe'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cpf\n* short\\_pair: en-cpf\n* chrF2\\_score: 0.354\n* bleu: 15.9\n* brevity\\_penalty: 1.0\n* ref\\_len: 1012.0\n* src\\_name: English\n* tgt\\_name: Creoles and pidgins, French‑based\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: cpf\n* prefer\\_old: False\n* long\\_pair: eng-cpf\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 64, 215, 419 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ht #cpf #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-cpf\n\n\n* source group: English\n* target group: Creoles and pidgins, French‑based\n* OPUS readme: eng-cpf\n* model: transformer\n* source language(s): eng\n* target language(s): gcf\\_Latn hat mfe\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.2, chr-F: 0.262\ntestset: URL, BLEU: 25.7, chr-F: 0.451\ntestset: URL, BLEU: 80.1, chr-F: 0.900\ntestset: URL, BLEU: 15.9, chr-F: 0.354" ]
[ -0.12218944728374481, 0.1164899617433548, -0.007020106073468924, 0.011329910717904568, 0.008419801481068134, 0.02772940695285797, 0.025164365768432617, 0.11160226911306381, -0.010829885490238667, 0.06397982686758041, 0.14404931664466858, 0.03948481008410454, 0.027980243787169456, 0.10868695378303528, -0.03724822402000427, -0.07397831976413727, 0.016611937433481216, 0.06429598480463028, -0.04969813674688339, 0.13213160634040833, 0.07722436636686325, -0.02410365454852581, 0.05825773999094963, -0.04747362434864044, -0.05706888064742088, 0.08421287685632706, 0.02718072570860386, -0.01956135220825672, 0.0441608726978302, 0.07584933936595917, 0.03788312152028084, 0.10125885903835297, 0.004902663640677929, -0.2909035086631775, -0.00002283073808939662, -0.006365498527884483, -0.024011632427573204, -0.0075427331030368805, 0.012793387286365032, -0.03819061070680618, 0.10387378931045532, -0.10703226923942566, 0.006588699761778116, 0.06718433648347855, -0.03407585993409157, -0.17668889462947845, -0.034957773983478546, 0.06814172118902206, -0.04308374598622322, 0.10458965599536896, -0.04033711925148964, 0.16747817397117615, -0.1534043550491333, 0.1294049620628357, 0.2423873245716095, -0.23810957372188568, -0.017874162644147873, 0.07873993366956711, 0.13770200312137604, 0.03330941125750542, -0.03371509164571762, -0.016037717461586, 0.09155535697937012, 0.043603021651506424, -0.04183714836835861, -0.12514030933380127, 0.026165219023823738, -0.004863646347075701, -0.1238933876156807, -0.03740834444761276, 0.20779842138290405, 0.017720026895403862, -0.10073067247867584, 0.018814273178577423, -0.009779097512364388, -0.06579317897558212, -0.047605328261852264, 0.02411622740328312, 0.0528564490377903, -0.024485288187861443, 0.04772093892097473, -0.03646667301654816, -0.03498672693967819, -0.11987237632274628, 0.002075308235362172, 0.16166308522224426, 0.0483035109937191, -0.03225751966238022, -0.01984955556690693, 0.050809286534786224, -0.016371306031942368, -0.10412422567605972, -0.0773751512169838, -0.037772443145513535, -0.019005466252565384, 0.04425641894340515, -0.07315695285797119, -0.014344973489642143, 0.1446423977613449, 0.1580359786748886, -0.14877700805664062, 0.08777559548616409, -0.09396049380302429, 0.011736132204532623, -0.05872314050793648, 0.20751267671585083, 0.0022730103228241205, -0.026724431663751602, 0.037126053124666214, 0.0658247098326683, 0.009008355438709259, 0.04928344488143921, -0.04291125386953354, -0.08904159814119339, 0.05127996951341629, 0.12521806359291077, -0.03399037942290306, 0.03455699235200882, -0.04697977006435394, 0.016476817429065704, 0.0013421609764918685, -0.15059888362884521, 0.010375863872468472, 0.110333152115345, -0.0133638521656394, 0.02231055498123169, 0.07836738973855972, -0.10454802960157394, -0.10479647666215897, -0.030565515160560608, -0.026603732258081436, -0.023154066875576973, -0.03382558375597, -0.11549346148967743, 0.029561009258031845, 0.003283680649474263, -0.007131039164960384, -0.06453297287225723, -0.05732171609997749, -0.04755260422825813, -0.0019716061651706696, -0.009158388711512089, -0.0062246196903288364, -0.058130670338869095, -0.08007209002971649, 0.010723666287958622, -0.00885316263884306, -0.03374608978629112, -0.060486339032649994, 0.10296091437339783, 0.06920811533927917, 0.02553887665271759, 0.0035094739869236946, 0.007083038333803415, -0.08867491036653519, 0.061140477657318115, -0.1453462541103363, 0.06347864866256714, -0.17765915393829346, 0.024752812460064888, -0.0592636875808239, -0.10697518289089203, 0.008261163718998432, 0.06188403442502022, 0.05229958891868591, 0.1554802656173706, -0.15343740582466125, -0.03641575202345848, 0.2634517252445221, -0.08036009967327118, -0.07335732877254486, 0.08754011988639832, 0.015953507274389267, -0.11868997663259506, 0.04985851049423218, 0.16603918373584747, 0.05556611716747284, -0.1165071353316307, 0.03843008354306221, 0.10803993046283722, 0.07185638695955276, 0.031881339848041534, 0.11867423355579376, -0.09787047654390335, -0.11423495411872864, 0.028116287663578987, -0.15494781732559204, 0.03264012187719345, -0.019346365705132484, -0.014937126077711582, -0.08325931429862976, -0.02388535626232624, 0.0470472052693367, 0.03431636840105057, -0.050244882702827454, -0.11794877052307129, -0.1283070594072342, 0.034850265830755234, 0.11311256885528564, -0.0878305435180664, 0.03273297846317291, -0.0458313412964344, 0.12629646062850952, -0.023369455710053444, 0.029782220721244812, -0.12028980255126953, -0.03645347058773041, 0.06526131182909012, -0.06020929291844368, 0.08688640594482422, 0.03816727548837662, 0.01549987681210041, -0.01972605288028717, -0.026857618242502213, -0.028522808104753494, -0.009827499277889729, -0.02525184489786625, -0.022104907780885696, -0.2073008418083191, 0.015218773856759071, -0.020144663751125336, 0.05342089384794235, -0.2079455852508545, -0.005008174106478691, 0.09770926088094711, 0.07830652594566345, -0.051000893115997314, 0.04594148322939873, 0.019998760893940926, 0.011031502857804298, -0.0393967367708683, -0.023176638409495354, 0.012924691662192345, -0.0064401691779494286, -0.11164464801549911, 0.09191203862428665, -0.055720992386341095, 0.022849274799227715, 0.15252478420734406, -0.008576159365475178, -0.06239093840122223, -0.006426346953958273, -0.03575761988759041, 0.020535914227366447, 0.09213616698980331, -0.033435795456171036, 0.08168476074934006, 0.021434368565678596, 0.16683140397071838, -0.16425485908985138, -0.06515204906463623, -0.010375749319791794, -0.011686361394822598, -0.03596885874867439, 0.17898809909820557, -0.0002610015799291432, -0.0776834487915039, 0.05471629276871681, 0.0946146622300148, -0.06009029224514961, 0.19357755780220032, -0.08881480246782303, -0.07643339037895203, 0.011878647841513157, 0.1363261193037033, -0.03446071967482567, 0.16878703236579895, -0.1447790265083313, 0.027282528579235077, 0.005322086159139872, -0.007439652923494577, 0.04091835394501686, -0.09639135748147964, 0.02055235579609871, 0.0035110737662762403, -0.13806681334972382, -0.03441706672310829, 0.01587909460067749, 0.032999198883771896, 0.07539581507444382, -0.00466765696182847, -0.0663297101855278, -0.0077990093268454075, -0.03473528474569321, -0.1557726263999939, 0.24910679459571838, -0.14695650339126587, -0.17654412984848022, -0.07731730490922928, 0.09194928407669067, -0.1138858050107956, -0.031971387565135956, 0.06662989407777786, -0.1498299390077591, -0.04424099996685982, -0.09967802464962006, 0.0228437352925539, -0.02940252423286438, -0.03694850206375122, -0.06757839769124985, 0.02836019918322563, 0.055846184492111206, -0.17883138358592987, -0.020137665793299675, -0.030015865340828896, 0.019241686910390854, -0.02740708738565445, -0.10049014538526535, 0.08285724371671677, 0.15999546647071838, -0.026784460991621017, 0.03407280892133713, -0.006744358688592911, 0.2157321572303772, -0.04626775532960892, -0.04312831535935402, 0.04401933401823044, 0.013548283837735653, 0.010214844718575478, 0.09748013317584991, -0.01792527362704277, -0.07340750843286514, 0.029625950381159782, 0.04191911593079567, 0.04376976191997528, -0.3027576804161072, -0.07922805100679398, -0.03817236050963402, -0.00901220366358757, -0.010213666595518589, 0.055589091032743454, -0.09402652829885483, 0.004013869445770979, -0.0326431579887867, 0.02081773616373539, 0.03987222537398338, 0.08615400642156601, 0.24690106511116028, -0.01419244147837162, 0.05366326496005058, -0.06685945391654968, -0.0215001218020916, 0.05032511427998543, -0.00012238729686941952, 0.09851197153329849, -0.04236672446131706, 0.11105314642190933, 0.07456182688474655, 0.08654602617025375, -0.02172168903052807, 0.0020289020612835884, -0.024513136595487595, 0.026632484048604965, 0.01697603240609169, -0.08687037974596024, -0.005510611459612846, -0.007170785218477249, 0.008030666038393974, 0.045292992144823074, -0.10986945778131485, -0.05446764454245567, 0.07153867185115814, 0.15426518023014069, 0.053613658994436264, -0.16151268780231476, -0.03254402056336403, 0.018986882641911507, 0.011474409140646458, -0.0871790200471878, 0.0753917321562767, 0.03831397369503975, -0.06768394261598587, 0.08590998500585556, 0.05700254812836647, 0.09350737929344177, 0.07684554159641266, 0.02922903001308441, -0.002308396389707923, 0.06515700370073318, 0.008564372546970844, 0.09243088215589523, -0.30826953053474426, 0.218492329120636, 0.04798082262277603, 0.011340104974806309, 0.003237255848944187, 0.02443852834403515, 0.004012838937342167, 0.15104326605796814, 0.13318109512329102, 0.013169784098863602, -0.007350197061896324, -0.0865645781159401, 0.03083467297255993, 0.06725209206342697, 0.11490777879953384, 0.08600057661533356, 0.07189808785915375, -0.02330704964697361, -0.057551637291908264, -0.00948161818087101, -0.08731798827648163, -0.2262248694896698, -0.03258347883820534, 0.022455668076872826, -0.004895509220659733, -0.07149580866098404, -0.054121728986501694, -0.03702612966299057, -0.04161418229341507, 0.2463172972202301, -0.16668397188186646, -0.0622016042470932, -0.08550290763378143, -0.010574618354439735, 0.17493271827697754, -0.08941315114498138, 0.001542870420962572, -0.08102290332317352, 0.06533506512641907, -0.030063312500715256, -0.09548386186361313, 0.09254489839076996, -0.07650148868560791, -0.13742612302303314, -0.029657447710633278, 0.20772784948349, -0.0739998146891594, 0.07632219791412354, 0.037451110780239105, -0.04304613918066025, 0.015043964609503746, -0.1261456161737442, -0.08225409686565399, -0.05809517577290535, 0.020180853083729744, 0.12939558923244476, -0.1873747706413269, -0.09746284782886505, -0.05138107016682625, -0.01454977784305811, 0.13649733364582062, 0.29126980900764465, -0.08416293561458588, 0.04227737709879875, 0.11306159198284149, -0.1287538707256317, -0.20389772951602936, 0.07112549990415573, -0.0034255972132086754, 0.000985080492682755, -0.03380170091986656, -0.10950861871242523, 0.014335576444864273, -0.03444880247116089, 0.007864897139370441, 0.0734802633523941, -0.1946870982646942, -0.11846395581960678, 0.15084759891033173, 0.0710986778140068, 0.0971919596195221, -0.17883752286434174, -0.09222713112831116, -0.11054882407188416, -0.1792319416999817, 0.02267724834382534, -0.07026448845863342, 0.06455700844526291, -0.03547966480255127, -0.10639999061822891, 0.045003682374954224, -0.021087849512696266, 0.12749499082565308, 0.020565159618854523, 0.027223996818065643, -0.021950166672468185, 0.05662460997700691, 0.05211479216814041, 0.02841569297015667, 0.17800429463386536, -0.14501148462295532, 0.08279721438884735, -0.179612934589386, -0.023786352947354317, -0.0924254059791565, 0.05563855171203613, -0.10074681788682938, 0.005897706374526024, -0.06989622116088867, 0.014952201396226883, 0.07026532292366028, 0.010525411926209927, -0.021575644612312317, -0.12308266013860703, 0.029096445068717003, 0.14335569739341736, 0.17144429683685303, -0.012810309417545795, -0.05305563285946846, 0.11059295386075974, -0.006653052754700184, 0.03761688992381096, -0.10752523690462112, 0.05098476633429527, 0.14354786276817322, 0.028325267136096954, 0.10185249894857407, 0.01793043687939644, -0.10345277190208435, -0.07486085593700409, 0.03347208723425865, -0.08910179883241653, 0.003830292960628867, -0.04138464480638504, -0.158494770526886, -0.037690289318561554, -0.00010971548908855766, 0.15286467969417572, -0.021414419636130333, -0.006478278897702694, -0.013902858830988407, -0.0015464458847418427, -0.06079069897532463, 0.1138634979724884, 0.11644115298986435, 0.05643678084015846, -0.07607149332761765, 0.021207014098763466, -0.016479643061757088, -0.093647301197052, 0.051888879388570786, 0.13318724930286407, -0.0828038826584816, -0.08718786388635635, 0.1250670701265335, 0.14410024881362915, -0.08286111056804657, -0.0436563640832901, -0.15290194749832153, -0.13969507813453674, 0.054468631744384766, 0.24752743542194366, 0.083819180727005, 0.017847642302513123, 0.08396075665950775, -0.05844424292445183, -0.029871290549635887, 0.10999416559934616, 0.039497632533311844, 0.03315000608563423, -0.04337432235479355, 0.058818519115448, 0.011259286664426327, 0.11323843896389008, -0.015718070790171623, 0.04309917241334915, -0.16653326153755188, 0.022947682067751884, -0.24889616668224335, 0.045525822788476944, 0.0224385354667902, 0.020663442090153694, -0.0061485604383051395, -0.04702431336045265, -0.029656510800123215, 0.03012748435139656, -0.0886378064751625, -0.015998035669326782, 0.016915827989578247, 0.059655312448740005, -0.14525511860847473, -0.007616461720317602, 0.023196211084723473, -0.09761926531791687, 0.06867437809705734, -0.0049478234723210335, -0.0391986221075058, 0.08337834477424622, -0.13153985142707825, -0.019523486495018005, -0.02033759467303753, 0.043449774384498596, -0.0015751596074551344, -0.04996253922581673, 0.07111335545778275, 0.07223640382289886, 0.07567229121923447, 0.06535932421684265, 0.11919987946748734, -0.09243623167276382, -0.056342173367738724, -0.09346327185630798, -0.09565413743257523, -0.00895204022526741, 0.06677304953336716, 0.05514318868517876, 0.03912126272916794, 0.08383437246084213, -0.0936347246170044, 0.006330004893243313, -0.13671289384365082, -0.05022343993186951, -0.022763080894947052, -0.011965340003371239, -0.09378226101398468, 0.028926169499754906, 0.07667684555053711, -0.004757144022732973, 0.20705543458461761, -0.041604701429605484, 0.14438438415527344, 0.03838393837213516, -0.11733715981245041, 0.09149567037820816, 0.04243028908967972, 0.1420634388923645, -0.03410308063030243, 0.009312168695032597, -0.014443431049585342, -0.02871527522802353, 0.033465780317783356, -0.020735373720526695, 0.12931083142757416, 0.18306002020835876, 0.09704393148422241, 0.14552053809165955, 0.07334979623556137, -0.03366502374410629, 0.036910418421030045, 0.021280741319060326, 0.03915465995669365, 0.10998693108558655, -0.00226451363414526, 0.2615549564361572, 0.11436060816049576, -0.16542184352874756, 0.06915070861577988, -0.04992133378982544, -0.09424331784248352, -0.14171603322029114, 0.00026793847791850567, -0.08261934667825699, -0.15153157711029053, 0.04024035856127739, -0.11906814575195312, 0.016835903748869896, -0.06183334439992905, 0.05845439061522484, -0.020558763295412064, 0.1162518858909607, 0.06282572448253632, -0.08806434273719788, 0.11235647648572922, 0.00470538716763258, 0.017396289855241776, 0.06618127971887589, 0.022100776433944702, 0.12202055752277374, -0.08906497806310654, -0.009218049235641956, 0.07537742704153061, -0.02723018266260624, 0.008059894666075706, -0.055027395486831665, -0.03328699991106987, 0.004574746359139681, 0.04749510437250137, 0.08797662705183029, 0.19095011055469513, 0.055898889899253845, -0.04058096557855606, -0.00775900250300765, 0.07829530537128448, -0.01254567876458168, -0.13066311180591583, -0.07473672926425934, 0.17588621377944946, 0.06155121326446533, 0.06671234220266342, -0.006925416644662619, -0.06970485299825668, -0.0035521925892680883, 0.2322240024805069, 0.12067975103855133, -0.04636116698384285, 0.0007925068493932486, 0.06253493577241898, 0.0065358164720237255, 0.042882293462753296, 0.07038252800703049, 0.10348667949438095, 0.17623446881771088, -0.007743795868009329, -0.08920131623744965, -0.05089561641216278, -0.03571102395653725, -0.07511068880558014, 0.05855018272995949, 0.03136580064892769, -0.07086095958948135, 0.009828967042267323, 0.045504603534936905, -0.014891903847455978, -0.08972164243459702, 0.0062493858858942986, -0.15094266831874847, -0.03994719311594963, -0.08873992413282394, -0.008193312212824821, 0.016105182468891144, -0.027789311483502388, -0.04016901180148125, -0.07975182682275772, 0.11856360733509064, -0.06082642078399658, -0.08719281852245331, -0.1531209945678711, 0.030911237001419067, -0.11494788527488708, 0.1880565881729126, 0.01696028932929039, 0.2218630164861679, 0.11709138005971909, 0.026571564376354218, -0.042970769107341766, 0.08655595034360886, 0.08790360391139984, -0.055111922323703766, 0.058387771248817444, 0.05444701015949249, -0.0018078885041177273, 0.1135033667087555, 0.014230158179998398, 0.020390816032886505, 0.0802854597568512, 0.004893315490335226, -0.09337760508060455, -0.13608132302761078, 0.02101130038499832, -0.15927214920520782, 0.05208894982933998, 0.20123015344142914, -0.024548672139644623, -0.003649493446573615, -0.09694784879684448, 0.04744052514433861, -0.01958341896533966, 0.08480121195316315, 0.0280881617218256, -0.13761167228221893, 0.08310339599847794, 0.06871297210454941, 0.03062114119529724, -0.2881385087966919, -0.03985841944813728, -0.012389108538627625, 0.010907231830060482, -0.05468875914812088, 0.14131803810596466, 0.016074826940894127, 0.06620841473340988, -0.04021883010864258, -0.19304034113883972, 0.01500814501196146, 0.11273512244224548, -0.1587640792131424, -0.06519858539104462 ]
null
null
transformers
### eng-cpp * source group: English * target group: Creoles and pidgins, Portuguese-based * OPUS readme: [eng-cpp](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cpp/README.md) * model: transformer * source language(s): eng * target language(s): ind max_Latn min pap tmw_Latn zlm_Latn zsm_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpp/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpp/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpp/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-msa.eng.msa | 32.6 | 0.573 | | Tatoeba-test.eng.multi | 32.7 | 0.574 | | Tatoeba-test.eng-pap.eng.pap | 42.5 | 0.633 | ### System Info: - hf_name: eng-cpp - source_languages: eng - target_languages: cpp - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cpp/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'id', 'cpp'] - src_constituents: {'eng'} - tgt_constituents: {'zsm_Latn', 'ind', 'pap', 'min', 'tmw_Latn', 'max_Latn', 'zlm_Latn'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpp/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpp/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: cpp - short_pair: en-cpp - chrF2_score: 0.574 - bleu: 32.7 - brevity_penalty: 0.996 - ref_len: 34010.0 - src_name: English - tgt_name: Creoles and pidgins, Portuguese-based - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: cpp - prefer_old: False - long_pair: eng-cpp - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "id", "cpp"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-cpp
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "id", "cpp", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "id", "cpp" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #id #cpp #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-cpp * source group: English * target group: Creoles and pidgins, Portuguese-based * OPUS readme: eng-cpp * model: transformer * source language(s): eng * target language(s): ind max\_Latn min pap tmw\_Latn zlm\_Latn zsm\_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 32.6, chr-F: 0.573 testset: URL, BLEU: 32.7, chr-F: 0.574 testset: URL, BLEU: 42.5, chr-F: 0.633 ### System Info: * hf\_name: eng-cpp * source\_languages: eng * target\_languages: cpp * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'id', 'cpp'] * src\_constituents: {'eng'} * tgt\_constituents: {'zsm\_Latn', 'ind', 'pap', 'min', 'tmw\_Latn', 'max\_Latn', 'zlm\_Latn'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: cpp * short\_pair: en-cpp * chrF2\_score: 0.574 * bleu: 32.7 * brevity\_penalty: 0.996 * ref\_len: 34010.0 * src\_name: English * tgt\_name: Creoles and pidgins, Portuguese-based * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: cpp * prefer\_old: False * long\_pair: eng-cpp * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-cpp\n\n\n* source group: English\n* target group: Creoles and pidgins, Portuguese-based\n* OPUS readme: eng-cpp\n* model: transformer\n* source language(s): eng\n* target language(s): ind max\\_Latn min pap tmw\\_Latn zlm\\_Latn zsm\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 32.6, chr-F: 0.573\ntestset: URL, BLEU: 32.7, chr-F: 0.574\ntestset: URL, BLEU: 42.5, chr-F: 0.633", "### System Info:\n\n\n* hf\\_name: eng-cpp\n* source\\_languages: eng\n* target\\_languages: cpp\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'id', 'cpp']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'zsm\\_Latn', 'ind', 'pap', 'min', 'tmw\\_Latn', 'max\\_Latn', 'zlm\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cpp\n* short\\_pair: en-cpp\n* chrF2\\_score: 0.574\n* bleu: 32.7\n* brevity\\_penalty: 0.996\n* ref\\_len: 34010.0\n* src\\_name: English\n* tgt\\_name: Creoles and pidgins, Portuguese-based\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: cpp\n* prefer\\_old: False\n* long\\_pair: eng-cpp\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #id #cpp #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-cpp\n\n\n* source group: English\n* target group: Creoles and pidgins, Portuguese-based\n* OPUS readme: eng-cpp\n* model: transformer\n* source language(s): eng\n* target language(s): ind max\\_Latn min pap tmw\\_Latn zlm\\_Latn zsm\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 32.6, chr-F: 0.573\ntestset: URL, BLEU: 32.7, chr-F: 0.574\ntestset: URL, BLEU: 42.5, chr-F: 0.633", "### System Info:\n\n\n* hf\\_name: eng-cpp\n* source\\_languages: eng\n* target\\_languages: cpp\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'id', 'cpp']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'zsm\\_Latn', 'ind', 'pap', 'min', 'tmw\\_Latn', 'max\\_Latn', 'zlm\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cpp\n* short\\_pair: en-cpp\n* chrF2\\_score: 0.574\n* bleu: 32.7\n* brevity\\_penalty: 0.996\n* ref\\_len: 34010.0\n* src\\_name: English\n* tgt\\_name: Creoles and pidgins, Portuguese-based\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: cpp\n* prefer\\_old: False\n* long\\_pair: eng-cpp\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 64, 222, 458 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #id #cpp #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-cpp\n\n\n* source group: English\n* target group: Creoles and pidgins, Portuguese-based\n* OPUS readme: eng-cpp\n* model: transformer\n* source language(s): eng\n* target language(s): ind max\\_Latn min pap tmw\\_Latn zlm\\_Latn zsm\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 32.6, chr-F: 0.573\ntestset: URL, BLEU: 32.7, chr-F: 0.574\ntestset: URL, BLEU: 42.5, chr-F: 0.633" ]
[ -0.136377215385437, 0.10017456859350204, -0.005606436170637608, 0.0400565043091774, 0.017953891307115555, 0.0392020009458065, 0.07081133872270584, 0.13906987011432648, -0.0014820094220340252, 0.06168320029973984, 0.10644982755184174, 0.04971550405025482, 0.049996402114629745, 0.07235008478164673, -0.01633523963391781, -0.08535688370466232, 0.01146340649574995, 0.040689487010240555, -0.058421485126018524, 0.1450643092393875, 0.07128903269767761, -0.0210515558719635, 0.08202340453863144, -0.022515736520290375, 0.0064500174485147, 0.08315509557723999, 0.007216767407953739, -0.04304489120841026, 0.03301633149385452, 0.06591343134641647, 0.0351681150496006, 0.07948300242424011, -0.0006642811931669712, -0.2752760946750641, -0.010237807407975197, -0.003805957268923521, -0.0037867743521928787, -0.01090877503156662, 0.07672352343797684, -0.07399019598960876, 0.08309707045555115, -0.10117924958467484, -0.008487479761242867, 0.06262484937906265, -0.03839569911360741, -0.1821548193693161, -0.0627017691731453, 0.03135419264435768, -0.037936192005872726, 0.11336381733417511, -0.0499478317797184, 0.2248910814523697, -0.1331762969493866, 0.12265672534704208, 0.27616459131240845, -0.2805119454860687, -0.028919266536831856, 0.09181497246026993, 0.1370384842157364, 0.04466491565108299, -0.004110644105821848, -0.0025939298793673515, 0.0919642224907875, 0.022491833195090294, -0.11094289273023605, -0.11810237169265747, 0.015168574638664722, 0.011255882680416107, -0.13140051066875458, -0.04785174876451492, 0.23140348494052887, 0.015274758450686932, -0.10280460864305496, -0.022194107994437218, -0.010283073410391808, -0.07540280371904373, -0.012898549437522888, 0.03207143023610115, 0.047322653234004974, -0.014698692597448826, 0.009403578005731106, -0.003956331871449947, -0.042743515223264694, -0.11173878610134125, -0.011023118160665035, 0.13030771911144257, 0.06617322564125061, -0.02460484765470028, -0.028606122359633446, 0.07830377668142319, 0.0010167742148041725, -0.13310082256793976, -0.08819229900836945, -0.054198008030653, -0.008432897739112377, 0.03242066502571106, -0.04293527081608772, -0.07070422917604446, 0.15995195508003235, 0.1574041098356247, -0.10166636854410172, 0.08399905264377594, -0.07817253470420837, 0.013653505593538284, -0.041285932064056396, 0.24127079546451569, -0.004994790535420179, -0.06822510063648224, 0.016924088820815086, 0.029946237802505493, 0.0157980564981699, 0.05954079329967499, -0.017121555283665657, -0.08925507217645645, 0.05849876254796982, 0.13323228061199188, -0.006614179350435734, 0.033174969255924225, -0.06195073574781418, 0.0031550528947263956, -0.011272340081632137, -0.14993628859519958, 0.031148403882980347, 0.08562637120485306, -0.03872201219201088, 0.07863453775644302, 0.09138121455907822, -0.08660311251878738, -0.11664795875549316, -0.044177018105983734, -0.017911458387970924, -0.012028816156089306, -0.05306948348879814, -0.12345332652330399, 0.04409899562597275, 0.019691677764058113, -0.004763406701385975, -0.08272062242031097, -0.08540963381528854, -0.08427050709724426, 0.0010453114518895745, -0.015580615028738976, 0.04371262341737747, -0.059080492705106735, -0.046722643077373505, 0.008976367302238941, -0.01581442356109619, -0.025080585852265358, -0.07065437734127045, 0.10651008039712906, 0.08974042534828186, 0.027686530724167824, 0.07192361354827881, 0.010833785869181156, -0.12555955350399017, 0.048893071711063385, -0.11836536228656769, 0.10919221490621567, -0.16382360458374023, 0.02865195833146572, -0.10539795458316803, -0.10555274039506912, -0.011506742797791958, 0.07280978560447693, 0.0767771527171135, 0.1839575320482254, -0.1565125733613968, -0.032697804272174835, 0.27919983863830566, -0.09001091122627258, -0.1195124164223671, 0.07429030537605286, 0.024245094507932663, -0.046951476484537125, 0.07719451934099197, 0.14894647896289825, 0.09124480932950974, -0.12852512300014496, 0.030542923137545586, 0.05171401426196098, 0.08944682031869888, 0.005338476505130529, 0.11649695783853531, -0.1101069375872612, -0.09722620248794556, 0.03380805626511574, -0.147837296128273, 0.04406725987792015, -0.0214986614882946, -0.021296320483088493, -0.07259935140609741, -0.030119797214865685, 0.045390788465738297, 0.052756939083337784, -0.01747509092092514, -0.1345435380935669, -0.12951724231243134, 0.044276028871536255, 0.10751599073410034, -0.08068571984767914, 0.0342608243227005, -0.0520174466073513, 0.09669484943151474, -0.04691402241587639, 0.015627223998308182, -0.12272972613573074, -0.01563992351293564, 0.05615078657865524, -0.029775474220514297, 0.09641124308109283, 0.026700982823967934, 0.048350460827350616, -0.046985261142253876, -0.012782956473529339, -0.04167606309056282, 0.029300307855010033, -0.03670212998986244, -0.02428402006626129, -0.1773575395345688, 0.02833212912082672, -0.0019352954113855958, 0.0064071547240018845, -0.19067096710205078, -0.01512242667376995, 0.06342649459838867, 0.07423920929431915, -0.04345216974616051, 0.028327349573373795, 0.04466564580798149, 0.029510103166103363, -0.04403148964047432, -0.03905259817838669, -0.0025607123970985413, -0.02263244241476059, -0.09775909036397934, 0.07675604522228241, -0.03630070015788078, -0.0006563529605045915, 0.14841219782829285, -0.0093893026933074, -0.057612109929323196, 0.007470085751265287, -0.02671598643064499, 0.013187124393880367, 0.024527691304683685, -0.03152889385819435, 0.05353616178035736, 0.021085044369101524, 0.1290699541568756, -0.1689855307340622, -0.05626290291547775, -0.028043558821082115, -0.05579329654574394, -0.039034731686115265, 0.2053312510251999, -0.0009493182296864688, -0.07802490144968033, 0.07220664620399475, 0.07995927333831787, -0.07239962369203568, 0.19410447776317596, -0.09636378288269043, -0.0868234932422638, 0.023946555331349373, 0.15723095834255219, -0.012207424268126488, 0.10673810541629791, -0.11507689207792282, 0.03306938335299492, 0.025700116530060768, 0.014944765716791153, 0.03186779469251633, -0.09802579134702682, 0.014021403156220913, 0.017713328823447227, -0.13391903042793274, -0.01773609220981598, 0.038547225296497345, 0.034649547189474106, 0.06713829934597015, -0.03749236464500427, -0.020824145525693893, -0.027794647961854935, -0.03388268128037453, -0.16873010993003845, 0.22411665320396423, -0.12274222820997238, -0.16978898644447327, -0.11063603311777115, 0.08644891530275345, -0.13026860356330872, -0.03812750428915024, 0.0782570093870163, -0.15600287914276123, -0.05254823714494705, -0.08829593658447266, 0.0576154887676239, -0.0044014714658260345, -0.0432761013507843, -0.10515046864748001, 0.04843300208449364, 0.04428204149007797, -0.1757819801568985, -0.011953000910580158, -0.021920932456851006, -0.013480883091688156, -0.013439174741506577, -0.13347135484218597, 0.0831322968006134, 0.13051092624664307, -0.007291133049875498, 0.042488280683755875, -0.00854204036295414, 0.2129964828491211, -0.05858892947435379, -0.027681123465299606, 0.10253286361694336, 0.03694961965084076, -0.00006067917274776846, 0.07864060252904892, -0.025295043364167213, -0.07553103566169739, 0.03348929062485695, 0.026662517338991165, 0.020213209092617035, -0.3544931709766388, -0.06707499176263809, -0.04564923793077469, -0.005630355793982744, 0.020225200802087784, 0.05382763594388962, -0.07905177772045135, 0.05480751767754555, -0.04189986363053322, 0.010060450062155724, 0.0380329005420208, 0.0687299370765686, 0.18508224189281464, 0.00532735837623477, 0.06085857376456261, -0.09882364422082901, -0.038026634603738785, 0.06609155982732773, 0.024739528074860573, 0.08353598415851593, -0.03133115917444229, 0.12820005416870117, 0.08730877935886383, 0.12933610379695892, -0.011238770559430122, 0.053989477455616, -0.018741965293884277, 0.027427125722169876, 0.036136552691459656, -0.102566197514534, -0.03530460596084595, 0.004020716995000839, 0.035550374537706375, 0.038034599274396896, -0.07619038969278336, -0.06547930836677551, 0.06879787147045135, 0.1387811154127121, 0.048610106110572815, -0.18843308091163635, -0.00026879599317908287, 0.027718445286154747, 0.01833970658481121, -0.07921973615884781, 0.05317937955260277, 0.029118334874510765, -0.0842045322060585, 0.1353563666343689, 0.036138758063316345, 0.10851479321718216, 0.02185586281120777, -0.010790371336042881, -0.0236594807356596, 0.03490998595952988, 0.005185132380574942, 0.10791956633329391, -0.31571507453918457, 0.20106418430805206, 0.03691321238875389, 0.025916123762726784, -0.024684321135282516, 0.027985461056232452, -0.000820204324554652, 0.0723375603556633, 0.1263853907585144, 0.0057672858238220215, -0.014453246258199215, -0.06211712211370468, -0.00525495782494545, 0.04348606988787651, 0.08042743057012558, 0.08296520262956619, 0.08793210983276367, -0.01858976110816002, -0.04030461609363556, -0.034152716398239136, -0.04867251217365265, -0.2165275514125824, -0.02037022076547146, 0.011376824229955673, -0.013663869351148605, -0.05348049849271774, -0.031139004975557327, -0.0538034550845623, -0.10134507715702057, 0.2429703027009964, -0.14904280006885529, -0.10537269711494446, -0.09705889225006104, -0.015546766109764576, 0.2080182135105133, -0.10232792794704437, -0.021666081622242928, -0.06360187381505966, 0.028277616947889328, -0.01913694478571415, -0.0956309512257576, 0.08186502754688263, -0.05571157485246658, -0.14434319734573364, -0.0309308972209692, 0.18700151145458221, -0.05927083268761635, 0.06366882473230362, 0.035699229687452316, -0.03712928295135498, 0.0033542029559612274, -0.11204618215560913, -0.09495367854833603, -0.0003310960019007325, -0.033892322331666946, 0.11511380225419998, -0.15757058560848236, -0.08689490705728531, -0.05723414570093155, -0.049044039100408554, 0.1288767009973526, 0.22287510335445404, -0.05447996407747269, 0.014196019619703293, 0.07682915031909943, -0.1344863772392273, -0.17622141540050507, 0.05661068111658096, 0.020334158092737198, 0.024090653285384178, 0.0035304224584251642, -0.09267093986272812, 0.03525744378566742, 0.00020354174193926156, -0.0005164954927749932, 0.0874686986207962, -0.23240485787391663, -0.1347360610961914, 0.1348150372505188, 0.07572951167821884, 0.0921817198395729, -0.18668332695960999, -0.10492365807294846, -0.097734734416008, -0.1592274159193039, 0.002415347145870328, -0.0395236499607563, 0.07917594909667969, -0.02326149120926857, -0.05954478681087494, 0.05250263586640358, -0.01937568560242653, 0.12661606073379517, 0.02580924890935421, 0.006028613541275263, -0.040716540068387985, 0.09661826491355896, 0.015583056025207043, 0.004538908135145903, 0.18908146023750305, -0.12075362354516983, 0.0628155991435051, -0.19479985535144806, -0.026696885004639626, -0.07170791923999786, 0.050211768597364426, -0.07387760281562805, 0.010765647515654564, -0.07965770363807678, 0.009415887296199799, 0.051026396453380585, 0.007231494411826134, 0.056302689015865326, -0.10990366339683533, 0.016039200127124786, 0.11072762310504913, 0.17103879153728485, 0.04663171246647835, -0.06262405961751938, 0.07494176924228668, 0.001095286337658763, 0.03131033852696419, -0.12874437868595123, 0.04513954743742943, 0.15360061824321747, 0.03226208686828613, 0.07100819796323776, -0.005590052809566259, -0.13875362277030945, -0.0586995892226696, 0.06458060443401337, -0.043601956218481064, -0.005084968637675047, -0.03842369467020035, -0.15001194179058075, -0.035343218594789505, -0.0009523974149487913, 0.17203186452388763, -0.00921897403895855, -0.02308478206396103, -0.014698176644742489, 0.0019867666997015476, -0.06502965837717056, 0.18479308485984802, 0.09614076465368271, 0.045650579035282135, -0.09254099428653717, 0.05455021187663078, -0.0074544972740113735, -0.05116197094321251, 0.04765569791197777, 0.14684677124023438, -0.067991241812706, -0.07829579710960388, 0.15087537467479706, 0.14342467486858368, -0.10118596255779266, -0.06206303834915161, -0.14238116145133972, -0.12184762954711914, 0.03806130215525627, 0.18768294155597687, 0.09483452141284943, 0.030245527625083923, 0.10070881992578506, -0.07983476668596268, 0.005530392751097679, 0.091927669942379, 0.10894018411636353, 0.035405367612838745, -0.06363029032945633, 0.005466435104608536, 0.022943278774619102, 0.07512889057397842, -0.01312285102903843, 0.033010050654411316, -0.17152878642082214, 0.05799825116991997, -0.22905968129634857, 0.0588255375623703, -0.0013108213897794485, 0.010624514892697334, -0.0006038292776793242, -0.06659094989299774, -0.03824421390891075, 0.025384709239006042, -0.10228058695793152, -0.016087990254163742, -0.018804149702191353, 0.08081913739442825, -0.14580786228179932, -0.005705866497009993, 0.03202681988477707, -0.09488832205533981, 0.04074300080537796, -0.009984148666262627, -0.06527749449014664, 0.06590140610933304, -0.14654430747032166, -0.005364830140024424, -0.0034715060610324144, 0.046147193759679794, -0.006484801881015301, -0.049248021095991135, 0.08138186484575272, 0.09083337336778641, 0.08790025115013123, 0.06890260428190231, 0.07788172364234924, -0.10558727383613586, -0.039200522005558014, -0.08634543418884277, -0.07919298112392426, 0.006862076930701733, 0.07798189669847488, 0.07742923498153687, 0.03889238089323044, 0.10948510468006134, -0.08739053457975388, 0.020414113998413086, -0.16106000542640686, -0.036775071173906326, -0.01707114279270172, -0.01955190673470497, -0.07896924018859863, 0.019033843651413918, 0.0810261070728302, 0.0024659289047122, 0.1759471297264099, 0.010571497492492199, 0.14155668020248413, 0.013048043474555016, -0.03592808544635773, 0.10725708305835724, 0.030873969197273254, 0.15956106781959534, -0.044576551765203476, 0.028885897248983383, -0.022232960909605026, -0.024558957666158676, 0.036687321960926056, -0.03597920015454292, 0.10032779723405838, 0.1904255449771881, 0.06711430102586746, 0.1529550552368164, 0.04433291777968407, -0.0014381955843418837, 0.031205743551254272, -0.04781271517276764, 0.04724584519863129, 0.09047070890665054, 0.015646062791347504, 0.20417727530002594, 0.10748733580112457, -0.16821061074733734, 0.05186258628964424, -0.02369975857436657, -0.08060470968484879, -0.15487083792686462, -0.08344203978776932, -0.10275375843048096, -0.16411545872688293, 0.04864899814128876, -0.10690326988697052, 0.006213509477674961, -0.03375786170363426, 0.08262763172388077, -0.03484301641583443, 0.08849506080150604, 0.025324376299977303, -0.12275608628988266, 0.09243281185626984, 0.004284450318664312, 0.030834168195724487, 0.08556600660085678, 0.01860145851969719, 0.09250398725271225, -0.037273723632097244, 0.004890871234238148, 0.09184940159320831, -0.0432698056101799, 0.01322134118527174, -0.04454408586025238, -0.04025363177061081, -0.02965550869703293, 0.05514776334166527, 0.08819743990898132, 0.21283580362796783, 0.060338132083415985, -0.030214177444577217, -0.015409046784043312, 0.06785877048969269, -0.014218403026461601, -0.14092358946800232, -0.08688788115978241, 0.16049844026565552, 0.03936697170138359, 0.06162555143237114, -0.013918024487793446, -0.0816197469830513, 0.00474963616579771, 0.2853950560092926, 0.13104256987571716, 0.0032957110088318586, -0.02294636145234108, 0.03642567992210388, 0.009340064600110054, 0.03642180934548378, 0.06705613434314728, 0.07848286628723145, 0.18216727674007416, -0.030339017510414124, -0.057760532945394516, -0.050590042024850845, -0.04453778639435768, -0.0669526755809784, 0.058582331985235214, 0.009959093295037746, -0.09250418841838837, 0.0027671149000525475, 0.09816665202379227, -0.06874233484268188, -0.0281085055321455, 0.04811219125986099, -0.12759262323379517, -0.07890305668115616, -0.08282937854528427, 0.02709059789776802, 0.03661201894283295, -0.02700752019882202, -0.021756399422883987, -0.06839881837368011, 0.07168208807706833, -0.04422983527183533, -0.11026062071323395, -0.15303291380405426, 0.017453478649258614, -0.0971132293343544, 0.16918328404426575, 0.02605905570089817, 0.17820878326892853, 0.11628732085227966, 0.02158961445093155, -0.059432365000247955, 0.07911523431539536, 0.07504277676343918, -0.062225598841905594, 0.08211975544691086, 0.010349557735025883, -0.005951398983597755, 0.10200084000825882, 0.032183658331632614, 0.034505441784858704, 0.06041190028190613, 0.05445142835378647, -0.03885667026042938, -0.17519915103912354, 0.03642759472131729, -0.16424377262592316, 0.06769359111785889, 0.17768506705760956, -0.034460585564374924, 0.002896165009588003, -0.09554437547922134, 0.07500297576189041, -0.03213692456483841, 0.05955173820257187, 0.031424738466739655, -0.17518578469753265, 0.03748687729239464, 0.0496957004070282, 0.029727429151535034, -0.2648516893386841, -0.02158905565738678, -0.010308785364031792, -0.01775061897933483, -0.07376163452863693, 0.1474965661764145, 0.0336180180311203, 0.05819859355688095, -0.010701337829232216, -0.22608840465545654, 0.03800290450453758, 0.11418208479881287, -0.16955982148647308, -0.06462863087654114 ]
null
null
transformers
### opus-mt-en-crs * source languages: en * target languages: crs * OPUS readme: [en-crs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-crs/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-crs/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-crs/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-crs/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.crs | 45.2 | 0.617 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-crs
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "crs", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #crs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-crs * source languages: en * target languages: crs * OPUS readme: en-crs * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 45.2, chr-F: 0.617
[ "### opus-mt-en-crs\n\n\n* source languages: en\n* target languages: crs\n* OPUS readme: en-crs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 45.2, chr-F: 0.617" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #crs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-crs\n\n\n* source languages: en\n* target languages: crs\n* OPUS readme: en-crs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 45.2, chr-F: 0.617" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #crs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-crs\n\n\n* source languages: en\n* target languages: crs\n* OPUS readme: en-crs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 45.2, chr-F: 0.617" ]
[ -0.12690240144729614, 0.11921463906764984, -0.0033480965066701174, 0.07116177678108215, 0.05276837572455406, 0.010247709229588509, 0.02278161235153675, 0.13730531930923462, 0.019634217023849487, 0.025090742856264114, 0.15238644182682037, 0.1367889940738678, 0.011774696409702301, 0.07844456285238266, -0.0940818265080452, -0.15983332693576813, 0.05531222000718117, 0.03772031515836716, -0.011144116520881653, 0.1552201509475708, 0.10027843713760376, -0.028799867257475853, 0.10674653947353363, -0.034410275518894196, -0.037190694361925125, 0.044445183128118515, -0.003663870273157954, -0.06148761510848999, 0.05478750169277191, 0.05967497453093529, 0.0704076960682869, 0.10588720440864563, 0.009105009026825428, -0.1942850798368454, 0.0238160602748394, 0.004377918783575296, -0.051610928028821945, 0.04222223535180092, 0.016843600198626518, -0.08236388862133026, 0.10803833603858948, -0.061607372015714645, -0.009376355446875095, 0.03749552369117737, -0.04210031032562256, -0.14231927692890167, -0.07294252514839172, 0.02587835304439068, -0.041950833052396774, 0.13237956166267395, -0.026145311072468758, 0.27778518199920654, -0.17656493186950684, 0.1310245394706726, 0.2119157761335373, -0.2722170054912567, -0.020640457049012184, 0.112116739153862, 0.09631256014108658, 0.0664805993437767, -0.018221724778413773, -0.020720381289720535, 0.06612472236156464, 0.027684923261404037, -0.10074128955602646, -0.12020549923181534, -0.13044553995132446, 0.03067072480916977, -0.12192115187644958, -0.05046161636710167, 0.20923691987991333, 0.013496377505362034, -0.06654969602823257, 0.020985379815101624, -0.04223509132862091, -0.11203410476446152, -0.017732350155711174, 0.044335611164569855, 0.042141616344451904, 0.018199143931269646, 0.008932455442845821, -0.004816403612494469, -0.09808719903230667, -0.06857535243034363, -0.13511967658996582, 0.11799661070108414, 0.051399484276771545, 0.0022998973727226257, -0.012764563784003258, 0.06306295096874237, 0.04083980619907379, -0.12771902978420258, -0.09677585959434509, -0.05429742485284805, -0.015993930399417877, 0.022664669901132584, -0.1031857579946518, 0.0144053278490901, 0.15379387140274048, 0.16705875098705292, -0.06995727866888046, 0.043699298053979874, -0.03645868971943855, 0.052388399839401245, -0.04550821706652641, 0.22664545476436615, -0.04326777160167694, -0.011398032307624817, 0.0847175270318985, 0.0033278476912528276, 0.01085730455815792, 0.02048930525779724, -0.10058685392141342, -0.09412127733230591, 0.053386490792036057, 0.103262759745121, 0.006891549564898014, 0.08075378090143204, -0.017399348318576813, 0.01654066890478134, 0.08384483307600021, -0.1168665811419487, 0.0066568865440785885, 0.08108900487422943, -0.031879644840955734, 0.0927150622010231, 0.07764866203069687, -0.02353653497993946, -0.10705853253602982, -0.025611355900764465, -0.04113222286105156, -0.006015260703861713, -0.06132892891764641, -0.10231397300958633, 0.07589040696620941, -0.026345208287239075, 0.02908756397664547, -0.15082651376724243, -0.09189701080322266, -0.082451231777668, 0.015501112677156925, -0.005669359117746353, -0.015036283992230892, -0.024562031030654907, -0.06087172403931618, 0.009879174642264843, -0.04572001099586487, 0.008300868794322014, -0.08421758562326431, 0.08284096419811249, 0.008822567760944366, 0.039493754506111145, -0.08053360879421234, 0.037004295736551285, -0.1717536449432373, -0.02535196766257286, -0.100583016872406, 0.06884415447711945, -0.10973017662763596, 0.08293243497610092, -0.08594437688589096, -0.09971179813146591, -0.05420743674039841, 0.06113169714808464, 0.026599794626235962, 0.16631253063678741, -0.1706983745098114, 0.0013998086797073483, 0.19851285219192505, -0.06360803544521332, -0.15413665771484375, 0.1415015161037445, -0.019074369221925735, -0.04104813560843468, 0.04804966598749161, 0.14328357577323914, 0.04008856415748596, -0.06425046920776367, 0.01853153295814991, 0.08335772156715393, 0.03489752113819122, -0.09191149473190308, 0.11658275872468948, -0.05970713868737221, -0.04044847562909126, 0.04691408574581146, -0.0925300195813179, 0.026586411520838737, -0.008785880170762539, -0.032921548932790756, -0.06777431070804596, -0.01600075699388981, -0.041142936795949936, 0.060428377240896225, 0.04422824829816818, -0.12803201377391815, -0.09829752892255783, -0.049595799297094345, 0.09580480307340622, -0.05650622397661209, 0.05828326568007469, -0.06094841659069061, 0.10343251377344131, -0.06742750853300095, 0.02580339089035988, -0.1778901070356369, 0.0010743176098912954, 0.035545121878385544, -0.018300436437129974, 0.12022624164819717, 0.02822864055633545, 0.021649830043315887, -0.08881708234548569, 0.00830717384815216, -0.011159049347043037, 0.09683043509721756, -0.01726808026432991, -0.08802463859319687, -0.16986529529094696, 0.04726821184158325, -0.03288653492927551, 0.012533316388726234, -0.15019352734088898, -0.020508121699094772, 0.07130379229784012, 0.0879155620932579, -0.039344534277915955, 0.061726056039333344, 0.00463549280539155, 0.03972790017724037, -0.06196058541536331, -0.013295404613018036, 0.029515139758586884, 0.0043563237413764, -0.1087237000465393, 0.19126471877098083, -0.05823034420609474, 0.12684190273284912, 0.20307861268520355, -0.16132375597953796, -0.018973350524902344, 0.007313826587051153, -0.012551307678222656, 0.022204140201210976, 0.06552302837371826, 0.03335897997021675, 0.12402495741844177, -0.0077102305367589, 0.13183368742465973, -0.14854536950588226, -0.04015570878982544, -0.03917599841952324, -0.05651717260479927, -0.023824259638786316, 0.20356793701648712, 0.06532035022974014, -0.1680210381746292, 0.11961546540260315, 0.15416477620601654, -0.13211779296398163, 0.11755939573049545, -0.076533243060112, -0.07774098217487335, 0.05280296504497528, 0.060512740164995193, -0.026462357491254807, 0.033808376640081406, -0.14568209648132324, 0.011140188202261925, 0.05731234326958656, 0.036042820662260056, 0.07384432852268219, -0.12470148503780365, 0.0058980826288461685, 0.0032748037483543158, -0.06997976452112198, -0.0594010204076767, 0.07862231135368347, 0.036693304777145386, 0.09359714388847351, -0.04004662483930588, -0.07562492042779922, 0.011552456766366959, -0.024451391771435738, -0.1389452964067459, 0.2415793389081955, -0.09212113916873932, -0.19096632301807404, -0.11406894028186798, 0.054374050348997116, -0.08485531806945801, -0.009130840189754963, 0.10561144351959229, -0.10201936215162277, -0.05187513306736946, -0.10132177919149399, -0.03544993698596954, 0.020561274141073227, -0.016318945214152336, -0.10834961384534836, 0.04318459331989288, -0.021171895787119865, -0.1325516700744629, -0.027940277010202408, -0.02945694886147976, -0.0336441770195961, 0.04591286554932594, -0.16626191139221191, 0.10634809732437134, 0.1294686645269394, -0.027067692950367928, 0.02488812804222107, -0.02226283960044384, 0.15143905580043793, -0.07007449120283127, -0.03830716013908386, 0.16821488738059998, 0.014003243297338486, -0.006549311801791191, 0.09227011352777481, -0.029357926920056343, -0.053564611822366714, 0.04556940495967865, -0.0056558880023658276, -0.017466183751821518, -0.3028634190559387, -0.08343472331762314, -0.09853532165288925, -0.015847092494368553, 0.018454985693097115, 0.06223295256495476, -0.027857763692736626, 0.07367198169231415, -0.03330236300826073, -0.0030935967806726694, -0.01474258303642273, 0.070047527551651, 0.1715361326932907, 0.01570156216621399, 0.11940169334411621, -0.11588473618030548, -0.04239385202527046, 0.07968675345182419, 0.04948688670992851, 0.07246890664100647, -0.019045531749725342, 0.15515173971652985, 0.048835448920726776, 0.17032185196876526, 0.06420108675956726, 0.060238707810640335, 0.012783250771462917, 0.002697149058803916, -0.00041484550456516445, -0.06138034164905548, -0.06837619096040726, 0.04594312235713005, 0.054853327572345734, -0.036581382155418396, -0.08868557959794998, -0.07806453108787537, 0.08624301850795746, 0.14425285160541534, 0.036227237433195114, -0.23034220933914185, -0.020548922941088676, 0.022608274593949318, 0.0052986787632107735, -0.030067142099142075, 0.09780572354793549, -0.05236193910241127, -0.07931669801473618, 0.05195441469550133, 0.0329330749809742, 0.14388270676136017, -0.01959928870201111, 0.0007113823085092008, -0.049634262919425964, -0.00864586140960455, 0.012714322656393051, 0.11392758041620255, -0.3320430815219879, 0.24913914501667023, 0.006300777196884155, -0.013710529543459415, -0.05906304344534874, -0.00878511369228363, 0.055420078337192535, 0.1402793824672699, 0.11390694975852966, -0.013486761599779129, -0.13446711003780365, -0.016874853521585464, -0.021683625876903534, 0.0751480758190155, 0.04900853708386421, 0.07163219898939133, 0.06435655802488327, -0.0273138340562582, -0.013853047974407673, -0.01393512450158596, 0.031205253675580025, -0.11886120587587357, -0.056080739945173264, 0.0066573480144143105, 0.073354572057724, -0.06289917230606079, -0.04023803398013115, -0.07210599631071091, -0.14256949722766876, 0.19319811463356018, -0.04416212812066078, -0.051805559545755386, -0.12304667383432388, -0.0037807098124176264, 0.17364564538002014, -0.14545397460460663, -0.020406808704137802, -0.10757090896368027, -0.022961456328630447, 0.011103545315563679, -0.11351598799228668, 0.1344967633485794, -0.07004747539758682, -0.11809561401605606, -0.014609960839152336, 0.12541094422340393, -0.09625555574893951, 0.06776135414838791, 0.03408465161919594, -0.0010546209523454309, -0.08961709588766098, -0.11827791482210159, -0.06555325537919998, -0.07467307150363922, 0.048159435391426086, 0.1443701684474945, -0.1304202824831009, -0.11187566816806793, -0.021236442029476166, -0.03238888084888458, 0.20110085606575012, 0.180436909198761, -0.060761988162994385, 0.0014747511595487595, 0.17606250941753387, -0.0908978059887886, -0.29447081685066223, 0.03328368812799454, -0.06033417582511902, 0.004655173514038324, -0.05196627601981163, -0.05551936477422714, 0.05280401557683945, 0.00883287750184536, -0.034634824842214584, 0.0317574068903923, -0.1592007726430893, -0.12015572190284729, 0.22503240406513214, 0.03745727613568306, 0.17862078547477722, -0.18365275859832764, -0.04915584996342659, -0.10059729218482971, -0.2302398979663849, 0.02736654132604599, -0.08350789546966553, 0.08139794319868088, -0.023141173645853996, -0.0200003944337368, 0.009862684644758701, -0.03921320289373398, 0.1159273162484169, 0.019600240513682365, 0.03257458284497261, -0.04737648740410805, 0.025441236793994904, -0.02645990252494812, 0.02896173484623432, 0.14143188297748566, -0.11382627487182617, 0.09079913049936295, -0.14392395317554474, -0.024067413061857224, -0.057292401790618896, 0.05845022574067116, -0.023941384628415108, -0.001361172180622816, -0.0867970883846283, 0.026485096663236618, 0.04959409311413765, 0.017246220260858536, 0.1958642303943634, -0.13978375494480133, 0.009585698135197163, 0.1597524732351303, 0.1403256356716156, -0.04849918186664581, 0.06259656697511673, 0.045004189014434814, -0.03823160380125046, 0.0483691431581974, -0.14124807715415955, 0.05788855627179146, 0.1606159508228302, -0.02878405526280403, 0.07118470221757889, 0.0432472862303257, -0.06826120615005493, -0.019154366105794907, 0.06695371121168137, -0.06089354306459427, 0.05219124257564545, -0.007550797425210476, -0.18257877230644226, -0.01352396234869957, 0.0411195233464241, 0.15925033390522003, -0.02751891314983368, -0.028086882084608078, -0.024505246430635452, 0.006900055333971977, -0.05854656174778938, 0.12909553945064545, 0.0960758849978447, 0.0070074922405183315, -0.10762977600097656, 0.07652902603149414, 0.017140785232186317, -0.13663499057292938, -0.009707052260637283, 0.15195250511169434, -0.11470416933298111, -0.1358914077281952, 0.085484080016613, 0.08558677136898041, -0.16876408457756042, -0.07105235755443573, -0.1498766839504242, -0.10622427612543106, 0.061215322464704514, 0.20434439182281494, 0.152668297290802, 0.021768050268292427, 0.043149687349796295, -0.08348268270492554, -0.017071377485990524, 0.07002365589141846, 0.05578184872865677, 0.03921398147940636, -0.05635109171271324, -0.015429641120135784, -0.03096345253288746, 0.09625674039125443, -0.03722677007317543, 0.0404178686439991, -0.1592658907175064, 0.03895529732108116, -0.22171366214752197, 0.032468684017658234, -0.019788511097431183, 0.011865805834531784, 0.00939213577657938, -0.10574479401111603, -0.0700022280216217, 0.026994317770004272, -0.12775661051273346, -0.022215869277715683, -0.028850292786955833, 0.09201710671186447, -0.10554420948028564, -0.018213342875242233, 0.07465635985136032, -0.03631098195910454, 0.07839570939540863, 0.053907714784145355, -0.08822683244943619, 0.08486299216747284, -0.21579286456108093, 0.0032128787133842707, 0.02946828491985798, 0.08336224406957626, 0.04682418704032898, -0.01818448305130005, 0.06920885294675827, 0.1409643441438675, 0.08257324993610382, 0.05128346383571625, 0.13851945102214813, -0.1058945283293724, -0.05498000606894493, -0.09452074021100998, -0.07818745821714401, -0.004161181394010782, 0.021713584661483765, 0.07978500425815582, 0.08982880413532257, 0.14230972528457642, -0.055766817182302475, 0.019773714244365692, -0.12190544605255127, 0.0043119871988892555, -0.016446556895971298, -0.07062475383281708, -0.09182409942150116, -0.026141908019781113, 0.0819103792309761, 0.0026905846316367388, 0.2606373131275177, 0.009214740246534348, 0.06647029519081116, 0.03709869086742401, 0.022024113684892654, 0.1641840785741806, 0.040912192314863205, 0.14935508370399475, -0.0009912304813042283, 0.0023720322642475367, -0.01898728683590889, -0.015857532620429993, 0.05242919921875, -0.02660597488284111, 0.10978507995605469, 0.24000342190265656, 0.1287565529346466, 0.18819597363471985, 0.014835870824754238, 0.04280998930335045, 0.09250648319721222, -0.0846002846956253, 0.03912655636668205, 0.05377040430903435, -0.0026862386148422956, 0.132481187582016, 0.1608305722475052, -0.0937274917960167, 0.014409007504582405, -0.07602064311504364, -0.03713061287999153, -0.1720251888036728, -0.09639841318130493, -0.14892274141311646, -0.14635328948497772, 0.016766609624028206, -0.10231383889913559, 0.00088478036923334, 0.022696709260344505, 0.07870934158563614, -0.045127857476472855, 0.06453549861907959, -0.041391316801309586, -0.07544109225273132, 0.08656709641218185, -0.033575769513845444, 0.04294813051819801, 0.0956256315112114, -0.013300836086273193, 0.04917019605636597, -0.05944151058793068, 0.0008395477198064327, 0.04194523021578789, -0.044508278369903564, 0.045029036700725555, -0.08524914085865021, -0.053656499832868576, -0.04364052042365074, 0.05957978218793869, 0.05997920036315918, 0.25656256079673767, 0.04677416384220123, 0.010812228545546532, 0.035997532308101654, 0.13865604996681213, -0.03995099663734436, -0.11336641758680344, -0.11830148100852966, 0.13103047013282776, 0.05228639766573906, 0.03939870372414589, -0.0017090528272092342, -0.06758416444063187, 0.019405514001846313, 0.2905132472515106, 0.23604074120521545, -0.09863097220659256, 0.002845934359356761, 0.056919436901807785, 0.017293695360422134, 0.05560194328427315, 0.08047626167535782, 0.14839930832386017, 0.1856078803539276, -0.0525580532848835, -0.09176760166883469, -0.06026936322450638, -0.009396265260875225, -0.07616925239562988, 0.057235829532146454, 0.020171811804175377, -0.10630355775356293, -0.012095969170331955, 0.0927528440952301, -0.09347198158502579, -0.03063112124800682, 0.02644382230937481, -0.15546676516532898, -0.07741286605596542, -0.0405251681804657, 0.04955948144197464, 0.033068299293518066, -0.009369335137307644, -0.04366724193096161, -0.05844971537590027, 0.026416942477226257, -0.04830285906791687, -0.12930086255073547, -0.08749474585056305, 0.031979747116565704, -0.07315761595964432, 0.14206935465335846, 0.0003819498815573752, 0.17576150596141815, 0.13027474284172058, 0.05935848876833916, -0.05474404990673065, 0.12166871875524521, 0.05464194342494011, -0.07720552384853363, 0.1022687628865242, -0.007236945442855358, -0.012334438040852547, 0.04803803563117981, 0.07009084522724152, -0.03784326836466789, 0.1054094061255455, -0.09888512641191483, -0.07481648027896881, -0.1522839069366455, 0.02477770298719406, -0.15871991217136383, 0.07327116280794144, 0.1393042951822281, -0.025097187608480453, 0.00002589345967862755, -0.05764473229646683, 0.02996216155588627, -0.010052001103758812, -0.030655061826109886, -0.025624964386224747, -0.10459975153207779, 0.018532436341047287, 0.023456407710909843, 0.02920348010957241, -0.2170936018228531, 0.007412787526845932, -0.08035048097372055, -0.033824529498815536, -0.07989148050546646, 0.11456134170293808, 0.02774641290307045, 0.02337481640279293, -0.014836587943136692, -0.16809871792793274, 0.038110580295324326, 0.07819623500108719, -0.17565785348415375, -0.11447514593601227 ]
null
null
transformers
### opus-mt-en-cs * source languages: en * target languages: cs * OPUS readme: [en-cs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-cs/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-cs/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-cs/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-cs/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009.en.cs | 22.8 | 0.507 | | news-test2008.en.cs | 20.7 | 0.485 | | newstest2009.en.cs | 21.8 | 0.500 | | newstest2010.en.cs | 22.1 | 0.505 | | newstest2011.en.cs | 23.2 | 0.507 | | newstest2012.en.cs | 20.8 | 0.482 | | newstest2013.en.cs | 24.7 | 0.514 | | newstest2015-encs.en.cs | 24.9 | 0.527 | | newstest2016-encs.en.cs | 26.7 | 0.540 | | newstest2017-encs.en.cs | 22.7 | 0.503 | | newstest2018-encs.en.cs | 22.9 | 0.504 | | newstest2019-encs.en.cs | 24.9 | 0.518 | | Tatoeba.en.cs | 46.1 | 0.647 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-cs
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "cs", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #cs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-cs * source languages: en * target languages: cs * OPUS readme: en-cs * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 22.8, chr-F: 0.507 testset: URL, BLEU: 20.7, chr-F: 0.485 testset: URL, BLEU: 21.8, chr-F: 0.500 testset: URL, BLEU: 22.1, chr-F: 0.505 testset: URL, BLEU: 23.2, chr-F: 0.507 testset: URL, BLEU: 20.8, chr-F: 0.482 testset: URL, BLEU: 24.7, chr-F: 0.514 testset: URL, BLEU: 24.9, chr-F: 0.527 testset: URL, BLEU: 26.7, chr-F: 0.540 testset: URL, BLEU: 22.7, chr-F: 0.503 testset: URL, BLEU: 22.9, chr-F: 0.504 testset: URL, BLEU: 24.9, chr-F: 0.518 testset: URL, BLEU: 46.1, chr-F: 0.647
[ "### opus-mt-en-cs\n\n\n* source languages: en\n* target languages: cs\n* OPUS readme: en-cs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.8, chr-F: 0.507\ntestset: URL, BLEU: 20.7, chr-F: 0.485\ntestset: URL, BLEU: 21.8, chr-F: 0.500\ntestset: URL, BLEU: 22.1, chr-F: 0.505\ntestset: URL, BLEU: 23.2, chr-F: 0.507\ntestset: URL, BLEU: 20.8, chr-F: 0.482\ntestset: URL, BLEU: 24.7, chr-F: 0.514\ntestset: URL, BLEU: 24.9, chr-F: 0.527\ntestset: URL, BLEU: 26.7, chr-F: 0.540\ntestset: URL, BLEU: 22.7, chr-F: 0.503\ntestset: URL, BLEU: 22.9, chr-F: 0.504\ntestset: URL, BLEU: 24.9, chr-F: 0.518\ntestset: URL, BLEU: 46.1, chr-F: 0.647" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #cs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-cs\n\n\n* source languages: en\n* target languages: cs\n* OPUS readme: en-cs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.8, chr-F: 0.507\ntestset: URL, BLEU: 20.7, chr-F: 0.485\ntestset: URL, BLEU: 21.8, chr-F: 0.500\ntestset: URL, BLEU: 22.1, chr-F: 0.505\ntestset: URL, BLEU: 23.2, chr-F: 0.507\ntestset: URL, BLEU: 20.8, chr-F: 0.482\ntestset: URL, BLEU: 24.7, chr-F: 0.514\ntestset: URL, BLEU: 24.9, chr-F: 0.527\ntestset: URL, BLEU: 26.7, chr-F: 0.540\ntestset: URL, BLEU: 22.7, chr-F: 0.503\ntestset: URL, BLEU: 22.9, chr-F: 0.504\ntestset: URL, BLEU: 24.9, chr-F: 0.518\ntestset: URL, BLEU: 46.1, chr-F: 0.647" ]
[ 61, 307 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #cs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-cs\n\n\n* source languages: en\n* target languages: cs\n* OPUS readme: en-cs\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 22.8, chr-F: 0.507\ntestset: URL, BLEU: 20.7, chr-F: 0.485\ntestset: URL, BLEU: 21.8, chr-F: 0.500\ntestset: URL, BLEU: 22.1, chr-F: 0.505\ntestset: URL, BLEU: 23.2, chr-F: 0.507\ntestset: URL, BLEU: 20.8, chr-F: 0.482\ntestset: URL, BLEU: 24.7, chr-F: 0.514\ntestset: URL, BLEU: 24.9, chr-F: 0.527\ntestset: URL, BLEU: 26.7, chr-F: 0.540\ntestset: URL, BLEU: 22.7, chr-F: 0.503\ntestset: URL, BLEU: 22.9, chr-F: 0.504\ntestset: URL, BLEU: 24.9, chr-F: 0.518\ntestset: URL, BLEU: 46.1, chr-F: 0.647" ]
[ -0.17034746706485748, 0.18668530881404877, -0.008531729690730572, 0.04756832495331764, -0.009036211296916008, 0.06036784127354622, 0.09063258022069931, 0.14429837465286255, 0.06199352815747261, 0.1254948526620865, 0.13464540243148804, 0.08370045572519302, 0.013644374907016754, 0.15376310050487518, -0.03973501920700073, -0.0018785761203616858, -0.03853563219308853, 0.04509679228067398, -0.083187535405159, 0.14038847386837006, 0.04210129752755165, -0.040679510682821274, 0.03445229306817055, -0.08924857527017593, -0.018851200118660927, 0.05375274643301964, 0.03783175349235535, -0.0067606717348098755, 0.03258626535534859, 0.07518419623374939, 0.039960142225027084, 0.08881039917469025, 0.0035282543394714594, -0.27986767888069153, 0.0006663931999355555, -0.007122092414647341, -0.03846196085214615, 0.01170013751834631, 0.01144081074744463, -0.06218504160642624, 0.07290829718112946, -0.053849782794713974, 0.008488652296364307, 0.03936931490898132, -0.034956809133291245, -0.18245947360992432, -0.05672799423336983, 0.0660535916686058, -0.058369461447000504, 0.10171572118997574, -0.030528223142027855, 0.20185896754264832, -0.14702752232551575, 0.1429462432861328, 0.278899610042572, -0.2149852067232132, -0.025949185714125633, 0.07501854747533798, 0.11628881841897964, 0.03393245488405228, -0.080067940056324, -0.040603797882795334, 0.07707902789115906, 0.03969322890043259, -0.06006339192390442, -0.09753153473138809, 0.011399743147194386, 0.013340145349502563, -0.07088512182235718, -0.05494891107082367, 0.16681133210659027, 0.03788572922348976, -0.08349574357271194, 0.004919776227325201, -0.0040032281540334225, -0.14044669270515442, -0.01748436689376831, 0.05983817204833031, 0.06367762386798859, -0.04962187260389328, -0.00497413007542491, 0.07626748830080032, -0.010859704576432705, -0.1114557534456253, 0.05853280797600746, 0.09969528019428253, 0.03367099538445473, -0.016151223331689835, -0.02701183781027794, 0.04083473980426788, 0.14037813246250153, -0.15907789766788483, -0.09569905698299408, -0.023183012381196022, -0.03677048161625862, 0.043441906571388245, -0.07974600046873093, 0.01729149930179119, 0.1797143518924713, 0.2558211386203766, -0.08814696967601776, 0.12235639244318008, -0.10082966834306717, -0.0011425394332036376, -0.06783810257911682, 0.21924681961536407, 0.05059841275215149, -0.06056760996580124, 0.0255750585347414, 0.11884481459856033, 0.010606637224555016, 0.04258400574326515, 0.008568767458200455, -0.03535905107855797, 0.07754620164632797, 0.12197944521903992, -0.019255105406045914, 0.008334356360137463, -0.08412369340658188, 0.03897269442677498, -0.03898480162024498, -0.15234951674938202, 0.04592282325029373, 0.16853685677051544, -0.026608534157276154, -0.05549957975745201, 0.0708799809217453, -0.16558192670345306, -0.060212504118680954, -0.015347988344728947, -0.029779449105262756, -0.05047135800123215, -0.02086866833269596, -0.09718818962574005, 0.062240686267614365, 0.0005918277893215418, 0.016293330118060112, -0.02108396776020527, -0.025659868493676186, -0.11727926880121231, 0.00449301116168499, -0.026384245604276657, 0.03132077679038048, -0.041067805141210556, -0.08266035467386246, 0.033451709896326065, -0.0039251758717000484, 0.001487582572735846, -0.06019637733697891, 0.14813363552093506, 0.09403643012046814, 0.04785127565264702, 0.05892902985215187, -0.015325598418712616, -0.08885712921619415, 0.0591498538851738, -0.08767037838697433, 0.015222199261188507, -0.22635993361473083, 0.06758449971675873, -0.04489271715283394, -0.10464341938495636, 0.02178221382200718, 0.05177054926753044, 0.0849117636680603, 0.12605978548526764, -0.13635703921318054, -0.05287807807326317, 0.2554084062576294, -0.06726338714361191, -0.09238215535879135, -0.0017857039347290993, 0.015324082225561142, -0.15362335741519928, 0.023887954652309418, 0.13784071803092957, 0.0951397567987442, -0.06806980818510056, -0.01641157455742359, 0.04585010185837746, 0.10907747596502304, 0.029590141028165817, 0.10838582366704941, -0.06563574075698853, -0.04595202952623367, 0.053964752703905106, -0.08269864320755005, -0.0077028218656778336, -0.027887634932994843, -0.028732387349009514, -0.09983627498149872, -0.05164880305528641, 0.021974455565214157, 0.07981501519680023, -0.06539502739906311, -0.1344342976808548, -0.13740931451320648, 0.03195163235068321, 0.13665485382080078, -0.0787741169333458, 0.017746036872267723, -0.05088147893548012, 0.13929174840450287, -0.012771165929734707, 0.000036987366911489516, -0.15290489792823792, -0.06847785413265228, 0.08093447238206863, -0.0743594616651535, 0.04360322654247284, 0.02281438186764717, 0.028354711830615997, -0.047504737973213196, -0.01930711418390274, -0.03590221330523491, -0.03809386491775513, -0.04943395033478737, -0.03480891138315201, -0.23323366045951843, 0.0012366947485134006, -0.04098355770111084, 0.03696843981742859, -0.23282785713672638, -0.045712172985076904, 0.08736588805913925, 0.1022426038980484, -0.015329712070524693, -0.0017024262342602015, 0.03544557839632034, 0.014319764450192451, -0.05710495263338089, -0.030771024525165558, -0.0075609092600643635, -0.03889891505241394, -0.0927499309182167, -0.030769258737564087, -0.005654612556099892, 0.08217692375183105, 0.1410694271326065, 0.04048532620072365, -0.08485579490661621, 0.0539512112736702, -0.0650295615196228, 0.021550998091697693, 0.08237778395414352, -0.004486114252358675, -0.0044114491902291775, 0.011303149163722992, 0.12570764124393463, -0.1408059298992157, -0.08498342335224152, -0.013829760253429413, 0.015834175050258636, -0.023417716845870018, 0.2543748915195465, 0.021321386098861694, -0.020648324862122536, 0.07122525572776794, 0.035699233412742615, -0.056067824363708496, 0.17738793790340424, -0.13380029797554016, -0.10289184004068375, -0.007722864393144846, 0.11852852255105972, -0.006110927555710077, 0.20463508367538452, -0.10714264214038849, 0.043778568506240845, 0.005934511311352253, -0.037385351955890656, 0.006673122756183147, -0.08505919575691223, 0.007481380831450224, -0.020918449386954308, -0.12346599251031876, -0.038086287677288055, 0.012762782163918018, 0.024984829127788544, 0.09328734129667282, -0.03797023743391037, -0.07633086293935776, -0.04579206556081772, -0.06055291369557381, -0.14964717626571655, 0.23294588923454285, -0.10475712269544601, -0.15669773519039154, -0.05513909086585045, 0.12713727355003357, -0.08826008439064026, -0.060330528765916824, 0.04939103499054909, -0.1394854336977005, -0.048004407435655594, -0.10769224911928177, -0.08173925429582596, 0.052976131439208984, 0.004169754218310118, 0.0028916674200445414, 0.07421977818012238, 0.10450989753007889, -0.1902240812778473, 0.0028083929792046547, -0.04552805423736572, 0.047749150544404984, -0.01158161461353302, -0.0597558468580246, 0.08826110512018204, 0.1178073063492775, 0.013650583103299141, 0.060132626444101334, 0.02332865633070469, 0.2306337058544159, -0.06441944092512131, -0.04761897027492523, -0.01677277870476246, -0.012731789611279964, -0.0194307342171669, 0.0763467326760292, -0.0010789380175992846, -0.1099167913198471, 0.02362736314535141, 0.05508524924516678, 0.06088019907474518, -0.3462812006473541, -0.03252867981791496, -0.017972437664866447, -0.0008463964331895113, -0.01667477749288082, 0.10678260773420334, -0.14695212244987488, -0.018446817994117737, 0.003788245841860771, -0.009080548770725727, -0.00927396398037672, 0.03144366294145584, 0.13108417391777039, 0.023704683408141136, 0.05234269052743912, -0.09581334888935089, 0.029606681317090988, 0.041183892637491226, -0.008893187157809734, 0.12070219963788986, -0.04564117640256882, 0.13204078376293182, 0.07914785295724869, 0.08650162070989609, -0.030403517186641693, -0.041203875094652176, -0.025631586089730263, 0.02229645662009716, 0.06019602715969086, -0.08725008368492126, 0.00034913388662971556, -0.004457506816834211, -0.0006617984035983682, 0.09555865079164505, -0.071146659553051, -0.1127982810139656, 0.083962582051754, 0.1177964136004448, 0.10539572685956955, -0.16945897042751312, -0.031678516417741776, 0.014306082390248775, -0.02315029874444008, -0.052422892302274704, 0.042712077498435974, 0.0059338947758078575, -0.05512363091111183, 0.08800854533910751, 0.0420365184545517, 0.09879551827907562, 0.0382160060107708, 0.012679843232035637, 0.03821906819939613, 0.011960390955209732, 0.00031509401742368937, 0.06777432560920715, -0.3300670385360718, 0.20218604803085327, 0.04115676507353783, -0.003574726404622197, 0.004220031667500734, 0.010120479390025139, -0.003934877924621105, 0.019701268523931503, 0.09494985640048981, 0.0011786989634856582, -0.08237876743078232, -0.14560449123382568, 0.020642951130867004, 0.0902586579322815, 0.11092571914196014, 0.07384245842695236, 0.10352018475532532, -0.02918146923184395, -0.08678272366523743, -0.015514894388616085, -0.11775479465723038, -0.1664927899837494, 0.02269267849624157, 0.05211256816983223, -0.04226989299058914, -0.10015828162431717, -0.05770629271864891, -0.048253100365400314, -0.004534317646175623, 0.20111943781375885, -0.19062615931034088, -0.026623601093888283, -0.09688347578048706, 0.04709561541676521, 0.1942136436700821, -0.10021006315946579, 0.018593359738588333, -0.041286904364824295, 0.02980584278702736, 0.024848658591508865, -0.09044867008924484, 0.06994801759719849, -0.024636104702949524, -0.2175198197364807, -0.06843981891870499, 0.21644465625286102, -0.07401510328054428, 0.06741777807474136, 0.019109223037958145, -0.036280497908592224, 0.03509562090039253, -0.09578054398298264, -0.0023506302386522293, -0.051037758588790894, 0.0002889177994802594, 0.08990506082773209, -0.1606873720884323, -0.057076722383499146, -0.025286084040999413, -0.03140930086374283, 0.04490943253040314, 0.27848267555236816, -0.08272005617618561, 0.05602584406733513, 0.049399059265851974, -0.13054059445858002, -0.1566469669342041, 0.08850482106208801, 0.0044438596814870834, 0.015418386086821556, 0.008494842797517776, -0.11820114403963089, 0.019544122740626335, -0.042571358382701874, -0.0034192733000963926, 0.1790233701467514, -0.19909577071666718, -0.1111723780632019, 0.11948835849761963, 0.09764685481786728, 0.02681232988834381, -0.22264491021633148, -0.12660080194473267, -0.09302470833063126, -0.17967937886714935, -0.018890012055635452, -0.027766028419137, 0.09258054196834564, -0.08528245240449905, -0.15060974657535553, 0.05786554142832756, -0.024336984381079674, 0.1180519089102745, 0.0024934723041951656, 0.05467700958251953, -0.02120496891438961, 0.04508480802178383, 0.07650209963321686, 0.030517153441905975, 0.12685510516166687, -0.1700940579175949, 0.10993260145187378, -0.1914326697587967, -0.020589331164956093, -0.0901620090007782, 0.017688386142253876, -0.10942346602678299, 0.04482349380850792, -0.07137864083051682, 0.03684598580002785, 0.0579318143427372, 0.0225888229906559, -0.02728736773133278, -0.09361669421195984, 0.04198571667075157, 0.12235701084136963, 0.11511918902397156, 0.06641729921102524, -0.08020409941673279, 0.1105523481965065, -0.012631080113351345, -0.0003432099474593997, -0.14256998896598816, 0.04730024188756943, 0.16846242547035217, 0.055650483816862106, 0.06699185073375702, -0.000509920995682478, -0.11100584268569946, -0.062122948467731476, 0.08223195374011993, -0.07799551635980606, 0.06175662577152252, -0.000790381571277976, -0.2690660059452057, -0.08024862408638, -0.008876030333340168, 0.17782621085643768, 0.015686174854636192, -0.0005477649974636734, -0.00018935049592982978, 0.0021608490496873856, -0.026549044996500015, 0.17006880044937134, 0.1121363714337349, 0.061708055436611176, -0.06305067241191864, 0.016446303576231003, -0.03334948793053627, -0.01871555857360363, 0.06860844045877457, 0.12867175042629242, -0.06146666780114174, -0.07230941951274872, 0.1357582062482834, 0.14140759408473969, 0.011165053583681583, -0.008918274194002151, -0.2148067057132721, -0.10327530652284622, 0.07948994636535645, 0.28090524673461914, 0.07928819209337234, 0.052193284034729004, 0.13381259143352509, -0.03620960935950279, -0.008061058819293976, 0.13678638637065887, 0.050991490483284, 0.04622652754187584, -0.043354582041502, 0.00029597932007163763, -0.005010401830077171, 0.05450988560914993, 0.0032524517737329006, 0.047493841499090195, -0.2335551232099533, 0.039648864418268204, -0.2522510886192322, 0.059664394706487656, 0.05628204345703125, -0.0022122825030237436, -0.004920185077935457, -0.07571883499622345, -0.04415712505578995, 0.01646205596625805, -0.08729039132595062, -0.03159044682979584, 0.03209540247917175, 0.07277129590511322, -0.20207279920578003, 0.0019487945828586817, 0.04212542623281479, -0.1148398220539093, 0.08575715124607086, -0.013315631076693535, -0.03257077559828758, 0.07419729977846146, -0.1407308131456375, 0.007532571442425251, -0.023688657209277153, 0.025094788521528244, -0.011074396781623363, -0.0643560066819191, 0.07947620004415512, 0.0516047328710556, 0.06537699699401855, 0.08992967009544373, 0.12886662781238556, -0.09889084100723267, -0.05878772586584091, -0.11082005500793457, -0.08790465444326401, 0.009011070244014263, 0.05289435014128685, 0.08851536363363266, -0.006227035075426102, 0.06809677183628082, -0.06776700913906097, 0.004192082677036524, -0.22127346694469452, -0.05525011196732521, -0.010057847015559673, -0.028411226347088814, -0.13274675607681274, 0.06189313530921936, 0.0983775183558464, -0.043728120625019073, 0.1676519513130188, -0.06254206597805023, 0.08780334889888763, 0.024450071156024933, -0.06112115457653999, 0.081212617456913, 0.06547845155000687, 0.12941451370716095, -0.04132215306162834, 0.020048649981617928, -0.011021975427865982, -0.07159366458654404, -0.0010275759268552065, -0.05104565992951393, 0.11798285692930222, 0.23856256902217865, 0.14428354799747467, 0.10771363973617554, 0.09518280625343323, -0.05891578271985054, 0.02423926256597042, 0.05107687786221504, -0.022281307727098465, 0.15048450231552124, 0.01002709660679102, 0.22110410034656525, 0.06532934308052063, -0.15537454187870026, 0.08025439828634262, -0.09292183071374893, -0.0716690868139267, -0.12340389937162399, -0.017847537994384766, -0.10248362272977829, -0.12471779435873032, 0.07239443063735962, -0.09456724673509598, 0.03762638568878174, 0.005288396961987019, 0.03325742483139038, -0.028540419414639473, 0.06460686028003693, 0.14130423963069916, -0.010797723196446896, 0.12502914667129517, 0.03592086583375931, -0.047239068895578384, 0.06709986925125122, 0.028680626302957535, 0.08636967837810516, -0.0873664915561676, -0.03252973407506943, 0.06626029312610626, -0.05364833399653435, 0.013242611661553383, -0.025059258565306664, -0.04371137544512749, 0.02349877543747425, 0.020999502390623093, 0.0626295730471611, 0.13585396111011505, 0.057007480412721634, 0.00246260454878211, -0.003456118982285261, 0.11718112975358963, 0.004350092727690935, -0.045831624418497086, -0.04645512253046036, 0.08903168141841888, 0.0322180837392807, 0.0506051704287529, 0.01329378504306078, -0.0727512389421463, 0.010071253404021263, 0.20038244128227234, 0.09768594801425934, -0.03404924273490906, 0.009226508438587189, 0.08251607418060303, 0.007773823104798794, 0.02126464806497097, 0.10007811337709427, 0.07685980945825577, 0.19135574996471405, 0.025425346568226814, -0.14599739015102386, -0.025400133803486824, -0.0539739765226841, -0.004347058944404125, 0.061977047473192215, 0.03291642665863037, -0.06316471844911575, -0.04100916534662247, 0.01002588588744402, -0.023024512454867363, -0.1287054717540741, 0.11146881431341171, -0.19246064126491547, -0.11207706481218338, -0.09815662354230881, 0.007344120182096958, -0.0005122355651110411, -0.05110212415456772, -0.027271343395113945, -0.07271208614110947, 0.14775820076465607, -0.09311152249574661, -0.06932958960533142, -0.16994072496891022, 0.010239758528769016, -0.1899363249540329, 0.18482331931591034, 0.006217651534825563, 0.20190086960792542, 0.14133931696414948, 0.01544100884348154, -0.06694044917821884, 0.06834127008914948, 0.12948156893253326, -0.11727697402238846, 0.060509078204631805, 0.06463506072759628, 0.008052516728639603, 0.16369177401065826, 0.06040320172905922, 0.08758289366960526, 0.05416758358478546, -0.00010556559573160484, -0.07319148629903793, -0.16413262486457825, 0.005048489198088646, -0.13420933485031128, 0.03953387588262558, 0.20946215093135834, -0.046265870332717896, 0.0124239856377244, -0.04185144975781441, 0.07584904879331589, -0.03566430136561394, 0.09339500963687897, 0.02393757924437523, -0.16603440046310425, 0.09906888008117676, 0.07687727361917496, 0.02171664871275425, -0.2750268280506134, -0.07674859464168549, 0.022611545398831367, -0.030377525836229324, -0.03554693982005119, 0.15904361009597778, 0.03034175932407379, 0.06245259940624237, -0.041822776198387146, -0.15368647873401642, 0.03263051435351372, 0.1250060349702835, -0.1835952252149582, -0.08891315013170242 ]
null
null
transformers
### eng-cus * source group: English * target group: Cushitic languages * OPUS readme: [eng-cus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cus/README.md) * model: transformer * source language(s): eng * target language(s): som * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cus/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cus/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cus/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.multi | 16.0 | 0.173 | | Tatoeba-test.eng-som.eng.som | 16.0 | 0.173 | ### System Info: - hf_name: eng-cus - source_languages: eng - target_languages: cus - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cus/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'so', 'cus'] - src_constituents: {'eng'} - tgt_constituents: {'som'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cus/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cus/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: cus - short_pair: en-cus - chrF2_score: 0.17300000000000001 - bleu: 16.0 - brevity_penalty: 1.0 - ref_len: 3.0 - src_name: English - tgt_name: Cushitic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: cus - prefer_old: False - long_pair: eng-cus - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "so", "cus"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-cus
[ "transformers", "pytorch", "tf", "safetensors", "marian", "text2text-generation", "translation", "en", "so", "cus", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "so", "cus" ]
TAGS #transformers #pytorch #tf #safetensors #marian #text2text-generation #translation #en #so #cus #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-cus * source group: English * target group: Cushitic languages * OPUS readme: eng-cus * model: transformer * source language(s): eng * target language(s): som * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 16.0, chr-F: 0.173 testset: URL, BLEU: 16.0, chr-F: 0.173 ### System Info: * hf\_name: eng-cus * source\_languages: eng * target\_languages: cus * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'so', 'cus'] * src\_constituents: {'eng'} * tgt\_constituents: {'som'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm12k,spm12k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: cus * short\_pair: en-cus * chrF2\_score: 0.17300000000000001 * bleu: 16.0 * brevity\_penalty: 1.0 * ref\_len: 3.0 * src\_name: English * tgt\_name: Cushitic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: cus * prefer\_old: False * long\_pair: eng-cus * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-cus\n\n\n* source group: English\n* target group: Cushitic languages\n* OPUS readme: eng-cus\n* model: transformer\n* source language(s): eng\n* target language(s): som\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 16.0, chr-F: 0.173\ntestset: URL, BLEU: 16.0, chr-F: 0.173", "### System Info:\n\n\n* hf\\_name: eng-cus\n* source\\_languages: eng\n* target\\_languages: cus\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'so', 'cus']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'som'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cus\n* short\\_pair: en-cus\n* chrF2\\_score: 0.17300000000000001\n* bleu: 16.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 3.0\n* src\\_name: English\n* tgt\\_name: Cushitic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: cus\n* prefer\\_old: False\n* long\\_pair: eng-cus\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #safetensors #marian #text2text-generation #translation #en #so #cus #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-cus\n\n\n* source group: English\n* target group: Cushitic languages\n* OPUS readme: eng-cus\n* model: transformer\n* source language(s): eng\n* target language(s): som\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 16.0, chr-F: 0.173\ntestset: URL, BLEU: 16.0, chr-F: 0.173", "### System Info:\n\n\n* hf\\_name: eng-cus\n* source\\_languages: eng\n* target\\_languages: cus\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'so', 'cus']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'som'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: cus\n* short\\_pair: en-cus\n* chrF2\\_score: 0.17300000000000001\n* bleu: 16.0\n* brevity\\_penalty: 1.0\n* ref\\_len: 3.0\n* src\\_name: English\n* tgt\\_name: Cushitic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: cus\n* prefer\\_old: False\n* long\\_pair: eng-cus\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 68, 136, 396 ]
[ "passage: TAGS\n#transformers #pytorch #tf #safetensors #marian #text2text-generation #translation #en #so #cus #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-cus\n\n\n* source group: English\n* target group: Cushitic languages\n* OPUS readme: eng-cus\n* model: transformer\n* source language(s): eng\n* target language(s): som\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 16.0, chr-F: 0.173\ntestset: URL, BLEU: 16.0, chr-F: 0.173" ]
[ -0.14806054532527924, 0.08034498244524002, -0.003319807816296816, 0.06410377472639084, 0.0950184240937233, 0.0024831914342939854, 0.0992908850312233, 0.12076974660158157, 0.023946957662701607, 0.03938273712992668, 0.09079137444496155, 0.07473617792129517, 0.0427359975874424, 0.15958601236343384, -0.028969429433345795, -0.13115136325359344, 0.056611623615026474, 0.013361258432269096, -0.030098630115389824, 0.13919153809547424, 0.07080544531345367, -0.04190882295370102, 0.09017451107501984, -0.043859049677848816, 0.00785986240953207, 0.03302076831459999, 0.014167985878884792, -0.08256444334983826, 0.05265786871314049, 0.05119223892688751, 0.05127197876572609, 0.08974914997816086, -0.0053894710727036, -0.1974775791168213, 0.02654271014034748, 0.02234429307281971, -0.03274897113442421, 0.03136167302727699, 0.050757721066474915, -0.06535802781581879, 0.07402405142784119, -0.07158158719539642, -0.026108674705028534, 0.039733465760946274, -0.039550185203552246, -0.09974201768636703, -0.08083043992519379, 0.046083714812994, -0.011209765449166298, 0.12802813947200775, -0.041476137936115265, 0.21256114542484283, -0.13226911425590515, 0.1369045376777649, 0.26521584391593933, -0.2641102075576782, -0.02934018149971962, 0.07839817553758621, 0.05619722977280617, 0.12544070184230804, -0.014205141924321651, -0.0407102033495903, 0.0688176155090332, 0.028757315129041672, -0.04840465262532234, -0.0861310288310051, -0.07616811245679855, 0.018172623589634895, -0.1483365148305893, -0.04034671559929848, 0.2584565281867981, 0.023570209741592407, -0.0873335525393486, 0.009519858285784721, -0.07426488399505615, -0.0784258171916008, -0.013956030830740929, 0.05216555297374725, 0.029312988743185997, -0.005230467300862074, 0.008761575445532799, -0.016224049031734467, -0.07915489375591278, -0.10056181252002716, -0.10198308527469635, 0.190247043967247, 0.05248403921723366, 0.0016732164658606052, -0.02099243737757206, 0.0701209232211113, 0.009179765358567238, -0.12720611691474915, -0.0577361062169075, -0.06914868205785751, 0.02491849474608898, 0.07121162861585617, -0.0579826645553112, -0.09901361167430878, 0.14880748093128204, 0.08892735093832016, -0.1092512458562851, 0.05278512462973595, -0.08209460228681564, 0.05703965201973915, -0.04809118062257767, 0.20309719443321228, -0.044846609234809875, -0.0304800383746624, 0.08648134768009186, 0.0623413510620594, 0.05254686251282692, 0.012531564570963383, -0.05554690584540367, -0.03034515120089054, 0.042337141931056976, 0.08986732363700867, 0.021422110497951508, 0.09428154677152634, -0.052085261791944504, -0.00990504864603281, 0.08991195261478424, -0.14840015769004822, -0.012623589485883713, 0.08232364058494568, -0.02942018024623394, 0.0631473958492279, 0.09350256621837616, -0.05108056589961052, -0.12202911823987961, 0.02688373252749443, -0.041562262922525406, -0.016317741945385933, -0.05586792528629303, -0.121758371591568, 0.06183679774403572, -0.02378528192639351, -0.002393206348642707, -0.15306366980075836, -0.13309606909751892, -0.04981835186481476, -0.02337067387998104, 0.04015612602233887, -0.009799684397876263, -0.03384760767221451, -0.07748102396726608, 0.0016457031015306711, -0.04572025313973427, -0.07942862808704376, -0.10242000222206116, 0.10790205001831055, 0.0048392885364592075, 0.02050090581178665, -0.04424215853214264, 0.03666194900870323, -0.17195330560207367, -0.010181850753724575, -0.1748141497373581, 0.0469876304268837, -0.1798875629901886, 0.07656428217887878, -0.040658704936504364, -0.10115577280521393, -0.049955859780311584, 0.0582902692258358, 0.05279064550995827, 0.19657990336418152, -0.14398564398288727, -0.05434093996882439, 0.2556368112564087, -0.1472974419593811, -0.14681796729564667, 0.13533852994441986, 0.025332758203148842, -0.09141556918621063, 0.07394658774137497, 0.19343127310276031, 0.041695620864629745, -0.0738479346036911, -0.014397576451301575, 0.06250365078449249, 0.05030740797519684, -0.04610980302095413, 0.12070560455322266, -0.06972300261259079, -0.07839382439851761, 0.048658959567546844, -0.14930251240730286, 0.06788655370473862, -0.009891058318316936, -0.02625650353729725, -0.06362127512693405, -0.040490224957466125, 0.042278025299310684, 0.04499135538935661, -0.000409080705139786, -0.12078683078289032, -0.08646988123655319, 0.03166492283344269, 0.11405757069587708, -0.08205270767211914, 0.03437580168247223, -0.06369637697935104, 0.16061116755008698, -0.05534690245985985, 0.0396655835211277, -0.12822295725345612, -0.06328432261943817, 0.045076027512550354, 0.013969916850328445, 0.06352037191390991, 0.010389317758381367, 0.04708698019385338, -0.003153660334646702, -0.016618631780147552, -0.06685291230678558, 0.02164721116423607, -0.019711967557668686, -0.03450135886669159, -0.16707150638103485, 0.03792978823184967, -0.02117650955915451, 0.06050676107406616, -0.12640462815761566, 0.020813731476664543, 0.07058127224445343, 0.04869704693555832, -0.009496784768998623, 0.028984148055315018, 0.03576930612325668, 0.05189730226993561, -0.05592016875743866, -0.024639852344989777, 0.015408889390528202, 0.018230825662612915, -0.11650034785270691, 0.1414562314748764, -0.07917556166648865, 0.14811353385448456, 0.21909703314304352, -0.0531805083155632, 0.012839927338063717, 0.010916758328676224, -0.029654789716005325, 0.005543817766010761, 0.03490721806883812, -0.0281293373554945, 0.039154984056949615, 0.015829626470804214, 0.12716799974441528, -0.17196066677570343, 0.0004533915489446372, -0.01532471738755703, -0.04575270041823387, -0.001477290177717805, 0.1866338849067688, 0.04274659603834152, -0.05644669756293297, 0.13359364867210388, 0.1430463194847107, -0.08611258119344711, 0.15506669878959656, -0.09744394570589066, -0.07995107769966125, 0.07658632099628448, 0.08857470005750656, -0.016083328053355217, 0.07834018766880035, -0.12607084214687347, 0.025942819193005562, 0.04863838851451874, 0.027760419994592667, 0.03972230479121208, -0.1309594362974167, -0.02001092955470085, -0.01638663187623024, -0.11013313382863998, -0.03901622071862221, 0.01645287312567234, 0.033605966717004776, 0.08818896859884262, -0.07159655541181564, -0.024703137576580048, 0.00893846433609724, -0.029170338064432144, -0.1445133090019226, 0.22802020609378815, -0.13965319097042084, -0.20440608263015747, -0.13381768763065338, 0.09016703069210052, -0.14189709722995758, -0.004669047426432371, 0.11020819842815399, -0.1113847866654396, -0.05435522645711899, -0.12811753153800964, 0.043811388313770294, 0.07372729480266571, -0.010353898629546165, -0.09274999797344208, 0.015096975490450859, 0.02674628421664238, -0.15552841126918793, -0.03174171596765518, -0.025252588093280792, -0.05453640595078468, 0.059410445392131805, -0.10953418165445328, 0.1193767786026001, 0.1272636502981186, 0.00497449841350317, 0.006166432984173298, -0.030934860929846764, 0.16874541342258453, -0.05093737319111824, -0.013182314112782478, 0.13838234543800354, -0.006692131981253624, 0.028938662260770798, 0.059175245463848114, -0.018437299877405167, -0.038031771779060364, 0.05521319806575775, -0.0005539935664273798, -0.0243694968521595, -0.3283664882183075, -0.11283133924007416, -0.057228174060583115, 0.09890881180763245, -0.005733959376811981, 0.07047531753778458, -0.06382174789905548, 0.07974375784397125, -0.0616927407681942, -0.027592498809099197, 0.043014757335186005, 0.05294754356145859, 0.11884304136037827, 0.003099246183410287, 0.10980299115180969, -0.09393364936113358, -0.022664053365588188, 0.11184589564800262, -0.008904934860765934, 0.11395803093910217, -0.07568512856960297, 0.12390609830617905, 0.06423517316579819, 0.1785709261894226, 0.05203796178102493, 0.1099514439702034, 0.0002147430641343817, 0.01695525459945202, -0.007388931233435869, -0.10124536603689194, -0.0697311982512474, 0.02657867595553398, -0.040089868009090424, 0.029769115149974823, -0.09566064924001694, -0.008276806212961674, 0.09878428280353546, 0.1546511948108673, -0.0108881751075387, -0.216306671500206, -0.035426054149866104, 0.03683548793196678, 0.010243115946650505, -0.016290470957756042, 0.10087334364652634, 0.06854811310768127, -0.08376962691545486, 0.10385534167289734, 0.02366928569972515, 0.1079632118344307, 0.007893375121057034, 0.007988324388861656, -0.044135887175798416, 0.0012414988595992327, -0.010830813087522984, 0.10182666033506393, -0.2915802597999573, 0.2173008769750595, -0.0002152146480511874, -0.00027168600354343653, -0.0450102761387825, -0.0074081639759242535, 0.06380697339773178, 0.14390000700950623, 0.10717807710170746, 0.0020548729225993156, -0.02483847551047802, -0.05320242792367935, -0.0562451146543026, 0.06673319637775421, 0.028981762006878853, 0.04988310858607292, 0.06611443310976028, -0.014260983094573021, -0.013921022415161133, -0.026888059452176094, 0.042043182998895645, -0.10337734967470169, -0.01911243237555027, 0.0020181082654744387, 0.02838706783950329, 0.018755462020635605, -0.07584333419799805, -0.0824509859085083, -0.15968790650367737, 0.19456428289413452, -0.10045258700847626, -0.10840212553739548, -0.09173031896352768, -0.02673703245818615, 0.14225681126117706, -0.12874417006969452, -0.00015918209101073444, -0.0520973727107048, -0.001635723514482379, 0.0028757958207279444, -0.1258011758327484, 0.09679966419935226, -0.07800761610269547, -0.18674112856388092, -0.012825812213122845, 0.1512313336133957, -0.0768442302942276, 0.05584212392568588, -0.014313500374555588, -0.023746658116579056, -0.005110238213092089, -0.131662517786026, -0.06420230865478516, 0.05677122250199318, 0.0058694747276604176, 0.15587486326694489, -0.13578328490257263, -0.12063530087471008, -0.05502138286828995, -0.0242058914154768, 0.1309041678905487, 0.21858742833137512, -0.0317285917699337, 0.010474259965121746, 0.167893648147583, -0.08824637532234192, -0.2619726061820984, 0.007023324258625507, -0.04472871124744415, 0.006099242251366377, 0.0347340852022171, -0.07925765216350555, 0.09961632639169693, 0.051847152411937714, -0.02370251528918743, 0.048818107694387436, -0.18233925104141235, -0.1185133159160614, 0.1449621468782425, 0.09588595479726791, 0.1763363927602768, -0.22481514513492584, -0.07431869208812714, -0.059906005859375, -0.18181408941745758, 0.04097047820687294, -0.14355018734931946, 0.07690633833408356, -0.004881934262812138, -0.03817228972911835, 0.04061517491936684, -0.051571425050497055, 0.10564951598644257, -0.012389866635203362, 0.022274943068623543, -0.0900578424334526, 0.04578819125890732, 0.04494612663984299, 0.015844546258449554, 0.17268720269203186, -0.1418163925409317, 0.08902065455913544, -0.10598596185445786, -0.026294657960534096, -0.07905703037977219, 0.051933929324150085, -0.023564698174595833, -0.01817881129682064, -0.06543119251728058, 0.010950108990073204, 0.040474168956279755, 0.038357436656951904, 0.15576642751693726, -0.07840612530708313, 0.056723177433013916, 0.11201602965593338, 0.1342678666114807, -0.06704574823379517, 0.003710632212460041, 0.0017742053605616093, -0.026502398774027824, 0.05294855311512947, -0.13792258501052856, 0.05441835895180702, 0.13964059948921204, -0.006464221049100161, 0.0728055089712143, 0.0405670627951622, -0.0993807390332222, -0.007439585402607918, 0.08737310022115707, -0.13710935413837433, -0.04046850651502609, -0.043253447860479355, -0.127290740609169, -0.03948240727186203, 0.07174244523048401, 0.17421475052833557, -0.03425859659910202, -0.013426121324300766, -0.033065035939216614, 0.04452593997120857, -0.05200209468603134, 0.12327321618795395, 0.09662103652954102, 0.011342829093337059, -0.11268782615661621, 0.08251508325338364, 0.01961689442396164, -0.1133837029337883, 0.009917797520756721, 0.14945314824581146, -0.12492480874061584, -0.10368654131889343, 0.06385023146867752, 0.07862019538879395, -0.07896920293569565, -0.08911934494972229, -0.15183129906654358, -0.12132791429758072, 0.02438647300004959, 0.15462282299995422, 0.10614904016256332, 0.04519115388393402, 0.07389754801988602, -0.04955705255270004, 0.013557703234255314, 0.09830735623836517, 0.05894551798701286, 0.04239404574036598, -0.12396074831485748, 0.023417403921484947, 0.007419923320412636, 0.09688372164964676, -0.033171795308589935, 0.03468852862715721, -0.14953432977199554, 0.03632592409849167, -0.19244882464408875, 0.05614301934838295, -0.031989291310310364, 0.008022459223866463, -0.01785961352288723, -0.08836314082145691, -0.04391835629940033, 0.03150223195552826, -0.10262902081012726, -0.01114213652908802, -0.012373431585729122, 0.0666230246424675, -0.13629013299942017, -0.013947953470051289, 0.061127129942178726, -0.06679487228393555, 0.08442817628383636, 0.05185036361217499, -0.08064781129360199, 0.09139030426740646, -0.16808965802192688, 0.010339079424738884, 0.04669182747602463, 0.06217843294143677, 0.007670647464692593, 0.03794660419225693, 0.04558616131544113, 0.1091008260846138, 0.03801523894071579, 0.049785416573286057, 0.12054897844791412, -0.12904240190982819, -0.02450241521000862, -0.033746156841516495, -0.08109445869922638, -0.015319938771426678, 0.013392439112067223, 0.08392168581485748, 0.0552428774535656, 0.13745659589767456, -0.0719660297036171, 0.007318397518247366, -0.15767405927181244, -0.007381170056760311, -0.004397484473884106, -0.09045105427503586, -0.13216015696525574, -0.009180760942399502, 0.07610449194908142, 0.009501518681645393, 0.18577530980110168, -0.0013983170501887798, 0.05360725149512291, 0.02203601412475109, -0.015257354825735092, 0.15735077857971191, 0.033223096281290054, 0.16485515236854553, -0.033257387578487396, -0.006865801755338907, -0.05963930860161781, -0.03538750484585762, 0.04343295469880104, -0.040789905935525894, 0.12227949500083923, 0.18777531385421753, 0.08960457891225815, 0.14576691389083862, 0.024499932304024696, 0.028862182050943375, 0.014782517217099667, -0.10601591318845749, 0.002005742397159338, 0.08193394541740417, 0.012878070585429668, 0.19306135177612305, 0.12708844244480133, -0.09034319221973419, 0.03342476114630699, -0.02665526047348976, -0.04215549677610397, -0.14585252106189728, -0.0873619019985199, -0.11976683139801025, -0.18975545465946198, 0.004663263913244009, -0.130472332239151, -0.038088612258434296, 0.054501667618751526, 0.05669098719954491, -0.06579777598381042, 0.14005866646766663, 0.027352619916200638, -0.10328778624534607, 0.07200854271650314, -0.016804639250040054, 0.0054640937596559525, 0.06937689334154129, -0.049854833632707596, 0.06648828834295273, -0.024978987872600555, -0.0014429016737267375, 0.06249772757291794, -0.052559394389390945, 0.06980617344379425, -0.05400550737977028, -0.04873841255903244, -0.027083320543169975, 0.028206396847963333, 0.05190180242061615, 0.2291821390390396, 0.05554652214050293, -0.00195877137593925, 0.030922411009669304, 0.14193370938301086, -0.025617651641368866, -0.13357684016227722, -0.10373307019472122, 0.1280314028263092, 0.041699059307575226, 0.04235098510980606, -0.00292862206697464, -0.1085088923573494, -0.008185296319425106, 0.27266451716423035, 0.20406286418437958, -0.058382607996463776, 0.01909305341541767, 0.010316316038370132, 0.009749180637300014, 0.0034753892105072737, 0.09449934214353561, 0.12710897624492645, 0.23028802871704102, -0.026320863515138626, -0.0375475212931633, -0.060091279447078705, -0.0025583705864846706, -0.08041023463010788, 0.02517235279083252, -0.013717382214963436, -0.08287421613931656, -0.02644776552915573, 0.08161710202693939, -0.09277685731649399, -0.05368074029684067, -0.03817157447338104, -0.1502676010131836, -0.06505227088928223, -0.06583358347415924, 0.07514199614524841, 0.07544838637113571, -0.006512343417853117, -0.03331279382109642, -0.031153563410043716, 0.03773731365799904, -0.029437946155667305, -0.09930349886417389, -0.08592687547206879, 0.02227538451552391, -0.11572761088609695, 0.17180773615837097, 0.008192431181669235, 0.12883809208869934, 0.09439564496278763, 0.042531196027994156, -0.06791502982378006, 0.10664864629507065, 0.06923623383045197, -0.1020556390285492, 0.05838320404291153, -0.01895335130393505, -0.010889922268688679, 0.0743388757109642, 0.05757845938205719, 0.021775875240564346, 0.05425979569554329, 0.04852034151554108, -0.06305257976055145, -0.13900882005691528, 0.03245972841978073, -0.1738852858543396, 0.07663848996162415, 0.14716681838035583, -0.04024416208267212, -0.005450847093015909, -0.07668687403202057, 0.04796081781387329, -0.0434296652674675, -0.03148999810218811, 0.04563533514738083, -0.16762812435626984, 0.012407205067574978, 0.03682336583733559, 0.05899551138281822, -0.27305376529693604, 0.019631462171673775, -0.07122878730297089, -0.016914810985326767, -0.1079002171754837, 0.09518192708492279, 0.06571389734745026, 0.00020155379024799913, -0.01790643110871315, -0.1061546802520752, 0.019481860101222992, 0.11512799561023712, -0.15555602312088013, -0.10168738663196564 ]
null
null
transformers
### opus-mt-en-cy * source languages: en * target languages: cy * OPUS readme: [en-cy](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-cy/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-cy/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-cy/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-cy/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.cy | 25.3 | 0.487 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-cy
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "cy", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #cy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-cy * source languages: en * target languages: cy * OPUS readme: en-cy * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 25.3, chr-F: 0.487
[ "### opus-mt-en-cy\n\n\n* source languages: en\n* target languages: cy\n* OPUS readme: en-cy\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.487" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #cy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-cy\n\n\n* source languages: en\n* target languages: cy\n* OPUS readme: en-cy\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.487" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #cy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-cy\n\n\n* source languages: en\n* target languages: cy\n* OPUS readme: en-cy\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.487" ]
[ -0.11094711720943451, 0.13132785260677338, -0.004655542783439159, 0.059117283672094345, 0.06680683046579361, 0.005063070449978113, 0.07283990830183029, 0.14595556259155273, -0.0044063120149075985, 0.006757765077054501, 0.1375577449798584, 0.13288582861423492, 0.018961811438202858, 0.11738341301679611, -0.09285294264554977, -0.15182523429393768, 0.050039928406476974, 0.05316664278507233, -0.055524393916130066, 0.15213747322559357, 0.0997411459684372, -0.028725698590278625, 0.09757228195667267, -0.03309788554906845, -0.03157242015004158, 0.06485499441623688, 0.009325153194367886, -0.07046584784984589, 0.0669679120182991, 0.06040407717227936, 0.051498424261808395, 0.08482315391302109, -0.020170677453279495, -0.19727984070777893, 0.020889945328235626, 0.001414427300915122, -0.05444815009832382, 0.0342545248568058, 0.01993406191468239, -0.08854612708091736, 0.11048421263694763, -0.07596083730459213, -0.023577751591801643, 0.03743555024266243, -0.049601491540670395, -0.10699985176324844, -0.059384629130363464, -0.030875321477651596, -0.027223022654652596, 0.13857947289943695, -0.03298936411738396, 0.2800328731536865, -0.13784560561180115, 0.13637588918209076, 0.21521252393722534, -0.307316392660141, -0.026175662875175476, 0.08095171302556992, 0.07838558405637741, 0.07693514972925186, -0.0065257917158305645, -0.009124895557761192, 0.0737837478518486, 0.03433521091938019, -0.056507568806409836, -0.1323843151330948, -0.08431381732225418, 0.024855514988303185, -0.11651034653186798, -0.04429791867733002, 0.26576539874076843, 0.0014520715922117233, -0.07295657694339752, 0.029187433421611786, -0.04969603195786476, -0.039425309747457504, -0.017105380073189735, 0.025160575285553932, 0.05248348414897919, 0.019204961135983467, 0.03724232688546181, -0.012194844894111156, -0.09514301270246506, -0.06741777807474136, -0.1310320943593979, 0.13088533282279968, 0.04872218146920204, 0.005231814458966255, -0.028740227222442627, 0.05049761012196541, 0.03868905454874039, -0.12401113659143448, -0.056121405214071274, -0.04061601683497429, 0.012506240978837013, 0.03213407099246979, -0.09824780374765396, -0.062160175293684006, 0.13365893065929413, 0.1500362902879715, -0.050406526774168015, 0.04288560524582863, -0.08331379294395447, 0.06248437613248825, -0.033848732709884644, 0.18589064478874207, -0.03300914913415909, -0.030812745913863182, 0.07305510342121124, 0.005538333673030138, 0.03978513553738594, 0.0154805239289999, -0.1024971678853035, -0.08641280233860016, 0.04411816596984863, 0.10941365361213684, 0.010417914018034935, 0.06891420483589172, -0.05313441529870033, -0.00008392740710405633, 0.05706147849559784, -0.1440226286649704, 0.018458034843206406, 0.04212283715605736, -0.01000287663191557, 0.08630053699016571, 0.06756599992513657, -0.021920055150985718, -0.12349661439657211, 0.00048168166540563107, -0.04388774186372757, 0.005378313362598419, -0.03873090445995331, -0.09557214379310608, 0.0544792003929615, 0.026115883141756058, 0.01849549263715744, -0.14404799044132233, -0.09922729432582855, -0.05023767426609993, 0.03685256093740463, -0.01163124106824398, -0.03235302120447159, -0.027072114869952202, -0.06616014242172241, -0.001876592985354364, -0.03796922042965889, -0.005263053346425295, -0.09699072688817978, 0.08717520534992218, 0.028892502188682556, 0.057975925505161285, -0.09378064423799515, 0.030979277566075325, -0.17551331222057343, -0.012686383910477161, -0.10559789836406708, 0.03963983803987503, -0.11346102505922318, 0.06359054148197174, -0.0737835168838501, -0.08795981854200363, -0.03932712599635124, 0.07284755259752274, 0.04002352058887482, 0.16660606861114502, -0.1572740077972412, -0.037847671657800674, 0.24102649092674255, -0.07201515883207321, -0.15156106650829315, 0.1266687661409378, 0.00037434641853906214, -0.037879571318626404, 0.05792805179953575, 0.1612159013748169, -0.008990131318569183, -0.0805216059088707, 0.0352022759616375, 0.06808929145336151, 0.033380936831235886, -0.07136249542236328, 0.10899076610803604, -0.05803715065121651, -0.07987148314714432, 0.0581568218767643, -0.11022232472896576, 0.02708161063492298, 0.0027601432520896196, -0.05642034485936165, -0.06646332889795303, -0.01592930406332016, 0.0023499545641243458, 0.035088472068309784, 0.029655398800969124, -0.13550925254821777, -0.07982143014669418, -0.02170771174132824, 0.07899665832519531, -0.042340073734521866, 0.06338629871606827, -0.049309782683849335, 0.11006267368793488, -0.06446138769388199, 0.03164340928196907, -0.14003165066242218, 0.034772392362356186, 0.02588457055389881, 0.02097242884337902, 0.1060059517621994, 0.0409969687461853, 0.01586657203733921, -0.06149968132376671, -0.028208652511239052, -0.014207074418663979, 0.07422816008329391, -0.022096920758485794, -0.07384344935417175, -0.16695895791053772, 0.05994405597448349, -0.02040853165090084, -0.007032725960016251, -0.1084929034113884, -0.015229062177240849, 0.051693666726350784, 0.06626959890127182, -0.03765304386615753, 0.06737998872995377, 0.0009509675437584519, 0.04308290779590607, -0.0719769224524498, -0.0021819015964865685, 0.023572206497192383, 0.020287932828068733, -0.09945449978113174, 0.17736582458019257, -0.07642578333616257, 0.17096801102161407, 0.22369639575481415, -0.1560807079076767, -0.0008527826284989715, 0.008556668646633625, -0.022282881662249565, 0.005232939030975103, 0.05432361364364624, 0.008012495003640652, 0.05830342322587967, -0.01159375999122858, 0.14404314756393433, -0.14650121331214905, -0.019800513982772827, -0.03183384984731674, -0.07334253191947937, -0.03480129316449165, 0.17284637689590454, 0.07072211802005768, -0.13116233050823212, 0.12954185903072357, 0.19638510048389435, -0.14123113453388214, 0.1658221036195755, -0.060957666486501694, -0.06952892243862152, 0.04282594844698906, 0.06545101851224899, -0.010916108265519142, 0.0654052272439003, -0.16533277928829193, 0.01770765893161297, 0.04741668701171875, 0.03566734865307808, 0.0563921257853508, -0.11582521349191666, -0.005274823866784573, 0.005026818718761206, -0.08251085877418518, -0.0023824614472687244, 0.03695852309465408, 0.025677114725112915, 0.10742802172899246, -0.034798312932252884, -0.07762724906206131, 0.011222301051020622, -0.02681409753859043, -0.13487307727336884, 0.22200118005275726, -0.13307848572731018, -0.20034055411815643, -0.10737469047307968, 0.06555046141147614, -0.109880231320858, 0.008320213295519352, 0.10642372816801071, -0.08305168896913528, -0.05138074606657028, -0.09462029486894608, -0.021224288269877434, 0.0021247712429612875, -0.009248552843928337, -0.06579826027154922, 0.051401156932115555, 0.003947507590055466, -0.13875991106033325, -0.048769984394311905, -0.007155162747949362, -0.04670758917927742, 0.054325614124536514, -0.1494198888540268, 0.11140404641628265, 0.12326745688915253, -0.024118244647979736, 0.02293257601559162, -0.018444661051034927, 0.16238552331924438, -0.058281607925891876, -0.039290398359298706, 0.1172393336892128, 0.020372219383716583, 0.012019420973956585, 0.08868034183979034, -0.018206065520644188, -0.06759025901556015, 0.05567524582147598, 0.009455897845327854, -0.01645737513899803, -0.28760936856269836, -0.11280262470245361, -0.09468399733304977, 0.04920034855604172, 0.003662003902718425, 0.0654527097940445, -0.013646556064486504, 0.05592251941561699, -0.03712981939315796, 0.022910015657544136, 0.005013218615204096, 0.07790760695934296, 0.16289420425891876, 0.006270179059356451, 0.13128644227981567, -0.08235976099967957, -0.06525790691375732, 0.09320160001516342, 0.07388873398303986, 0.049912724643945694, -0.002976338379085064, 0.15376952290534973, 0.05291878804564476, 0.15469829738140106, 0.032266754657030106, 0.05937933549284935, 0.021639550104737282, 0.015276981517672539, -0.013953890651464462, -0.08460449427366257, -0.043149128556251526, 0.05972672626376152, 0.031796276569366455, -0.019470497965812683, -0.0745469257235527, -0.07817143946886063, 0.11247719079256058, 0.115509532392025, 0.039551541209220886, -0.2026083767414093, -0.0034201149828732014, 0.03985060006380081, -0.006193285807967186, -0.03562026470899582, 0.09964398294687271, -0.028708474710583687, -0.08451246470212936, 0.08067969232797623, 0.01233590766787529, 0.12791825830936432, -0.0005189984221942723, 0.02308853343129158, -0.04984983429312706, -0.02968403697013855, 0.010541247203946114, 0.11150097846984863, -0.3959926664829254, 0.23865769803524017, 0.018665308132767677, -0.014655894599854946, -0.06445109844207764, 0.0026239571161568165, 0.05579915642738342, 0.1103825569152832, 0.11514634639024734, -0.009086820296943188, -0.06065308675169945, -0.028191853314638138, -0.023059168830513954, 0.06442537903785706, 0.03690875321626663, 0.06666124612092972, 0.048678312450647354, -0.03235849365592003, -0.024471614509820938, -0.013068798929452896, 0.09033084660768509, -0.1272238790988922, -0.06973912566900253, 0.027408622205257416, 0.08212301135063171, -0.06459467113018036, -0.039738647639751434, -0.07390110939741135, -0.09426921606063843, 0.24819737672805786, -0.028672324493527412, -0.07340320944786072, -0.09781317412853241, -0.024783562868833542, 0.13551008701324463, -0.11453207582235336, -0.016890423372387886, -0.07776427268981934, -0.012022345326840878, -0.013550766743719578, -0.12859949469566345, 0.1335698515176773, -0.06916888058185577, -0.11321902275085449, -0.031355876475572586, 0.15050038695335388, -0.1002475768327713, 0.06705567240715027, 0.028016168624162674, -0.003685472533106804, -0.0700058713555336, -0.1052449643611908, -0.03735025227069855, -0.05626755207777023, 0.06469179689884186, 0.12557947635650635, -0.13081878423690796, -0.08524934947490692, -0.031000405550003052, -0.04823790863156319, 0.18339549005031586, 0.19079555571079254, -0.041342414915561676, 0.0218548234552145, 0.15429750084877014, -0.11219185590744019, -0.2885827124118805, 0.013534695841372013, -0.0734921395778656, 0.01851409487426281, 0.005127377808094025, -0.07662426680326462, 0.04494946449995041, 0.009901377372443676, -0.04046694561839104, 0.05365963652729988, -0.1685703545808792, -0.1184869259595871, 0.189427450299263, 0.0611121840775013, 0.22001592814922333, -0.19789370894432068, -0.06612468510866165, -0.1114141196012497, -0.2210981398820877, 0.06307205557823181, -0.09598926454782486, 0.07643972337245941, -0.017445487901568413, -0.030284462496638298, 0.011883587576448917, -0.03159540519118309, 0.13715660572052002, 0.015095229260623455, 0.019687194377183914, -0.057523757219314575, 0.02493635006248951, 0.02462339960038662, 0.0350293293595314, 0.14227606356143951, -0.16325822472572327, 0.06922444701194763, -0.12493879348039627, -0.02631499618291855, -0.06863754242658615, 0.06493817269802094, -0.026050660759210587, -0.033938389271497726, -0.06656664609909058, 0.0094003826379776, 0.05449846386909485, 0.01510217972099781, 0.16227316856384277, -0.09569044411182404, 0.02765474282205105, 0.2000424712896347, 0.1380278617143631, -0.09053946286439896, 0.05533929169178009, 0.04824874922633171, -0.03458665683865547, 0.06005619093775749, -0.09597303718328476, 0.07116919755935669, 0.155164435505867, -0.03327740356326103, 0.0689992755651474, 0.05009143054485321, -0.06562858074903488, -0.03439890965819359, 0.07736039161682129, -0.11857781559228897, 0.03658057004213333, -0.030121728777885437, -0.15569502115249634, 0.006014175713062286, 0.03543215990066528, 0.17824503779411316, -0.03454775735735893, -0.030899811536073685, -0.00007500241918023676, 0.017289133742451668, -0.06832277774810791, 0.1346551924943924, 0.08098340034484863, 0.0016571469604969025, -0.09810364246368408, 0.08062317222356796, 0.009535582736134529, -0.1130206510424614, 0.016565464437007904, 0.14334093034267426, -0.09890830516815186, -0.12867267429828644, 0.09955001622438431, 0.09495984017848969, -0.11890149861574173, -0.061445847153663635, -0.1507570445537567, -0.11062590777873993, 0.04193374887108803, 0.11228527873754501, 0.14481516182422638, 0.04373541846871376, 0.032084714621305466, -0.07575462013483047, -0.008976461365818977, 0.08375189453363419, 0.05504684895277023, 0.04367583617568016, -0.05664605274796486, 0.006955855526030064, -0.04313969984650612, 0.10231674462556839, -0.034141018986701965, 0.0264201071113348, -0.14970776438713074, 0.047896672040224075, -0.22937452793121338, 0.026925621554255486, -0.04237426444888115, -0.017210766673088074, 0.007714478764683008, -0.08259207755327225, -0.055663980543613434, 0.018334204331040382, -0.1254602074623108, -0.03251525014638901, -0.035200219601392746, 0.06789329648017883, -0.11063865572214127, -0.015236295759677887, 0.07634467631578445, -0.04958893731236458, 0.06197331100702286, 0.04790792241692543, -0.08773273229598999, 0.08353152126073837, -0.1706422120332718, 0.00013703825243283063, 0.04390690103173256, 0.06363455206155777, 0.039443258196115494, -0.011597351171076298, 0.03347822651267052, 0.1505967080593109, 0.08477818965911865, 0.04928369075059891, 0.13660597801208496, -0.11369212716817856, -0.05677638202905655, -0.08619654178619385, -0.10776838660240173, 0.005365762859582901, 0.016242988407611847, 0.08857037872076035, 0.051815975457429886, 0.12661835551261902, -0.06666260212659836, 0.009781090542674065, -0.1388712078332901, 0.00783300306648016, -0.013425614684820175, -0.0918758362531662, -0.11172190308570862, -0.027001742273569107, 0.07569993287324905, -0.0028884101193398237, 0.24063457548618317, 0.026811767369508743, 0.07067494094371796, 0.036380309611558914, -0.015966244041919708, 0.15627631545066833, 0.04470881447196007, 0.17764724791049957, 0.00304404110647738, -0.005744457244873047, -0.05626042187213898, -0.029631678014993668, 0.05585755035281181, 0.0036787264980375767, 0.1083667054772377, 0.2048977017402649, 0.13960221409797668, 0.17646214365959167, 0.0032313137780874968, 0.03484427556395531, -0.0010146807180717587, -0.11114399135112762, 0.03194953873753548, 0.10374542325735092, 0.00895360205322504, 0.13921675086021423, 0.13550639152526855, -0.12036210298538208, 0.03932347521185875, -0.06771259009838104, -0.04981616511940956, -0.17134715616703033, -0.1264098584651947, -0.13339883089065552, -0.16573114693164825, 0.003094616811722517, -0.11765795946121216, 0.012537342496216297, 0.026212599128484726, 0.06373730301856995, -0.06596741080284119, 0.07939071953296661, -0.0003378271940164268, -0.09871476143598557, 0.09934031218290329, -0.03420671820640564, 0.035692743957042694, 0.07639311999082565, -0.008314071223139763, 0.015728594735264778, -0.031835250556468964, -0.004439926240593195, 0.056347932666540146, -0.06438745558261871, 0.033411573618650436, -0.0888226330280304, -0.05560506880283356, -0.030685905367136, 0.03882795572280884, 0.04528576880693436, 0.21282200515270233, 0.035592082887887955, 0.0004230053455103189, 0.04829232022166252, 0.16454370319843292, -0.049245674163103104, -0.10164527595043182, -0.11062661558389664, 0.1398695409297943, 0.04543318971991539, 0.06812182068824768, 0.0007393818232230842, -0.06385268270969391, -0.01048610545694828, 0.2842918932437897, 0.2503400146961212, -0.09065571427345276, 0.009658250957727432, 0.048784080892801285, 0.0166432186961174, 0.05766957625746727, 0.07738608866930008, 0.13414424657821655, 0.21252323687076569, -0.054703954607248306, -0.06832852214574814, -0.05958012491464615, -0.020282259210944176, -0.08596868067979813, 0.06387229263782501, 0.0178021639585495, -0.1047038659453392, -0.005308395251631737, 0.06604155898094177, -0.05500245466828346, -0.029891984537243843, -0.008134553208947182, -0.17699693143367767, -0.07438739389181137, -0.028215957805514336, 0.05846710875630379, 0.030291959643363953, 0.005818186327815056, -0.03835345059633255, -0.0357942171394825, 0.05426566302776337, -0.04186224564909935, -0.12920694053173065, -0.09728008508682251, 0.04223274067044258, -0.11407732963562012, 0.11070993542671204, 0.010013575665652752, 0.15748029947280884, 0.10389968752861023, 0.07360080629587173, -0.03304842859506607, 0.1063055768609047, 0.06055622175335884, -0.04354723542928696, 0.082870714366436, -0.012575906701385975, -0.017589913681149483, 0.03831222653388977, 0.0689924955368042, -0.020698342472314835, 0.07380981743335724, -0.04951227828860283, -0.07170197367668152, -0.1325114667415619, 0.018065856769680977, -0.1716242879629135, 0.06295450031757355, 0.15224428474903107, -0.025925055146217346, 0.010312112048268318, -0.052845586091279984, 0.04117416962981224, -0.01927349716424942, -0.030342888087034225, -0.02041383646428585, -0.13343308866024017, 0.0037262688856571913, 0.04233872517943382, 0.035118330270051956, -0.23570583760738373, -0.020620455965399742, -0.07818648219108582, -0.015516865067183971, -0.10661512613296509, 0.10575523227453232, 0.039326831698417664, -0.0008901029941625893, -0.029084917157888412, -0.14358289539813995, 0.026758048683404922, 0.08321905136108398, -0.15298016369342804, -0.09684507548809052 ]
null
null
transformers
### opus-mt-en-da * source languages: en * target languages: da * OPUS readme: [en-da](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-da/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-da/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-da/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-da/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.da | 60.4 | 0.745 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-da
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "da", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #da #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-da * source languages: en * target languages: da * OPUS readme: en-da * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 60.4, chr-F: 0.745
[ "### opus-mt-en-da\n\n\n* source languages: en\n* target languages: da\n* OPUS readme: en-da\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 60.4, chr-F: 0.745" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #da #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-da\n\n\n* source languages: en\n* target languages: da\n* OPUS readme: en-da\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 60.4, chr-F: 0.745" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #da #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-da\n\n\n* source languages: en\n* target languages: da\n* OPUS readme: en-da\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 60.4, chr-F: 0.745" ]
[ -0.12342224270105362, 0.11158442497253418, -0.0043840049766004086, 0.07447473704814911, 0.07705945521593094, -0.003481208113953471, 0.06908281147480011, 0.14052684605121613, -0.01181736309081316, 0.0001466064713895321, 0.13589425384998322, 0.13499441742897034, 0.022471344098448753, 0.12859387695789337, -0.0881127417087555, -0.14716331660747528, 0.046472106128931046, 0.04554758220911026, -0.09377079457044601, 0.1407761126756668, 0.1047126054763794, -0.015398853458464146, 0.10007660835981369, -0.03239181637763977, -0.033567190170288086, 0.08479300886392593, 0.01071205735206604, -0.07553715258836746, 0.07066618651151657, 0.0584905669093132, 0.03487994894385338, 0.08120899647474289, -0.02454288862645626, -0.18201182782649994, 0.016862178221344948, 0.009810739196836948, -0.046675585210323334, 0.01867631822824478, 0.02452291175723076, -0.0789063572883606, 0.09572765231132507, -0.06482861936092377, -0.02261579968035221, 0.04450908303260803, -0.05609508231282234, -0.1625608205795288, -0.05375763401389122, -0.034063920378685, -0.02736596204340458, 0.13836276531219482, -0.04174676537513733, 0.23688577115535736, -0.12622898817062378, 0.1309313178062439, 0.20177091658115387, -0.2955784797668457, -0.023481737822294235, 0.06410598754882812, 0.05556708946824074, 0.06735909730195999, -0.005443708039820194, -0.0064957938157022, 0.07337067276239395, 0.03590971976518631, -0.051242150366306305, -0.1264432668685913, -0.038311827927827835, 0.02287248522043228, -0.11675935238599777, -0.022233791649341583, 0.29204699397087097, 0.0029072295874357224, -0.0874987319111824, 0.02493942342698574, -0.052223239094018936, -0.021759388968348503, -0.0190031249076128, 0.012573787942528725, 0.04420412704348564, 0.034097716212272644, 0.05137069150805473, -0.013207389041781425, -0.08476603031158447, -0.07679709792137146, -0.13282720744609833, 0.1503264158964157, 0.0465332493185997, -0.007907087914645672, -0.04466467350721359, 0.04770086333155632, 0.019036320969462395, -0.13271330296993256, -0.046735797077417374, -0.06237182021141052, 0.017597265541553497, 0.055956099182367325, -0.09611238539218903, -0.0976761132478714, 0.14387716352939606, 0.157001793384552, -0.02538769692182541, 0.04968699812889099, -0.12062226235866547, 0.05253009870648384, -0.04749190807342529, 0.195492222905159, -0.043956905603408813, -0.0613245815038681, 0.077049620449543, 0.011257372796535492, 0.04629908874630928, 0.01994202844798565, -0.1008918434381485, -0.08959884941577911, 0.03608561307191849, 0.10050895810127258, 0.021489089354872704, 0.07429572939872742, -0.06049632281064987, -0.00840907171368599, 0.04101330041885376, -0.14707154035568237, 0.010695024393498898, 0.039476603269577026, -0.014144067652523518, 0.08039496093988419, 0.07498955726623535, -0.021976901218295097, -0.12091190367937088, 0.016518743708729744, -0.03744032606482506, -0.011802000924944878, -0.0390641987323761, -0.10110689699649811, 0.04554077237844467, -0.010165889747440815, 0.03115539811551571, -0.15114977955818176, -0.11626889556646347, -0.04399706423282623, 0.034578416496515274, -0.011621157638728619, -0.02104147896170616, -0.02793220244348049, -0.06539086997509003, 0.004732733592391014, -0.039936479181051254, 0.00567239336669445, -0.08966952562332153, 0.09593329578638077, 0.06209931895136833, 0.06694057583808899, -0.09732034057378769, 0.04926662519574165, -0.15831094980239868, -0.009974827989935875, -0.12315767258405685, 0.05987101420760155, -0.12144038081169128, 0.06427720189094543, -0.0814870223402977, -0.08112052828073502, -0.05880862846970558, 0.0757712721824646, 0.06085164099931717, 0.1789553314447403, -0.1774171143770218, -0.03662071004509926, 0.23521661758422852, -0.0848686471581459, -0.1511048525571823, 0.1368083655834198, 0.006769020110368729, -0.017254352569580078, 0.05210743099451065, 0.18440324068069458, -0.001377335051074624, -0.07979986816644669, 0.05095132067799568, 0.06070415675640106, 0.02896367572247982, -0.05855827406048775, 0.11342667043209076, -0.06775280088186264, -0.08573730289936066, 0.061677105724811554, -0.10137147456407547, 0.0452813059091568, 0.0207139290869236, -0.05471497029066086, -0.06111350655555725, -0.025577545166015625, 0.02699931152164936, 0.03965253010392189, 0.03322616592049599, -0.1305619329214096, -0.08686070144176483, -0.022435970604419708, 0.07704772800207138, -0.0332755446434021, 0.05279124900698662, -0.052358001470565796, 0.1049397811293602, -0.06499053537845612, 0.04510822892189026, -0.14381033182144165, 0.05092884227633476, 0.011800499632954597, 0.01694580726325512, 0.10461641103029251, 0.03268929943442345, 0.02327955700457096, -0.0698714479804039, -0.02778122015297413, -0.013924255035817623, 0.04735497385263443, -0.0179370678961277, -0.05809438228607178, -0.15878185629844666, 0.07104135304689407, -0.019899927079677582, 0.009968277998268604, -0.09084931761026382, -0.009938576258718967, 0.040973011404275894, 0.05752892419695854, -0.026525242254137993, 0.07080288976430893, 0.0061379289254546165, 0.04603759944438934, -0.06335341185331345, -0.011315871961414814, 0.02616981230676174, 0.014274533838033676, -0.09639045596122742, 0.150215283036232, -0.05189766734838486, 0.19683679938316345, 0.22100698947906494, -0.14119356870651245, 0.0005341435899026692, 0.03696298971772194, -0.010522008873522282, 0.002023407956585288, 0.04590917378664017, -0.0012595657026395202, 0.058463599532842636, -0.00800919346511364, 0.1342102289199829, -0.14123046398162842, 0.0021763646509498358, -0.029952529817819595, -0.06381990760564804, -0.03999457135796547, 0.16718819737434387, 0.05281537398695946, -0.13468539714813232, 0.1344643086194992, 0.1985938996076584, -0.13104525208473206, 0.16500355303287506, -0.07382479310035706, -0.05935376510024071, 0.058051351457834244, 0.06568843126296997, -0.010686864145100117, 0.059094544500112534, -0.19692887365818024, 0.01638948731124401, 0.04827585071325302, 0.046138226985931396, 0.05904927849769592, -0.09820152074098587, -0.011891822330653667, -0.0038939497899264097, -0.07779887318611145, -0.004346365109086037, 0.05386620759963989, 0.020854463800787926, 0.10323471575975418, -0.0202853512018919, -0.06581161171197891, 0.023942744359374046, -0.017619965597987175, -0.12645584344863892, 0.2115897238254547, -0.14281411468982697, -0.21984711289405823, -0.1182175949215889, 0.061330825090408325, -0.14390231668949127, 0.009503784589469433, 0.11910084635019302, -0.09405870735645294, -0.05119777470827103, -0.06908074766397476, 0.023017724975943565, -0.001078228815458715, -0.008404314517974854, -0.0571160651743412, 0.050283703953027725, 0.024607300758361816, -0.1413600742816925, -0.047797441482543945, 0.003976854961365461, -0.01676280051469803, 0.05008601397275925, -0.1504845768213272, 0.1146140843629837, 0.09674705564975739, -0.006021520588546991, 0.027182530611753464, -0.008480456657707691, 0.15385811030864716, -0.06806475669145584, -0.03078019618988037, 0.153354212641716, 0.02023058943450451, 0.004650483839213848, 0.09881830215454102, -0.025068046525120735, -0.08649790287017822, 0.06345118582248688, 0.02247665636241436, -0.017755795270204544, -0.2751392424106598, -0.10286987572908401, -0.10537149012088776, 0.050283629447221756, 0.006707034073770046, 0.061517126858234406, -0.05304016172885895, 0.06240123510360718, -0.020161200314760208, 0.03135675936937332, -0.00014064222341403365, 0.0753958448767662, 0.19295942783355713, -0.002403360093012452, 0.13859112560749054, -0.08952345699071884, -0.07891643047332764, 0.09678314626216888, 0.06536008417606354, 0.04995594546198845, -0.015468721278011799, 0.11308421194553375, 0.06220529228448868, 0.14571981132030487, 0.020468443632125854, 0.06730357557535172, 0.0145582789555192, 0.013882935978472233, -0.027727127075195312, -0.08809331804513931, -0.061953503638505936, 0.058918971568346024, 0.004700185265392065, -0.028555190190672874, -0.07602276653051376, -0.07195620983839035, 0.10174120217561722, 0.11614952981472015, 0.035056211054325104, -0.19550347328186035, -0.007224254310131073, 0.0442628376185894, 0.009867647662758827, -0.046992767602205276, 0.10749708116054535, -0.05821793153882027, -0.07362556457519531, 0.10204709321260452, 0.009995611384510994, 0.12579362094402313, 0.02774088643491268, 0.02445833943784237, -0.07126688212156296, -0.026975473389029503, 0.0063372026197612286, 0.1132863238453865, -0.4380750358104706, 0.21942885220050812, 0.015221226029098034, -0.0015775966458022594, -0.06141803041100502, 0.01233703549951315, 0.06549346446990967, 0.12183070182800293, 0.11092811077833176, -0.01496861781924963, -0.03948383033275604, -0.002451889216899872, -0.005975466221570969, 0.06259939074516296, 0.030883872881531715, 0.06903683394193649, 0.035013820976018906, -0.02661704644560814, -0.012123147957026958, -0.01575467735528946, 0.14643587172031403, -0.11869193613529205, -0.06065405532717705, 0.022680040448904037, 0.06547866761684418, -0.04194231331348419, -0.041193947196006775, -0.058849334716796875, -0.09162911772727966, 0.2328910082578659, -0.01686314307153225, -0.08676456660032272, -0.10471739619970322, -0.021436231210827827, 0.12769366800785065, -0.10956355184316635, -0.019523320719599724, -0.07951604574918747, -0.01757405325770378, -0.016673430800437927, -0.1394546926021576, 0.13867586851119995, -0.07553043216466904, -0.09602852910757065, -0.020185133442282677, 0.13407833874225616, -0.10046157985925674, 0.04703647270798683, 0.01927878148853779, -0.014668134041130543, -0.06856325268745422, -0.10561811178922653, -0.029035121202468872, -0.05317041650414467, 0.05746011435985565, 0.11974998563528061, -0.1316872090101242, -0.09798291325569153, -0.03197130933403969, -0.05126761645078659, 0.1631324291229248, 0.1866462528705597, -0.03803626447916031, 0.01710464246571064, 0.1633874624967575, -0.10107243061065674, -0.29061004519462585, 0.01768699288368225, -0.06309622526168823, 0.02449585683643818, -0.006780054420232773, -0.09990346431732178, 0.05751164257526398, -0.0007492899894714355, -0.0459614023566246, 0.06181459128856659, -0.154501810669899, -0.1187044307589531, 0.21196427941322327, 0.05521135777235031, 0.24466118216514587, -0.20493845641613007, -0.057207707315683365, -0.12054996192455292, -0.22342586517333984, 0.04845871776342392, -0.1071530282497406, 0.07760768383741379, -0.023526838049292564, -0.02791648358106613, 0.019213659688830376, -0.026460450142621994, 0.1277560144662857, 0.00828266330063343, 0.024583131074905396, -0.06474619358778, 0.05095364525914192, 0.00018429412739351392, 0.03712145611643791, 0.15852530300617218, -0.14713087677955627, 0.06986218690872192, -0.1328459233045578, -0.033452171832323074, -0.06243308261036873, 0.07693536579608917, -0.0240323469042778, -0.04819520562887192, -0.06594952940940857, 0.016097595915198326, 0.03724610432982445, 0.01314716599881649, 0.14930440485477448, -0.0954328328371048, 0.02961573749780655, 0.19321243464946747, 0.1210663765668869, -0.08039534091949463, 0.0511108934879303, 0.04475141689181328, -0.03664589673280716, 0.0635601282119751, -0.11676865816116333, 0.07660400122404099, 0.14293335378170013, -0.03202061355113983, 0.07443081587553024, 0.04705710709095001, -0.07399919629096985, -0.029412195086479187, 0.08142159134149551, -0.10356028378009796, 0.030523594468832016, -0.041724853217601776, -0.16861438751220703, 0.014481114223599434, 0.04418608173727989, 0.17867372930049896, -0.02804957889020443, -0.022121543064713478, -0.005424571223556995, 0.01914645917713642, -0.07665833830833435, 0.135209321975708, 0.08498574793338776, -0.00500944210216403, -0.10015857219696045, 0.10576841980218887, -0.0013839511666446924, -0.11523298919200897, 0.033997904509305954, 0.1383616328239441, -0.10446999222040176, -0.1257523000240326, 0.07209713757038116, 0.12077289074659348, -0.10879459977149963, -0.06948695331811905, -0.147331103682518, -0.11359954625368118, 0.044990845024585724, 0.0720185860991478, 0.13605841994285583, 0.027544891461730003, 0.02484595775604248, -0.08095458894968033, 0.0016081408830359578, 0.07810094207525253, 0.0574953556060791, 0.042985301464796066, -0.07061634212732315, -0.017148742452263832, -0.043678779155015945, 0.1011623740196228, -0.03502364829182625, 0.031610507518053055, -0.15218427777290344, 0.04830748587846756, -0.24106459319591522, 0.021819930523633957, -0.03008526936173439, -0.002394129754975438, -0.0005388667923398316, -0.09421582520008087, -0.055304937064647675, 0.017208226025104523, -0.12352388352155685, -0.037474632263183594, -0.03504232317209244, 0.060810405761003494, -0.11478224396705627, -0.02524605579674244, 0.07118736952543259, -0.052157413214445114, 0.06627403944730759, 0.055727772414684296, -0.08396497368812561, 0.08262833952903748, -0.12340456992387772, 0.003410171717405319, 0.04316604137420654, 0.05919664725661278, 0.037546493113040924, -0.02371513657271862, 0.03960767015814781, 0.13989822566509247, 0.07073858380317688, 0.04871835932135582, 0.15059320628643036, -0.12575332820415497, -0.04281487315893173, -0.08948964625597, -0.0959911197423935, 0.00269598257727921, 0.023927927017211914, 0.09938742965459824, 0.06751886755228043, 0.12678390741348267, -0.0702507272362709, 0.0006938577862456441, -0.12178708612918854, 0.002623081672936678, -0.019166871905326843, -0.08885996043682098, -0.06895086169242859, -0.03156937286257744, 0.06711401790380478, -0.008469096384942532, 0.21973934769630432, 0.0328093022108078, 0.06621451675891876, 0.0339345745742321, -0.037844955921173096, 0.14473149180412292, 0.03276471048593521, 0.17401769757270813, -0.004695090930908918, 0.0004405374638736248, -0.07135513424873352, -0.01838557794690132, 0.05770648643374443, 0.05958186089992523, 0.09733281284570694, 0.21434544026851654, 0.09407924860715866, 0.1607479602098465, -0.0013818524312227964, 0.02820928767323494, -0.026755061000585556, -0.08481527864933014, 0.038691166788339615, 0.0932951271533966, 0.01171096321195364, 0.11767646670341492, 0.13883908092975616, -0.10840845108032227, 0.04862799867987633, -0.061408065259456635, -0.036830831319093704, -0.1672389805316925, -0.0889095664024353, -0.13043145835399628, -0.16940541565418243, 0.007397758774459362, -0.10838977992534637, 0.010382833890616894, 0.003152165561914444, 0.06271197646856308, -0.07724785059690475, 0.10431365668773651, -0.010771045461297035, -0.1170683428645134, 0.10378037393093109, -0.038723547011613846, 0.007725303061306477, 0.10435211658477783, -0.0016015993896871805, 0.017770661041140556, -0.02120841108262539, -0.004195860121399164, 0.05771290883421898, -0.08800778537988663, 0.024010177701711655, -0.09070230275392532, -0.03880039229989052, -0.037065424025058746, 0.042348816990852356, 0.048901744186878204, 0.2358337938785553, 0.0378451943397522, -0.013291961513459682, 0.04619525000452995, 0.1682521402835846, -0.04363098368048668, -0.10874509066343307, -0.11065831035375595, 0.14181984961032867, 0.04645552113652229, 0.07025531679391861, -0.011707368306815624, -0.06886563450098038, -0.012973863631486893, 0.2874685227870941, 0.23803399503231049, -0.0849044993519783, 0.005295629613101482, 0.05652653053402901, 0.017060866579413414, 0.052414704114198685, 0.09179313480854034, 0.13888821005821228, 0.208906352519989, -0.04363144189119339, -0.05052955076098442, -0.06707072257995605, -0.025335976853966713, -0.08972246944904327, 0.0990995466709137, 0.0336882621049881, -0.11073778569698334, -0.00455407053232193, 0.07752004265785217, -0.055156391113996506, -0.05364618077874184, -0.025866828858852386, -0.1648559868335724, -0.08556206524372101, -0.04502551257610321, 0.026796093210577965, 0.023591920733451843, 0.005956655368208885, -0.03301794081926346, -0.017096441239118576, 0.035058148205280304, -0.037727270275354385, -0.10238368809223175, -0.08548546582460403, 0.03422151505947113, -0.08027404546737671, 0.07655346393585205, 0.006596710532903671, 0.12466845661401749, 0.10893584787845612, 0.07377640902996063, -0.03485612943768501, 0.12146580219268799, 0.04209202527999878, -0.013411426916718483, 0.0873582512140274, -0.021268896758556366, -0.02375882863998413, 0.01030522957444191, 0.06450352817773819, -0.006209270097315311, 0.06569431722164154, -0.025070762261748314, -0.07919877022504807, -0.1383143961429596, 0.039709433913230896, -0.19001540541648865, 0.06484004855155945, 0.14651507139205933, -0.018894163891673088, 0.006752429064363241, -0.07315202802419662, 0.06010468676686287, -0.020481789484620094, -0.024290656670928, -0.019504839554429054, -0.12716229259967804, -0.00208751461468637, 0.06990255415439606, 0.025645151734352112, -0.26581403613090515, -0.00434570387005806, -0.06847710907459259, -0.011137832887470722, -0.09697835147380829, 0.09443837404251099, 0.03196357563138008, -0.0011638097930699587, -0.03202246502041817, -0.18510903418064117, 0.023251505568623543, 0.07716219127178192, -0.14967384934425354, -0.08930226415395737 ]
null
null
transformers
### opus-mt-en-de ## Table of Contents - [Model Details](#model-details) - [Uses](#uses) - [Risks, Limitations and Biases](#risks-limitations-and-biases) - [Training](#training) - [Evaluation](#evaluation) - [Citation Information](#citation-information) - [How to Get Started With the Model](#how-to-get-started-with-the-model) ## Model Details **Model Description:** - **Developed by:** Language Technology Research Group at the University of Helsinki - **Model Type:** Translation - **Language(s):** - Source Language: English - Target Language: German - **License:** CC-BY-4.0 - **Resources for more information:** - [GitHub Repo](https://github.com/Helsinki-NLP/OPUS-MT-train) ## Uses #### Direct Use This model can be used for translation and text-to-text generation. ## Risks, Limitations and Biases **CONTENT WARNING: Readers should be aware this section contains content that is disturbing, offensive, and can propagate historical and current stereotypes.** Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). Further details about the dataset for this model can be found in the OPUS readme: [en-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-de/README.md) #### Training Data ##### Preprocessing * pre-processing: normalization + SentencePiece * dataset: [opus](https://github.com/Helsinki-NLP/Opus-MT) * download original weights: [opus-2020-02-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-de/opus-2020-02-26.zip) * test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-de/opus-2020-02-26.test.txt) ## Evaluation #### Results * test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-de/opus-2020-02-26.eval.txt) #### Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009.en.de | 23.5 | 0.540 | | news-test2008.en.de | 23.5 | 0.529 | | newstest2009.en.de | 22.3 | 0.530 | | newstest2010.en.de | 24.9 | 0.544 | | newstest2011.en.de | 22.5 | 0.524 | | newstest2012.en.de | 23.0 | 0.525 | | newstest2013.en.de | 26.9 | 0.553 | | newstest2015-ende.en.de | 31.1 | 0.594 | | newstest2016-ende.en.de | 37.0 | 0.636 | | newstest2017-ende.en.de | 29.9 | 0.586 | | newstest2018-ende.en.de | 45.2 | 0.690 | | newstest2019-ende.en.de | 40.9 | 0.654 | | Tatoeba.en.de | 47.3 | 0.664 | ## Citation Information ```bibtex @InProceedings{TiedemannThottingal:EAMT2020, author = {J{\"o}rg Tiedemann and Santhosh Thottingal}, title = {{OPUS-MT} — {B}uilding open translation services for the {W}orld}, booktitle = {Proceedings of the 22nd Annual Conferenec of the European Association for Machine Translation (EAMT)}, year = {2020}, address = {Lisbon, Portugal} } ``` ## How to Get Started With the Model ```python from transformers import AutoTokenizer, AutoModelForSeq2SeqLM tokenizer = AutoTokenizer.from_pretrained("Helsinki-NLP/opus-mt-en-de") model = AutoModelForSeq2SeqLM.from_pretrained("Helsinki-NLP/opus-mt-en-de") ```
{"license": "cc-by-4.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-de
[ "transformers", "pytorch", "tf", "jax", "rust", "marian", "text2text-generation", "translation", "en", "de", "license:cc-by-4.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #jax #rust #marian #text2text-generation #translation #en #de #license-cc-by-4.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-de Table of Contents ----------------- * Model Details * Uses * Risks, Limitations and Biases * Training * Evaluation * Citation Information * How to Get Started With the Model Model Details ------------- Model Description: * Developed by: Language Technology Research Group at the University of Helsinki * Model Type: Translation * Language(s): + Source Language: English + Target Language: German * License: CC-BY-4.0 * Resources for more information: + GitHub Repo Uses ---- #### Direct Use This model can be used for translation and text-to-text generation. Risks, Limitations and Biases ----------------------------- CONTENT WARNING: Readers should be aware this section contains content that is disturbing, offensive, and can propagate historical and current stereotypes. Significant research has explored bias and fairness issues with language models (see, e.g., Sheng et al. (2021) and Bender et al. (2021)). Further details about the dataset for this model can be found in the OPUS readme: en-de #### Training Data ##### Preprocessing * pre-processing: normalization + SentencePiece * dataset: opus * download original weights: URL * test set translations: URL Evaluation ---------- #### Results * test set scores: URL #### Benchmarks testset: URL, BLEU: 23.5, chr-F: 0.540 testset: URL, BLEU: 23.5, chr-F: 0.529 testset: URL, BLEU: 22.3, chr-F: 0.530 testset: URL, BLEU: 24.9, chr-F: 0.544 testset: URL, BLEU: 22.5, chr-F: 0.524 testset: URL, BLEU: 23.0, chr-F: 0.525 testset: URL, BLEU: 26.9, chr-F: 0.553 testset: URL, BLEU: 31.1, chr-F: 0.594 testset: URL, BLEU: 37.0, chr-F: 0.636 testset: URL, BLEU: 29.9, chr-F: 0.586 testset: URL, BLEU: 45.2, chr-F: 0.690 testset: URL, BLEU: 40.9, chr-F: 0.654 testset: URL, BLEU: 47.3, chr-F: 0.664 How to Get Started With the Model ---------------------------------
[ "### opus-mt-en-de\n\n\nTable of Contents\n-----------------\n\n\n* Model Details\n* Uses\n* Risks, Limitations and Biases\n* Training\n* Evaluation\n* Citation Information\n* How to Get Started With the Model\n\n\nModel Details\n-------------\n\n\nModel Description:\n\n\n* Developed by: Language Technology Research Group at the University of Helsinki\n* Model Type: Translation\n* Language(s):\n\t+ Source Language: English\n\t+ Target Language: German\n* License: CC-BY-4.0\n* Resources for more information:\n\t+ GitHub Repo\n\n\nUses\n----", "#### Direct Use\n\n\nThis model can be used for translation and text-to-text generation.\n\n\nRisks, Limitations and Biases\n-----------------------------\n\n\nCONTENT WARNING: Readers should be aware this section contains content that is disturbing, offensive, and can propagate historical and current stereotypes.\n\n\nSignificant research has explored bias and fairness issues with language models (see, e.g., Sheng et al. (2021) and Bender et al. (2021)).\n\n\nFurther details about the dataset for this model can be found in the OPUS readme: en-de", "#### Training Data", "##### Preprocessing\n\n\n* pre-processing: normalization + SentencePiece\n* dataset: opus\n* download original weights: URL\n* test set translations: URL\n\n\nEvaluation\n----------", "#### Results\n\n\n* test set scores: URL", "#### Benchmarks\n\n\ntestset: URL, BLEU: 23.5, chr-F: 0.540\ntestset: URL, BLEU: 23.5, chr-F: 0.529\ntestset: URL, BLEU: 22.3, chr-F: 0.530\ntestset: URL, BLEU: 24.9, chr-F: 0.544\ntestset: URL, BLEU: 22.5, chr-F: 0.524\ntestset: URL, BLEU: 23.0, chr-F: 0.525\ntestset: URL, BLEU: 26.9, chr-F: 0.553\ntestset: URL, BLEU: 31.1, chr-F: 0.594\ntestset: URL, BLEU: 37.0, chr-F: 0.636\ntestset: URL, BLEU: 29.9, chr-F: 0.586\ntestset: URL, BLEU: 45.2, chr-F: 0.690\ntestset: URL, BLEU: 40.9, chr-F: 0.654\ntestset: URL, BLEU: 47.3, chr-F: 0.664\n\n\nHow to Get Started With the Model\n---------------------------------" ]
[ "TAGS\n#transformers #pytorch #tf #jax #rust #marian #text2text-generation #translation #en #de #license-cc-by-4.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-de\n\n\nTable of Contents\n-----------------\n\n\n* Model Details\n* Uses\n* Risks, Limitations and Biases\n* Training\n* Evaluation\n* Citation Information\n* How to Get Started With the Model\n\n\nModel Details\n-------------\n\n\nModel Description:\n\n\n* Developed by: Language Technology Research Group at the University of Helsinki\n* Model Type: Translation\n* Language(s):\n\t+ Source Language: English\n\t+ Target Language: German\n* License: CC-BY-4.0\n* Resources for more information:\n\t+ GitHub Repo\n\n\nUses\n----", "#### Direct Use\n\n\nThis model can be used for translation and text-to-text generation.\n\n\nRisks, Limitations and Biases\n-----------------------------\n\n\nCONTENT WARNING: Readers should be aware this section contains content that is disturbing, offensive, and can propagate historical and current stereotypes.\n\n\nSignificant research has explored bias and fairness issues with language models (see, e.g., Sheng et al. (2021) and Bender et al. (2021)).\n\n\nFurther details about the dataset for this model can be found in the OPUS readme: en-de", "#### Training Data", "##### Preprocessing\n\n\n* pre-processing: normalization + SentencePiece\n* dataset: opus\n* download original weights: URL\n* test set translations: URL\n\n\nEvaluation\n----------", "#### Results\n\n\n* test set scores: URL", "#### Benchmarks\n\n\ntestset: URL, BLEU: 23.5, chr-F: 0.540\ntestset: URL, BLEU: 23.5, chr-F: 0.529\ntestset: URL, BLEU: 22.3, chr-F: 0.530\ntestset: URL, BLEU: 24.9, chr-F: 0.544\ntestset: URL, BLEU: 22.5, chr-F: 0.524\ntestset: URL, BLEU: 23.0, chr-F: 0.525\ntestset: URL, BLEU: 26.9, chr-F: 0.553\ntestset: URL, BLEU: 31.1, chr-F: 0.594\ntestset: URL, BLEU: 37.0, chr-F: 0.636\ntestset: URL, BLEU: 29.9, chr-F: 0.586\ntestset: URL, BLEU: 45.2, chr-F: 0.690\ntestset: URL, BLEU: 40.9, chr-F: 0.654\ntestset: URL, BLEU: 47.3, chr-F: 0.664\n\n\nHow to Get Started With the Model\n---------------------------------" ]
[ 67, 115, 129, 4, 41, 10, 241 ]
[ "passage: TAGS\n#transformers #pytorch #tf #jax #rust #marian #text2text-generation #translation #en #de #license-cc-by-4.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-de\n\n\nTable of Contents\n-----------------\n\n\n* Model Details\n* Uses\n* Risks, Limitations and Biases\n* Training\n* Evaluation\n* Citation Information\n* How to Get Started With the Model\n\n\nModel Details\n-------------\n\n\nModel Description:\n\n\n* Developed by: Language Technology Research Group at the University of Helsinki\n* Model Type: Translation\n* Language(s):\n\t+ Source Language: English\n\t+ Target Language: German\n* License: CC-BY-4.0\n* Resources for more information:\n\t+ GitHub Repo\n\n\nUses\n----#### Direct Use\n\n\nThis model can be used for translation and text-to-text generation.\n\n\nRisks, Limitations and Biases\n-----------------------------\n\n\nCONTENT WARNING: Readers should be aware this section contains content that is disturbing, offensive, and can propagate historical and current stereotypes.\n\n\nSignificant research has explored bias and fairness issues with language models (see, e.g., Sheng et al. (2021) and Bender et al. (2021)).\n\n\nFurther details about the dataset for this model can be found in the OPUS readme: en-de#### Training Data##### Preprocessing\n\n\n* pre-processing: normalization + SentencePiece\n* dataset: opus\n* download original weights: URL\n* test set translations: URL\n\n\nEvaluation\n----------#### Results\n\n\n* test set scores: URL" ]
[ -0.06979887187480927, 0.18171626329421997, -0.00319034606218338, 0.06312986463308334, 0.08780445903539658, 0.023769443854689598, 0.14142554998397827, 0.060520850121974945, 0.08293172717094421, 0.0842108204960823, 0.03198906034231186, -0.008652814663946629, 0.11353009194135666, 0.10634242743253708, 0.0136380260810256, -0.24940094351768494, 0.05968203395605087, -0.03419729694724083, -0.0104447603225708, 0.11448033899068832, 0.149656280875206, -0.03935866802930832, 0.10013864189386368, -0.0024135252460837364, 0.013365095481276512, 0.027511537075042725, -0.04885365068912506, -0.0544784739613533, 0.07677166908979416, 0.03323585167527199, 0.04644490033388138, 0.04718396067619324, 0.03508877754211426, -0.20614780485630035, 0.032442253082990646, 0.042315516620874405, -0.031765181571245193, 0.05747435614466667, 0.10878098011016846, -0.03136490285396576, 0.23668767511844635, -0.12911425530910492, 0.02888248674571514, 0.016217555850744247, -0.0840848833322525, -0.18219693005084991, -0.1159677803516388, 0.12300145626068115, 0.05379817262291908, 0.0820012018084526, -0.07415708899497986, 0.1818622648715973, -0.03906908258795738, 0.05083010718226433, 0.27963313460350037, -0.19840571284294128, -0.018856385722756386, 0.05814218521118164, 0.006604774389415979, 0.13384371995925903, -0.1274663507938385, 0.04872468486428261, 0.055396199226379395, 0.054274480789899826, -0.09950631856918335, -0.024717768654227257, 0.07040993124246597, -0.0619344636797905, -0.12864799797534943, -0.03432590886950493, 0.1682918220758438, 0.03690297529101372, -0.041087329387664795, -0.14828313887119293, -0.007916602306067944, 0.049844250082969666, 0.008755622431635857, -0.09751830250024796, 0.0027698606718331575, -0.033032868057489395, 0.08873315155506134, -0.06018412858247757, -0.06743568181991577, 0.012116090394556522, -0.02778271771967411, 0.1665302962064743, 0.008823234587907791, -0.0009529839735478163, 0.05896856263279915, 0.06543737649917603, 0.0030222346540540457, -0.12449275702238083, -0.07482237368822098, -0.07785417884588242, -0.012513181194663048, -0.050465915352106094, 0.007767627947032452, -0.08487262576818466, 0.030181609094142914, 0.07439971715211868, -0.13146047294139862, 0.020786060020327568, -0.05416541174054146, 0.025869455188512802, 0.10473126918077469, 0.11581599712371826, -0.14485980570316315, -0.06878914684057236, 0.017208963632583618, 0.023884346708655357, 0.050299450755119324, -0.040613964200019836, -0.022358238697052002, -0.10060590505599976, 0.08575525879859924, 0.11147741973400116, 0.014050198718905449, 0.05898973345756531, -0.047186478972435, -0.06399810314178467, 0.09244591742753983, -0.12636739015579224, 0.013842600397765636, 0.03557169437408447, 0.004058609716594219, 0.0527535006403923, -0.0035775392316281796, 0.015379877761006355, -0.10421674698591232, 0.03862180560827255, -0.08023589104413986, -0.02003578655421734, -0.03791767358779907, -0.09150144457817078, 0.05755344778299332, -0.004864100366830826, -0.012039780616760254, -0.06347236037254333, -0.05771836265921593, -0.057085905224084854, 0.019819539040327072, -0.07297760248184204, -0.015004103071987629, -0.02179134450852871, -0.02822323888540268, -0.009628779254853725, -0.005607502069324255, -0.018536560237407684, -0.054366592317819595, 0.05382375791668892, -0.06908215582370758, 0.03606419265270233, 0.09478535503149033, 0.004892502911388874, -0.14010155200958252, 0.0578019879758358, -0.17794817686080933, 0.061564091593027115, -0.13288453221321106, -0.03579135239124298, -0.10802624374628067, -0.08180191367864609, -0.021770382300019264, 0.026855960488319397, 0.04645613953471184, 0.20136000216007233, -0.14231738448143005, -0.047127850353717804, 0.15784884989261627, -0.20225730538368225, -0.13439328968524933, 0.1649649739265442, -0.009745084680616856, 0.04619508981704712, 0.06746384501457214, 0.1750938445329666, -0.007566099986433983, -0.11635111272335052, -0.07781191170215607, -0.016188981011509895, -0.024964235723018646, 0.2014155387878418, 0.06031482666730881, -0.0878235250711441, 0.028523923829197884, 0.014675469137728214, -0.1026511862874031, -0.05190763995051384, 0.014160745777189732, -0.08470947295427322, 0.00927656888961792, -0.0004757211427204311, 0.08164476603269577, 0.045571789145469666, -0.07543420046567917, -0.04614251106977463, -0.09312836825847626, -0.06424585729837418, 0.07216174155473709, -0.06663461029529572, 0.04961029067635536, -0.04390964284539223, 0.09357892721891403, 0.012848001904785633, 0.00940042082220316, -0.145094633102417, -0.051511991769075394, -0.014925902709364891, -0.044361844658851624, 0.08769077062606812, 0.11649487912654877, 0.06380735337734222, 0.06145554408431053, -0.05747547745704651, -0.008600548841059208, -0.041124943643808365, 0.03563466668128967, -0.07199505716562271, -0.18208247423171997, 0.03744351491332054, 0.010535351000726223, 0.14426685869693756, -0.26764678955078125, -0.029339062049984932, 0.1257210671901703, 0.1308431774377823, 0.011350500397384167, -0.01743932068347931, 0.02604827657341957, -0.007751245051622391, -0.01395061518996954, -0.05805134400725365, -0.01148943230509758, -0.06417486816644669, -0.047760654240846634, 0.11551893502473831, -0.1546449512243271, 0.0633411854505539, 0.1158229410648346, 0.004556100815534592, -0.0872776210308075, -0.025799330323934555, -0.06859777122735977, 0.0023773249704390764, 0.016520297154784203, -0.005458576139062643, 0.10795066505670547, 0.04269038885831833, 0.00827140361070633, -0.10160671174526215, -0.0007463936344720423, -0.006800301838666201, -0.07908951491117477, -0.13449354469776154, 0.1276278793811798, 0.006352115422487259, -0.21030588448047638, 0.12023558467626572, 0.11955496668815613, -0.05890509486198425, 0.1524168699979782, 0.03890509530901909, -0.11966193467378616, 0.01490491721779108, -0.053903646767139435, 0.005718762055039406, 0.1777801364660263, -0.004140161909162998, 0.048267703503370285, 0.04295327141880989, 0.011795337311923504, 0.02971835248172283, -0.07084880769252777, -0.023927168920636177, -0.02670496329665184, -0.03645499050617218, -0.01841469667851925, 0.05040540546178818, 0.006583321839570999, 0.11222446709871292, 0.020378973335027695, 0.02148653380572796, -0.0050468482077121735, -0.05951325595378876, -0.15562838315963745, 0.1622113585472107, -0.07398462295532227, -0.30483487248420715, -0.11539946496486664, 0.04830288887023926, -0.11628631502389908, -0.004067105241119862, 0.01803830824792385, -0.10067668557167053, -0.13381259143352509, -0.14015352725982666, 0.10183678567409515, 0.032307542860507965, -0.08815951645374298, -0.03919244557619095, 0.04078378155827522, 0.028922351077198982, -0.11667773872613907, 0.009465964511036873, -0.01849237084388733, -0.039099860936403275, -0.03092128038406372, -0.0443737730383873, 0.14458012580871582, 0.09944948554039001, -0.00713379168882966, 0.017658723518252373, 0.016157517209649086, 0.22959060966968536, -0.19189238548278809, 0.03261753171682358, 0.10350285470485687, -0.05738480016589165, 0.05042247474193573, 0.16693373024463654, -0.0007609670283272862, -0.05504349619150162, 0.013841132633388042, 0.07757578790187836, 0.0010636432562023401, -0.22756412625312805, -0.11986884474754333, -0.026660297065973282, 0.011188093572854996, 0.05383114516735077, 0.06840606033802032, 0.06412405520677567, 0.05742669478058815, -0.12568630278110504, -0.038713447749614716, 0.08479293435811996, 0.07888209819793701, 0.07626799494028091, 0.04799420386552811, 0.0018687037518247962, -0.07038410753011703, -0.025197306647896767, 0.10496661812067032, 0.03618168458342552, 0.13158069550991058, -0.07585223764181137, 0.13331301510334015, 0.0922333374619484, 0.10071226209402084, 0.016724148765206337, 0.022125553339719772, -0.023760031908750534, -0.002588424365967512, 0.000990526401437819, -0.09365931153297424, -0.0326991006731987, 0.0686538815498352, 0.012768495827913284, -0.04187196120619774, -0.0368090458214283, -0.05832251161336899, 0.10525575280189514, 0.06121743842959404, 0.01429327204823494, -0.09494802355766296, -0.06908903270959854, 0.08613124489784241, -0.01928514614701271, -0.06327027082443237, 0.023608343675732613, 0.02421211451292038, -0.20578180253505707, 0.0753004252910614, -0.04311288520693779, 0.0992756262421608, -0.07511559128761292, 0.0005061138072051108, -0.059225767850875854, 0.09673193842172623, -0.055798523128032684, 0.1696041226387024, -0.2402171641588211, 0.21124489605426788, -0.0009183494839817286, 0.03994108363986015, -0.1429552286863327, -0.06166739761829376, 0.03402690589427948, 0.13470587134361267, 0.141657754778862, 0.03753805533051491, -0.07282755523920059, -0.06461761146783829, -0.026504557579755783, 0.013901328667998314, 0.010753628797829151, -0.025577235966920853, 0.061573248356580734, -0.005331329070031643, 0.010411123745143414, -0.05250103026628494, -0.0006157262832857668, -0.14536166191101074, -0.17106972634792328, 0.0761273130774498, -0.13549508154392242, 0.0335245355963707, -0.0643971860408783, -0.1195400133728981, -0.06501485407352448, 0.21361397206783295, -0.07439662516117096, -0.08924629539251328, -0.11882471293210983, -0.012209592387080193, 0.13337770104408264, -0.08358585834503174, -0.05388813093304634, 0.014039179310202599, 0.16888491809368134, -0.07797522097826004, -0.059964172542095184, 0.04728148505091667, -0.056760527193546295, -0.1813041716814041, 0.0054929242469370365, 0.12945756316184998, 0.0664258822798729, 0.06816168129444122, 0.03373672068119049, 0.023671453818678856, 0.0067977504804730415, -0.14983217418193817, 0.009627548977732658, 0.08445271104574203, 0.08345649391412735, 0.05231601372361183, 0.017827656120061874, -0.0821332111954689, -0.1496153473854065, -0.048598773777484894, 0.07138196378946304, 0.1850929707288742, -0.023287935182452202, 0.13137564063072205, 0.1798272579908371, -0.09209901839494705, -0.27565184235572815, 0.02601359225809574, -0.019973136484622955, 0.014242884702980518, 0.1065283939242363, -0.10354164987802505, 0.0321669764816761, 0.032749950885772705, -0.00029646820621564984, 0.0479186549782753, -0.19482344388961792, -0.1253647655248642, 0.1539164036512375, 0.12614764273166656, -0.06308495253324509, -0.08023401349782944, -0.050580162554979324, -0.04316346347332001, -0.16306504607200623, 0.09992129355669022, -0.07967487722635269, 0.0318681001663208, 0.047335486859083176, 0.03634048253297806, 0.05276183784008026, -0.025480596348643303, 0.1894788295030594, 0.0016534148016944528, 0.02385074645280838, -0.1453561633825302, -0.05727526172995567, 0.014422811567783356, -0.005027974024415016, 0.17975836992263794, -0.02940031699836254, -0.002912036841735244, -0.050715576857328415, -0.057530757039785385, -0.08058243989944458, 0.10021200776100159, -0.0936933234333992, -0.06832088530063629, -0.06968233734369278, 0.13065558671951294, 0.06251798570156097, -0.0057135275565087795, 0.12481991946697235, -0.08228243142366409, 0.0236945953220129, 0.011378740891814232, 0.26378974318504333, 0.06047044321894646, -0.023275498300790787, 0.015856396406888962, -0.02148624323308468, 0.04442768171429634, -0.042385783046483994, 0.026667458936572075, 0.09001462161540985, -0.024650147184729576, 0.12341465801000595, -0.037906840443611145, -0.19540108740329742, -0.013710386119782925, 0.05868952348828316, -0.18453526496887207, -0.13019107282161713, -0.05276671424508095, -0.04360008239746094, -0.10085518658161163, -0.019326945766806602, 0.12837077677249908, -0.057069167494773865, -0.03245774656534195, 0.011060046032071114, 0.10232122242450714, -0.028531935065984726, 0.029818300157785416, 0.09938181936740875, 0.04948386177420616, -0.07954514771699905, 0.09936890751123428, 0.07253061980009079, -0.12236163020133972, 0.08392775058746338, 0.1344657838344574, -0.08535569906234741, -0.04620720073580742, -0.04379235953092575, 0.10104355961084366, -0.019325917586684227, -0.09256312251091003, -0.0595310814678669, -0.07021956145763397, -0.06986293941736221, 0.05891101807355881, 0.045400116592645645, 0.060961171984672546, 0.007271306589245796, -0.0474136546254158, -0.1068555936217308, 0.10124574601650238, 0.042964961379766464, 0.0030546647030860186, -0.08929446339607239, 0.052270736545324326, 0.01260454673320055, 0.07582512497901917, -0.033310238271951675, 0.008109068498015404, -0.09855186194181442, -0.033098768442869186, -0.14252643287181854, -0.01291203685104847, -0.11525411903858185, 0.04479462653398514, -0.0469806082546711, -0.10890135914087296, -0.04041188582777977, 0.030619511380791664, -0.05115232616662979, -0.0008307894458994269, -0.0074419486336410046, 0.046531543135643005, -0.19509312510490417, 0.008064758032560349, 0.10473943501710892, -0.07017930597066879, 0.09498690068721771, 0.009140926413238049, -0.023868359625339508, 0.06453883647918701, -0.14848895370960236, 0.04924703389406204, -0.0511816181242466, 0.01697717048227787, 0.027100324630737305, -0.10402096807956696, -0.023692531511187553, 0.020720023661851883, 0.02576293796300888, 0.053464267402887344, 0.009854431264102459, -0.05166251212358475, 0.0568927563726902, -0.000293113524094224, -0.11451707035303116, -0.022982651367783546, 0.10887007415294647, 0.10400720685720444, -0.05390099808573723, 0.11052408069372177, -0.07284773141145706, 0.06707272678613663, -0.12146296352148056, -0.015584665350615978, 0.023829586803913116, 0.009874229319393635, 0.01832582615315914, -0.03549143299460411, 0.08038418740034103, -0.015989728271961212, 0.2425592690706253, 0.0700392946600914, 0.048835158348083496, 0.07414654642343521, 0.020414238795638084, 0.033245258033275604, 0.06510083377361298, 0.0453401543200016, -0.08107718080282211, 0.005209415219724178, -0.0522119402885437, -0.036798179149627686, -0.047821059823036194, -0.035375066101551056, 0.14111371338367462, 0.13336826860904694, 0.1151677668094635, 0.0248801801353693, -0.008425738662481308, -0.0863560289144516, -0.023662427440285683, 0.0016176834469661117, 0.02416927181184292, -0.034619394689798355, -0.031775422394275665, 0.03391481935977936, 0.1816948801279068, -0.1755683422088623, 0.053668949753046036, -0.07115202397108078, -0.1069863811135292, -0.0947381779551506, -0.19190312922000885, -0.07565439492464066, -0.06100514903664589, 0.02018878236413002, -0.1343790590763092, 0.05166945606470108, 0.07531848549842834, 0.025173047557473183, -0.11627223342657089, 0.16312086582183838, -0.03770796209573746, -0.08532620966434479, 0.05606461688876152, 0.031246108934283257, 0.06767618656158447, 0.013158473186194897, 0.04927759990096092, 0.017333809286355972, 0.021665003150701523, 0.042465656995773315, 0.07266289740800858, 0.013725195080041885, 0.005646748002618551, -0.04247850552201271, -0.10577676445245743, 0.032553255558013916, 0.015058818273246288, 0.07275726646184921, 0.19240650534629822, 0.0794152244925499, 0.01690518669784069, -0.023491045460104942, 0.14540939033031464, 0.04410238936543465, -0.02315182238817215, -0.13853229582309723, 0.14173658192157745, -0.023012937977910042, 0.032068073749542236, 0.035795826464891434, -0.16355815529823303, 0.06410280615091324, 0.17761407792568207, 0.21019116044044495, -0.14506962895393372, 0.00816497765481472, -0.033140406012535095, 0.03310897573828697, 0.011803426779806614, 0.05270201712846756, 0.018466077744960785, 0.2231466919183731, -0.10008599609136581, 0.0214828047901392, -0.05949656292796135, -0.0005213227705098689, -0.05951419100165367, 0.15590906143188477, 0.03114493563771248, -0.006542128510773182, -0.08402933180332184, 0.16215860843658447, -0.0693684071302414, -0.2383650243282318, -0.0704532116651535, -0.1342598795890808, -0.1482505053281784, -0.004634830169379711, 0.011766175739467144, 0.029951300472021103, 0.05313756689429283, 0.04731753468513489, 0.016166606917977333, 0.13030274212360382, 0.0639982745051384, -0.03961111977696419, -0.012690618634223938, 0.08470908552408218, -0.027151411399245262, 0.2587171792984009, 0.036212723702192307, 0.08349171280860901, 0.08554179221391678, -0.05028051882982254, -0.07109954953193665, -0.011534112505614758, 0.08129382133483887, -0.003997134044766426, 0.005237373989075422, 0.13039158284664154, 0.013014844618737698, -0.024815134704113007, 0.13521023094654083, -0.08320508897304535, 0.04712971672415733, 0.0068858107551932335, -0.03839324787259102, -0.041936278343200684, 0.1457630842924118, -0.14202770590782166, 0.12134414166212082, 0.17178784310817719, -0.03022444248199463, -0.0112815136089921, -0.04668857902288437, 0.05984696373343468, -0.049249500036239624, 0.038878217339515686, 0.0877707451581955, -0.14198341965675354, -0.024718420580029488, -0.056400708854198456, 0.04145597666501999, -0.23973852396011353, -0.01644240878522396, 0.033713117241859436, -0.014162945561110973, -0.06940312683582306, 0.08184870332479477, 0.023451881483197212, -0.042094700038433075, 0.0019366554915904999, -0.05650950223207474, 0.03190073370933533, 0.09512375295162201, -0.07873739302158356, -0.031025277450680733 ]
null
null
transformers
### eng-dra * source group: English * target group: Dravidian languages * OPUS readme: [eng-dra](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-dra/README.md) * model: transformer * source language(s): eng * target language(s): kan mal tam tel * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-dra/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-dra/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-dra/opus-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-kan.eng.kan | 4.7 | 0.348 | | Tatoeba-test.eng-mal.eng.mal | 13.1 | 0.515 | | Tatoeba-test.eng.multi | 10.7 | 0.463 | | Tatoeba-test.eng-tam.eng.tam | 9.0 | 0.444 | | Tatoeba-test.eng-tel.eng.tel | 7.1 | 0.363 | ### System Info: - hf_name: eng-dra - source_languages: eng - target_languages: dra - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-dra/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'ta', 'kn', 'ml', 'te', 'dra'] - src_constituents: {'eng'} - tgt_constituents: {'tam', 'kan', 'mal', 'tel'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-dra/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-dra/opus-2020-07-26.test.txt - src_alpha3: eng - tgt_alpha3: dra - short_pair: en-dra - chrF2_score: 0.46299999999999997 - bleu: 10.7 - brevity_penalty: 1.0 - ref_len: 7928.0 - src_name: English - tgt_name: Dravidian languages - train_date: 2020-07-26 - src_alpha2: en - tgt_alpha2: dra - prefer_old: False - long_pair: eng-dra - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "ta", "kn", "ml", "te", "dra"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-dra
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ta", "kn", "ml", "te", "dra", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "ta", "kn", "ml", "te", "dra" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ta #kn #ml #te #dra #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-dra * source group: English * target group: Dravidian languages * OPUS readme: eng-dra * model: transformer * source language(s): eng * target language(s): kan mal tam tel * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 4.7, chr-F: 0.348 testset: URL, BLEU: 13.1, chr-F: 0.515 testset: URL, BLEU: 10.7, chr-F: 0.463 testset: URL, BLEU: 9.0, chr-F: 0.444 testset: URL, BLEU: 7.1, chr-F: 0.363 ### System Info: * hf\_name: eng-dra * source\_languages: eng * target\_languages: dra * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'ta', 'kn', 'ml', 'te', 'dra'] * src\_constituents: {'eng'} * tgt\_constituents: {'tam', 'kan', 'mal', 'tel'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: dra * short\_pair: en-dra * chrF2\_score: 0.46299999999999997 * bleu: 10.7 * brevity\_penalty: 1.0 * ref\_len: 7928.0 * src\_name: English * tgt\_name: Dravidian languages * train\_date: 2020-07-26 * src\_alpha2: en * tgt\_alpha2: dra * prefer\_old: False * long\_pair: eng-dra * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-dra\n\n\n* source group: English\n* target group: Dravidian languages\n* OPUS readme: eng-dra\n* model: transformer\n* source language(s): eng\n* target language(s): kan mal tam tel\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 4.7, chr-F: 0.348\ntestset: URL, BLEU: 13.1, chr-F: 0.515\ntestset: URL, BLEU: 10.7, chr-F: 0.463\ntestset: URL, BLEU: 9.0, chr-F: 0.444\ntestset: URL, BLEU: 7.1, chr-F: 0.363", "### System Info:\n\n\n* hf\\_name: eng-dra\n* source\\_languages: eng\n* target\\_languages: dra\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ta', 'kn', 'ml', 'te', 'dra']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'tam', 'kan', 'mal', 'tel'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: dra\n* short\\_pair: en-dra\n* chrF2\\_score: 0.46299999999999997\n* bleu: 10.7\n* brevity\\_penalty: 1.0\n* ref\\_len: 7928.0\n* src\\_name: English\n* tgt\\_name: Dravidian languages\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: dra\n* prefer\\_old: False\n* long\\_pair: eng-dra\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ta #kn #ml #te #dra #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-dra\n\n\n* source group: English\n* target group: Dravidian languages\n* OPUS readme: eng-dra\n* model: transformer\n* source language(s): eng\n* target language(s): kan mal tam tel\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 4.7, chr-F: 0.348\ntestset: URL, BLEU: 13.1, chr-F: 0.515\ntestset: URL, BLEU: 10.7, chr-F: 0.463\ntestset: URL, BLEU: 9.0, chr-F: 0.444\ntestset: URL, BLEU: 7.1, chr-F: 0.363", "### System Info:\n\n\n* hf\\_name: eng-dra\n* source\\_languages: eng\n* target\\_languages: dra\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ta', 'kn', 'ml', 'te', 'dra']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'tam', 'kan', 'mal', 'tel'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: dra\n* short\\_pair: en-dra\n* chrF2\\_score: 0.46299999999999997\n* bleu: 10.7\n* brevity\\_penalty: 1.0\n* ref\\_len: 7928.0\n* src\\_name: English\n* tgt\\_name: Dravidian languages\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: dra\n* prefer\\_old: False\n* long\\_pair: eng-dra\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 69, 218, 423 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ta #kn #ml #te #dra #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-dra\n\n\n* source group: English\n* target group: Dravidian languages\n* OPUS readme: eng-dra\n* model: transformer\n* source language(s): eng\n* target language(s): kan mal tam tel\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 4.7, chr-F: 0.348\ntestset: URL, BLEU: 13.1, chr-F: 0.515\ntestset: URL, BLEU: 10.7, chr-F: 0.463\ntestset: URL, BLEU: 9.0, chr-F: 0.444\ntestset: URL, BLEU: 7.1, chr-F: 0.363" ]
[ -0.11641716957092285, 0.08577769249677658, -0.006692894734442234, 0.03026638738811016, 0.01164986938238144, 0.03943915292620659, 0.06932581961154938, 0.14989641308784485, 0.028437234461307526, 0.04918260872364044, 0.15621788799762726, 0.05206238105893135, 0.02256070263683796, 0.10752454400062561, -0.040863052010536194, -0.057166777551174164, -0.02209334447979927, 0.058943744748830795, -0.008448121137917042, 0.14582610130310059, 0.07520972937345505, -0.0420253649353981, 0.044382244348526, -0.08688868582248688, -0.04836433008313179, 0.07138950377702713, 0.032474584877491, -0.03509924188256264, 0.036517541855573654, 0.054971978068351746, 0.05295826122164726, 0.08830776810646057, 0.002847950905561447, -0.2687155604362488, -0.0022411190439015627, -0.006709172390401363, -0.010818232782185078, -0.009524562396109104, 0.011442427523434162, -0.05152590945363045, 0.05567598342895508, -0.091179758310318, 0.008553429506719112, 0.03467423841357231, -0.03887743875384331, -0.19531883299350739, -0.047681327909231186, 0.058577604591846466, -0.04230976477265358, 0.13389872014522552, -0.03988631069660187, 0.24279919266700745, -0.11962833255529404, 0.1567314714193344, 0.22792069613933563, -0.22117677330970764, -0.019355958327651024, 0.09049540013074875, 0.14856718480587006, 0.061588287353515625, -0.030072500929236412, -0.013963599689304829, 0.08588015288114548, 0.05520433932542801, -0.04914344102144241, -0.1341163069009781, -0.03307274356484413, 0.021656125783920288, -0.11268002539873123, -0.053836140781641006, 0.2532772719860077, 0.014432231895625591, -0.1030270978808403, 0.0203744824975729, -0.008911080658435822, -0.06222287192940712, -0.007367685437202454, 0.01623397134244442, 0.04542587324976921, -0.029427384957671165, -0.019925765693187714, -0.017686007544398308, -0.04597014933824539, -0.10613809525966644, 0.003983764909207821, 0.1352715641260147, 0.04737252742052078, -0.013050575740635395, -0.05984477326273918, 0.05138341337442398, 0.04431140795350075, -0.14877139031887054, -0.11189214885234833, -0.0347411185503006, -0.009133702144026756, 0.020291559398174286, -0.07897663116455078, -0.08267813920974731, 0.16061241924762726, 0.16690276563167572, -0.14087675511837006, 0.0892949029803276, -0.08297824114561081, 0.014944100752472878, -0.06040963903069496, 0.23181135952472687, 0.0381423719227314, -0.027791492640972137, 0.044753484427928925, 0.0650876834988594, 0.023438217118382454, 0.03507571294903755, -0.03565013036131859, -0.0539732426404953, 0.09336449950933456, 0.11758669465780258, -0.019688468426465988, 0.043343376368284225, -0.04122292995452881, 0.03286472335457802, -0.0679640918970108, -0.16016611456871033, 0.03853060305118561, 0.09080374985933304, -0.023030711337924004, -0.023507531732320786, 0.08753186464309692, -0.11105313897132874, -0.09384097158908844, -0.029901891946792603, -0.0017204186879098415, -0.008184299804270267, -0.044428031891584396, -0.11256912350654602, 0.05660164728760719, 0.02322331815958023, 0.014010841958224773, -0.09574612230062485, -0.08385444432497025, -0.07277526706457138, 0.020756566897034645, -0.0035686325281858444, 0.04075264185667038, -0.025728054344654083, -0.06835122406482697, 0.011586458422243595, -0.0175893846899271, -0.019165586680173874, -0.05636461824178696, 0.12280791252851486, 0.11265073716640472, 0.017891019582748413, 0.034635577350854874, 0.00457165390253067, -0.1214134618639946, 0.04923085495829582, -0.1197839304804802, 0.06411261111497879, -0.1545036882162094, 0.061243247240781784, -0.05907028540968895, -0.08670273423194885, 0.012996419332921505, 0.05697428807616234, 0.07773656398057938, 0.14472702145576477, -0.15037444233894348, -0.007992063648998737, 0.24616141617298126, -0.07385382056236267, -0.12342530488967896, 0.07081495225429535, -0.009571005590260029, -0.07058919221162796, 0.049216128885746, 0.18741416931152344, 0.09311413764953613, -0.1281343251466751, 0.007026291452348232, 0.08002203702926636, 0.0813218504190445, 0.024360889568924904, 0.10589760541915894, -0.0698656216263771, -0.06419351696968079, 0.033150799572467804, -0.1074141338467598, 0.020603453740477562, -0.02066650241613388, -0.034938715398311615, -0.10422211140394211, -0.024497419595718384, 0.028767576441168785, 0.051582567393779755, -0.034935202449560165, -0.13817450404167175, -0.134709432721138, 0.0503440760076046, 0.11362345516681671, -0.07937773317098618, 0.03359193354845047, -0.044935282319784164, 0.1129271611571312, -0.04130855202674866, 0.022502729669213295, -0.12021171301603317, -0.03705552965402603, 0.08511750400066376, -0.01952020451426506, 0.08198454231023788, 0.037213195115327835, 0.04258504509925842, -0.03514624014496803, -0.020414305850863457, -0.04211079701781273, 0.0037721465341746807, -0.031270582228899, -0.036597758531570435, -0.1861213743686676, 0.00661606015637517, -0.04027704522013664, 0.019460760056972504, -0.1853175163269043, -0.013508719392120838, 0.08273845911026001, 0.058458361774683, -0.05253870412707329, 0.0382622666656971, 0.0482063814997673, 0.02293570712208748, -0.05198880657553673, -0.02937053143978119, -0.00541445380076766, -0.018275657668709755, -0.10568942874670029, 0.02159918285906315, -0.03549519553780556, 0.01862017810344696, 0.1446913331747055, -0.007278273813426495, -0.0739414170384407, 0.015899352729320526, -0.03612970933318138, 0.00974865909665823, 0.06003102660179138, -0.032088976353406906, 0.08325561136007309, 0.012208961881697178, 0.12750275433063507, -0.14936864376068115, -0.06477107852697372, -0.020724577829241753, -0.0454658642411232, -0.02543678507208824, 0.16848286986351013, -0.03761788830161095, -0.0675041675567627, 0.05752254277467728, 0.07288872450590134, -0.07605933398008347, 0.1692194789648056, -0.10609845072031021, -0.06220382824540138, 0.0009693875908851624, 0.14998863637447357, -0.03210371360182762, 0.15033605694770813, -0.12496764957904816, 0.022078141570091248, 0.014294891618192196, -0.012436490505933762, 0.013190473429858685, -0.09335527569055557, 0.006358710583299398, 0.013337497599422932, -0.12444524466991425, -0.02461303025484085, 0.0005841919919475913, 0.026283858343958855, 0.04521690681576729, -0.03159789741039276, -0.05300998315215111, 0.013532479293644428, -0.03307407721877098, -0.1597573459148407, 0.2286788821220398, -0.11690961569547653, -0.20106060802936554, -0.08537368476390839, 0.07953013479709625, -0.10828688740730286, -0.050491273403167725, 0.0869724228978157, -0.13804498314857483, -0.03445770591497421, -0.09692192077636719, -0.01247429195791483, -0.001589831430464983, -0.04418428987264633, -0.08241602033376694, 0.037494901567697525, 0.06145564466714859, -0.179172083735466, -0.019641948863863945, -0.01916428841650486, 0.038006942719221115, 0.02220088616013527, -0.06995737552642822, 0.10542242228984833, 0.11400405317544937, -0.04475291445851326, 0.051285240799188614, -0.014669597148895264, 0.21232756972312927, -0.05747715011239052, -0.014348817989230156, 0.06961144506931305, 0.0069057694636285305, 0.0035498698707669973, 0.11130423098802567, -0.02091209776699543, -0.07352270185947418, 0.03133907541632652, 0.00031521139317192137, 0.028867483139038086, -0.33171993494033813, -0.028957275673747063, -0.02415762096643448, -0.02201753295958042, -0.015687260776758194, 0.07186082750558853, -0.07181645184755325, 0.026231873780488968, -0.029484955593943596, -0.0009948627557605505, 0.00474162632599473, 0.07706423848867416, 0.1817655861377716, -0.009646170772612095, 0.06641314178705215, -0.08140163123607635, -0.015399891883134842, 0.03770754113793373, 0.03382309898734093, 0.12814930081367493, -0.03381305932998657, 0.09364297240972519, 0.07191426306962967, 0.11176963150501251, -0.021159138530492783, -0.0024111836683005095, -0.016952939331531525, 0.03720049560070038, 0.044285863637924194, -0.09764846414327621, -0.013736657798290253, 0.016645533964037895, -0.01859014853835106, 0.049230244010686874, -0.07903299480676651, -0.05864204466342926, 0.05973069369792938, 0.14011432230472565, 0.062298063188791275, -0.18484944105148315, -0.02377256564795971, 0.023328738287091255, 0.02995205856859684, -0.08653979003429413, 0.037901345640420914, 0.0313764251768589, -0.07030296325683594, 0.10928745567798615, 0.04554884880781174, 0.08896508067846298, 0.06821324676275253, 0.02309837006032467, -0.007232544012367725, 0.033603113144636154, 0.009928918443620205, 0.11430075764656067, -0.3976668119430542, 0.2082303762435913, 0.04749836027622223, 0.04392953962087631, -0.01735704019665718, 0.030088139697909355, -0.022422030568122864, 0.0985095277428627, 0.13264721632003784, 0.005405342672020197, -0.04647359997034073, -0.08080512285232544, 0.021362734958529472, 0.0723605826497078, 0.1028464213013649, 0.12395069748163223, 0.0984644964337349, -0.019969414919614792, -0.049804359674453735, -0.002644132822751999, -0.06371478736400604, -0.20954781770706177, -0.009259553626179695, 0.02203367091715336, 0.00025557924527674913, -0.07304295152425766, -0.050734661519527435, -0.018821723759174347, -0.03306267783045769, 0.21970318257808685, -0.1134033203125, -0.08297203481197357, -0.08860201388597488, -0.004916568752378225, 0.15136703848838806, -0.09824040532112122, -0.044020362198352814, -0.07372230291366577, 0.01226008590310812, -0.024038055911660194, -0.1056993156671524, 0.06584551930427551, -0.042800310999155045, -0.12870602309703827, -0.04290775582194328, 0.16840960085391998, -0.09289368242025375, 0.07576858252286911, 0.040731281042099, -0.02719910629093647, -0.016167841851711273, -0.09755079448223114, -0.05976944416761398, -0.0612887479364872, -0.004919467493891716, 0.07397028803825378, -0.18436439335346222, -0.034256286919116974, -0.06050990894436836, -0.029691170901060104, 0.13150759041309357, 0.24046684801578522, -0.0799933597445488, 0.04619235172867775, 0.10672563314437866, -0.13645508885383606, -0.19863134622573853, 0.06687983870506287, -0.000508391996845603, -0.0030984466429799795, -0.035871200263500214, -0.11812574416399002, 0.023713460192084312, -0.04655463621020317, 0.01262736227363348, 0.08979031443595886, -0.1689607948064804, -0.11181697249412537, 0.1434956192970276, 0.0857214629650116, 0.0768672376871109, -0.22794732451438904, -0.10226768255233765, -0.0893850326538086, -0.13033601641654968, -0.03936758637428284, -0.08235631138086319, 0.09299774467945099, -0.03720423951745033, -0.07650422304868698, 0.04203852266073227, -0.04266658425331116, 0.10806593298912048, 0.011605678126215935, 0.05010155215859413, -0.05368886888027191, 0.06613307446241379, 0.10173621773719788, -0.00032832432771101594, 0.20616695284843445, -0.1635306179523468, 0.08951973170042038, -0.17803116142749786, -0.029363898560404778, -0.07535342127084732, 0.08016565442085266, -0.09419910609722137, -0.013350328430533409, -0.0700056254863739, 0.0008642378379590809, 0.042879991233348846, -0.0019839415326714516, 0.025982050225138664, -0.10507874190807343, 0.04290560260415077, 0.17842194437980652, 0.14870211482048035, 0.0045574260875582695, -0.060431577265262604, 0.10584370791912079, -0.03318467736244202, 0.03266553580760956, -0.13763554394245148, 0.01819481886923313, 0.14513720571994781, 0.040665969252586365, 0.08229326456785202, 0.0038980774115771055, -0.1265275925397873, -0.05838927626609802, 0.0398748405277729, -0.08159982413053513, -0.014741356484591961, -0.046449631452560425, -0.18551604449748993, -0.0656420886516571, 0.00009011797374114394, 0.16812071204185486, -0.02882515639066696, 0.0008176787523552775, -0.026326999068260193, -0.0101939020678401, -0.06013865023851395, 0.1664227694272995, 0.11504072695970535, 0.07261622697114944, -0.06779094785451889, 0.028859717771410942, -0.0018604955403134227, -0.030944949015975, 0.0981392115354538, 0.14552803337574005, -0.06780873984098434, -0.09371830523014069, 0.12858913838863373, 0.16794142127037048, -0.05569368228316307, -0.048003971576690674, -0.17156463861465454, -0.12098317593336105, 0.04469139128923416, 0.23858097195625305, 0.08079114556312561, 0.022622255608439445, 0.11675897985696793, -0.05870719999074936, -0.03445187956094742, 0.13829196989536285, 0.04356775060296059, 0.045499350875616074, -0.07660943269729614, 0.05646475404500961, 0.0042149582877755165, 0.12231136113405228, -0.017062654718756676, 0.030685368925333023, -0.17695103585720062, 0.05397670343518257, -0.2919386327266693, 0.045914359390735626, 0.0592348612844944, 0.01211058534681797, 0.004978849086910486, -0.04961678013205528, -0.008852744475007057, 0.044935233891010284, -0.0721220001578331, -0.022965094074606895, 0.016168704256415367, 0.047950297594070435, -0.17330682277679443, -0.03724495694041252, 0.002053450793027878, -0.09296215325593948, 0.056610677391290665, 0.010322682559490204, -0.07873781770467758, 0.04706493765115738, -0.11288551986217499, -0.004158275667577982, -0.009735923260450363, 0.043198976665735245, -0.015248185954988003, -0.04756921902298927, 0.07182949036359787, 0.07604017853736877, 0.07535048574209213, 0.08709748089313507, 0.1337348371744156, -0.10030573606491089, -0.03816511482000351, -0.10389796644449234, -0.0947929099202156, -0.009889591485261917, 0.073365718126297, 0.0420161597430706, 0.03963308408856392, 0.09483514726161957, -0.09003301709890366, 0.023050133138895035, -0.17717556655406952, -0.06012369319796562, -0.023311307653784752, -0.02430376410484314, -0.12965784966945648, 0.023846112191677094, 0.08747601509094238, -0.02641504630446434, 0.16448314487934113, -0.00821630097925663, 0.1044144406914711, 0.020514672622084618, -0.06865667551755905, 0.104986272752285, 0.03382740542292595, 0.14572365581989288, -0.03676736727356911, -0.010081198066473007, -0.013897947035729885, -0.02878270298242569, 0.04622536897659302, -0.03768307715654373, 0.09350579231977463, 0.23255036771297455, 0.0835840255022049, 0.1327417939901352, 0.08261667937040329, -0.0199461467564106, 0.032392218708992004, -0.024794556200504303, 0.0676228329539299, 0.10388471186161041, -0.006443783175200224, 0.22071319818496704, 0.12591707706451416, -0.14801713824272156, 0.05883442237973213, -0.0575859360396862, -0.10104124248027802, -0.12567895650863647, -0.01764027401804924, -0.10682940483093262, -0.12533755600452423, 0.05954117700457573, -0.10287415236234665, 0.004067178815603256, -0.06459710747003555, 0.039846405386924744, -0.04570287838578224, 0.11031873524188995, 0.11134903132915497, -0.055495165288448334, 0.08951462060213089, -0.012405437417328358, 0.00042508813203312457, 0.09442668408155441, 0.016251666471362114, 0.11693757772445679, -0.08106038719415665, -0.01576526090502739, 0.09147663414478302, -0.013271845877170563, 0.007930224761366844, -0.057538166642189026, -0.060716766864061356, -0.0005890590255148709, 0.05514289811253548, 0.09398475289344788, 0.17786024510860443, 0.06289105862379074, -0.03209766373038292, -0.005329946521669626, 0.10552100092172623, -0.023874016478657722, -0.15427649021148682, -0.052918098866939545, 0.18377137184143066, 0.04847222939133644, 0.046410202980041504, -0.01087035983800888, -0.08462507277727127, 0.006831890903413296, 0.2580108642578125, 0.12129271775484085, -0.014168737456202507, -0.00437739584594965, 0.04841465875506401, 0.0120185362175107, 0.014881887473165989, 0.12033352255821228, 0.09745655208826065, 0.16515807807445526, -0.015097087249159813, -0.06918121874332428, -0.032951854169368744, -0.0599949024617672, -0.0955624058842659, 0.05076630041003227, 0.026420602574944496, -0.07167191058397293, 0.0035097987856715918, 0.03224627301096916, -0.041521962732076645, -0.05305474251508713, 0.03475296124815941, -0.16302673518657684, -0.04738269001245499, -0.07724214345216751, 0.043913692235946655, -0.005029910709708929, -0.02954210340976715, -0.032032400369644165, -0.052742499858140945, 0.11450628191232681, -0.06131816655397415, -0.09578090161085129, -0.11305128037929535, 0.030600784346461296, -0.1634678989648819, 0.1365661323070526, 0.02123967558145523, 0.23544830083847046, 0.1345193088054657, 0.011837652884423733, -0.061030857264995575, 0.12406332790851593, 0.09226354956626892, -0.07291146367788315, 0.08102066069841385, 0.05341880023479462, -0.003127769334241748, 0.1390497237443924, 0.0383288599550724, 0.06181265786290169, 0.04725516960024834, 0.028696328401565552, -0.05552331358194351, -0.17095905542373657, 0.0011301273480057716, -0.13904716074466705, 0.05715830251574516, 0.1876196414232254, -0.034487076103687286, 0.009563219733536243, -0.10601221770048141, 0.05711384490132332, 0.00977889820933342, 0.03090992197394371, 0.027003122493624687, -0.1454094648361206, 0.058681670576334, 0.07581718266010284, 0.03563850745558739, -0.33769673109054565, -0.052402202039957047, 0.00507599301636219, -0.00906418077647686, -0.043748293071985245, 0.14135897159576416, 0.05806826055049896, 0.06862884759902954, -0.042460858821868896, -0.1693844348192215, 0.020189376547932625, 0.1213173195719719, -0.19048075377941132, -0.06471582502126694 ]
null
null
transformers
### opus-mt-en-ee * source languages: en * target languages: ee * OPUS readme: [en-ee](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ee/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ee/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ee/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ee/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ee | 38.2 | 0.591 | | Tatoeba.en.ee | 6.0 | 0.347 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ee
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ee", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ee #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ee * source languages: en * target languages: ee * OPUS readme: en-ee * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 38.2, chr-F: 0.591 testset: URL, BLEU: 6.0, chr-F: 0.347
[ "### opus-mt-en-ee\n\n\n* source languages: en\n* target languages: ee\n* OPUS readme: en-ee\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.2, chr-F: 0.591\ntestset: URL, BLEU: 6.0, chr-F: 0.347" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ee #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ee\n\n\n* source languages: en\n* target languages: ee\n* OPUS readme: en-ee\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.2, chr-F: 0.591\ntestset: URL, BLEU: 6.0, chr-F: 0.347" ]
[ 61, 116 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ee #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ee\n\n\n* source languages: en\n* target languages: ee\n* OPUS readme: en-ee\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.2, chr-F: 0.591\ntestset: URL, BLEU: 6.0, chr-F: 0.347" ]
[ -0.11650756001472473, 0.09924785047769547, -0.004948147106915712, 0.0716160237789154, 0.05097171664237976, 0.012416851706802845, 0.0664345994591713, 0.13852459192276, 0.00445176474750042, 0.013371378183364868, 0.14698240160942078, 0.12652447819709778, 0.006686485838145018, 0.14625367522239685, -0.08574621379375458, -0.11336313188076019, 0.03149456903338432, 0.07618479430675507, -0.05533178523182869, 0.1371215134859085, 0.09915173798799515, -0.03161775320768356, 0.09609983116388321, -0.02729274332523346, -0.04193532094359398, 0.10797014087438583, -0.00017417901835869998, -0.065569669008255, 0.06451084464788437, 0.06322132796049118, 0.045176368206739426, 0.06729687005281448, -0.022666646167635918, -0.21770058572292328, 0.008502102456986904, -0.00851378869265318, -0.058138567954301834, 0.014537020586431026, 0.00942338164895773, -0.08453874289989471, 0.07047461718320847, -0.06099098548293114, -0.011862668208777905, 0.031008834019303322, -0.03042951412498951, -0.14616581797599792, -0.03721664100885391, -0.006983486469835043, -0.03317280858755112, 0.14283549785614014, -0.045899081975221634, 0.26379895210266113, -0.1439259648323059, 0.14325910806655884, 0.2618688642978668, -0.28725555539131165, -0.007983613759279251, 0.02238456718623638, 0.07069330662488937, 0.0579853318631649, -0.013866834342479706, -0.025213884189724922, 0.10217917710542679, 0.047080256044864655, -0.04374868422746658, -0.12063838541507721, -0.058704111725091934, 0.028380559757351875, -0.11364957690238953, -0.029027314856648445, 0.29621052742004395, 0.02591625042259693, -0.0844658613204956, 0.036206331104040146, -0.04348514601588249, -0.04216098040342331, 0.010308808647096157, 0.017968039959669113, 0.05285955220460892, -0.013504860922694206, 0.026635410264134407, -0.0015672396402806044, -0.09125979989767075, -0.08005943149328232, -0.11552019417285919, 0.17888563871383667, 0.05603465065360069, -0.0073464917950332165, -0.04737238213419914, 0.05077185109257698, 0.032979853451251984, -0.1233796700835228, -0.06878725439310074, -0.029910869896411896, 0.022389374673366547, 0.04904310777783394, -0.09420017898082733, -0.06564774364233017, 0.1218145489692688, 0.19105444848537445, -0.060687433928251266, 0.049747250974178314, -0.07600799202919006, 0.05922678858041763, -0.02957019954919815, 0.2053001970052719, 0.0076125143095850945, -0.05981670320034027, 0.06833042949438095, 0.017498021945357323, 0.04365014284849167, 0.02588357962667942, -0.08870609849691391, -0.09030725806951523, 0.050739187747240067, 0.09320700913667679, -0.005329487379640341, 0.04449347406625748, -0.0717664286494255, 0.00082187115913257, 0.023919258266687393, -0.1537100374698639, 0.01720440573990345, 0.05162746086716652, -0.032041072845458984, 0.04547688364982605, 0.08735371381044388, -0.05457242205739021, -0.11929463595151901, 0.0008532432839274406, -0.049657441675662994, -0.010576550848782063, -0.04235847666859627, -0.1111212745308876, 0.053408633917570114, -0.0169756431132555, 0.04477105289697647, -0.1529996544122696, -0.11435404419898987, -0.041596539318561554, 0.017238803207874298, -0.0017488116864115, -0.017507392913103104, -0.042334724217653275, -0.05492851510643959, 0.0002676193253137171, -0.051710572093725204, -0.013540356419980526, -0.09188591688871384, 0.09243354201316833, 0.06018885225057602, 0.0596897155046463, -0.07201599329710007, 0.041904956102371216, -0.15227003395557404, -0.017186546698212624, -0.09657188504934311, 0.02937816083431244, -0.130911186337471, 0.04821746423840523, -0.0632244199514389, -0.0892653688788414, -0.031341589987277985, 0.08861909806728363, 0.05961296334862709, 0.16166138648986816, -0.1319260150194168, -0.0627596452832222, 0.18462947010993958, -0.0825486034154892, -0.15602126717567444, 0.12723177671432495, 0.008415311574935913, -0.05064019560813904, 0.048669055104255676, 0.19707050919532776, -0.03191836550831795, -0.07391312718391418, 0.015098270028829575, 0.07606025040149689, 0.03838440775871277, -0.07014300674200058, 0.12023056298494339, -0.06964486837387085, -0.05624007061123848, 0.045420851558446884, -0.08346675336360931, 0.03616992011666298, -0.0005186751950532198, -0.03554008901119232, -0.0667686015367508, -0.028813669458031654, 0.019359637051820755, 0.032477375119924545, 0.02885592170059681, -0.1519373208284378, -0.10129643231630325, 0.03837137669324875, 0.09736645966768265, -0.06102101504802704, 0.06334222108125687, -0.048148609697818756, 0.119759701192379, -0.06498400121927261, 0.016288945451378822, -0.13361510634422302, 0.021460114046931267, 0.025736084207892418, -0.015419826842844486, 0.11008180677890778, 0.0631091371178627, 0.020490257069468498, -0.06141962483525276, -0.024555226787924767, -0.041913777589797974, 0.01605129800736904, -0.01904035359621048, -0.07279549539089203, -0.17664778232574463, 0.05041363090276718, -0.022325757890939713, -0.026190225034952164, -0.10806877166032791, -0.017053091898560524, 0.049221307039260864, 0.08343805372714996, -0.02321747876703739, 0.06865284591913223, -0.009899611584842205, 0.04447668790817261, -0.07968451827764511, -0.003833587048575282, 0.005733122583478689, 0.00004155884380452335, -0.10817985236644745, 0.12257073074579239, -0.05399332568049431, 0.1898389607667923, 0.21348536014556885, -0.13767075538635254, -0.010892979800701141, 0.046014923602342606, -0.02680187299847603, -0.0003389242629054934, 0.0397593192756176, -0.02516065537929535, 0.06707802414894104, -0.023731205612421036, 0.15230996906757355, -0.15265102684497833, -0.04229339212179184, -0.040453530848026276, -0.06715989857912064, -0.052366673946380615, 0.1941777467727661, 0.04605141654610634, -0.11601702123880386, 0.13230955600738525, 0.18964442610740662, -0.15054838359355927, 0.19493946433067322, -0.05583174154162407, -0.08165501058101654, 0.05359441414475441, 0.059918731451034546, -0.03241908177733421, 0.10562225431203842, -0.20969878137111664, 0.015075378119945526, 0.04144412651658058, 0.04175197333097458, 0.07096822559833527, -0.10764191299676895, -0.006963519845157862, 0.005006256978958845, -0.08070570230484009, -0.024769308045506477, 0.04054589197039604, 0.014805221930146217, 0.09483116865158081, -0.035237010568380356, -0.08166684955358505, 0.019162310287356377, -0.02246280014514923, -0.1463126540184021, 0.2287757694721222, -0.1383150964975357, -0.2091607004404068, -0.12461936473846436, 0.0754747986793518, -0.12898406386375427, -0.0032508564181625843, 0.13291111588478088, -0.11004140973091125, -0.06216607615351677, -0.08933185040950775, 0.039504729211330414, -0.0025096077006310225, -0.0018906276673078537, -0.04099474102258682, 0.04383038729429245, 0.0262548066675663, -0.16695618629455566, -0.04288046807050705, -0.02446587383747101, -0.0034188299905508757, 0.039820346981287, -0.13665439188480377, 0.11387933790683746, 0.09962537884712219, -0.02566530369222164, 0.03427242487668991, -0.013955987058579922, 0.1884079873561859, -0.05365718528628349, -0.05272077023983002, 0.12263312935829163, 0.005976368207484484, 0.00033452731440775096, 0.06756743788719177, -0.0241953544318676, -0.07494068890810013, 0.06235140189528465, 0.02913724072277546, 0.009508163668215275, -0.3147307336330414, -0.08327619731426239, -0.06950946152210236, 0.03613166883587837, 0.0007206245791167021, 0.06508060544729233, -0.06281322240829468, 0.04883120581507683, -0.013604678213596344, 0.03926319256424904, -0.012182412669062614, 0.07731007039546967, 0.1820446103811264, 0.0001701550354482606, 0.11863736808300018, -0.08483815938234329, -0.06592842936515808, 0.08652108162641525, 0.05500784143805504, 0.08236763626337051, -0.023122617974877357, 0.11639563739299774, 0.06478173285722733, 0.1249198168516159, 0.012301960960030556, 0.06314527243375778, -0.0005209164228290319, 0.012025557458400726, -0.014132705517113209, -0.07122486084699631, -0.03461326286196709, 0.06539429724216461, 0.021769851446151733, 0.015905091539025307, -0.09719476848840714, -0.08522441983222961, 0.10406152904033661, 0.10127256065607071, 0.05539998412132263, -0.19960354268550873, -0.012738986872136593, 0.048450347036123276, -0.024177461862564087, -0.032056208699941635, 0.09447942674160004, -0.013990001752972603, -0.07494597882032394, 0.08525404334068298, 0.04438348114490509, 0.11654184758663177, 0.02401203289628029, 0.02224980667233467, -0.05912446603178978, -0.00978213082998991, 0.002187249017879367, 0.11104866117238998, -0.3913077712059021, 0.2443011850118637, 0.018877189606428146, -0.0002967095060739666, -0.046786464750766754, 0.009246469475328922, 0.03834281116724014, 0.10392028838396072, 0.11124427616596222, -0.01295498851686716, -0.030285542830824852, -0.04521802067756653, 0.015123071148991585, 0.07757464796304703, 0.042992666363716125, 0.07986515015363693, 0.049792952835559845, -0.013962945900857449, -0.009276085533201694, -0.004719248972833157, 0.07396422326564789, -0.14374522864818573, -0.03191544488072395, 0.008804989978671074, 0.061856385320425034, -0.07103695720434189, -0.04179865121841431, -0.07977776229381561, -0.0933694988489151, 0.23630249500274658, -0.06180509179830551, -0.07435107231140137, -0.09310208261013031, -0.0003618416958488524, 0.132268488407135, -0.12830685079097748, -0.011633663438260555, -0.05419742688536644, -0.0020767352543771267, -0.010431845672428608, -0.12594112753868103, 0.1187933012843132, -0.07363911718130112, -0.10245008021593094, -0.021564971655607224, 0.12524880468845367, -0.08697756379842758, 0.059618182480335236, 0.024119654670357704, -0.029937904328107834, -0.07463498413562775, -0.10291692614555359, -0.022502250969409943, -0.05831952020525932, 0.045165251940488815, 0.1521405130624771, -0.15275119245052338, -0.10585341602563858, -0.030268816277384758, -0.05099719762802124, 0.16288967430591583, 0.2316075563430786, -0.04004865884780884, 0.0016691252822056413, 0.16329964995384216, -0.11112838238477707, -0.2614070177078247, 0.035400982946157455, -0.057856664061546326, 0.03399540111422539, 0.012183637358248234, -0.083160400390625, 0.06600043922662735, 0.012822040356695652, -0.024058416485786438, 0.06243668496608734, -0.13760942220687866, -0.1303073912858963, 0.21342772245407104, 0.07667195796966553, 0.22469380497932434, -0.1788981705904007, -0.060521531850099564, -0.11909487098455429, -0.21889141201972961, 0.026115495711565018, -0.10271096974611282, 0.08944735676050186, -0.03631581366062164, -0.03346438333392143, 0.011602513492107391, -0.019399451091885567, 0.13375861942768097, 0.031413476914167404, 0.030369587242603302, -0.045712996274232864, 0.044662490487098694, -0.003246291307732463, 0.029894521459937096, 0.1779143214225769, -0.15959976613521576, 0.06263697147369385, -0.16165998578071594, -0.03092946857213974, -0.06337136030197144, 0.08594875037670135, -0.029408780857920647, -0.031613320112228394, -0.06778433173894882, 0.0017034910852089524, 0.03513740375638008, 0.018208680674433708, 0.1572081595659256, -0.08569491654634476, 0.016301322728395462, 0.16200409829616547, 0.13937292993068695, -0.09991167485713959, 0.003523013787344098, 0.054806049913167953, -0.038955461233854294, 0.054286736994981766, -0.10499648749828339, 0.0665227621793747, 0.15037524700164795, -0.022747986018657684, 0.09100835025310516, 0.05476546287536621, -0.09315668791532516, -0.02264251932501793, 0.08285820484161377, -0.10344065725803375, 0.06532073765993118, -0.0382101833820343, -0.21224971115589142, 0.0035696954000741243, 0.057673707604408264, 0.1876939833164215, -0.01971091516315937, -0.01982618123292923, -0.01819401979446411, 0.002447510836645961, -0.07879891991615295, 0.1430758833885193, 0.10931887477636337, 0.006977173965424299, -0.08533293753862381, 0.09459914267063141, -0.024481208994984627, -0.08808403462171555, 0.049563340842723846, 0.12549073994159698, -0.07747259736061096, -0.11522646993398666, 0.09309060871601105, 0.14264968037605286, -0.13597194850444794, -0.07249632477760315, -0.1804579198360443, -0.10390183329582214, 0.05109161138534546, 0.13480708003044128, 0.14693789184093475, 0.027468139305710793, 0.046579066663980484, -0.05830106511712074, 0.002292047953233123, 0.0899132713675499, 0.07434545457363129, 0.0454440601170063, -0.07694350183010101, 0.008765490725636482, -0.023893820121884346, 0.11176405102014542, -0.026721348986029625, 0.04402686282992363, -0.1683417558670044, 0.052626702934503555, -0.21447086334228516, 0.022528771311044693, -0.008512408472597599, -0.0029899452347308397, 0.010189088061451912, -0.09151842445135117, -0.06850335747003555, 0.038067594170570374, -0.12366396933794022, -0.029184335842728615, -0.00044806936057284474, 0.06724238395690918, -0.13255621492862701, -0.019781088456511497, 0.06712299585342407, -0.06810896098613739, 0.07187779247760773, 0.03687537461519241, -0.07389744371175766, 0.09308471530675888, -0.15081144869327545, -0.0016165991546586156, 0.03989424929022789, 0.05736260861158371, 0.04292461648583412, -0.015017424710094929, 0.044527146965265274, 0.1331198513507843, 0.08923251181840897, 0.054854825139045715, 0.13060680031776428, -0.11414080113172531, -0.05590125173330307, -0.0949338972568512, -0.12767672538757324, -0.01261733379215002, 0.029576605185866356, 0.0792403593659401, 0.047754500061273575, 0.13122743368148804, -0.05909186229109764, -0.009181723929941654, -0.13145825266838074, 0.010140575468540192, -0.0004493666347116232, -0.07867062091827393, -0.09080133587121964, -0.008301421999931335, 0.06768884509801865, -0.019910143688321114, 0.2270706593990326, 0.024154655635356903, 0.06343617290258408, 0.03844480216503143, -0.05070572346448898, 0.13509711623191833, 0.03047608584165573, 0.15910108387470245, -0.04499851539731026, 0.009696291759610176, -0.08039168268442154, -0.03752961754798889, 0.07918527722358704, 0.015889819711446762, 0.12169823050498962, 0.1991787552833557, 0.10286364704370499, 0.18998000025749207, 0.01881498657166958, 0.01115269772708416, -0.029864713549613953, -0.10433712601661682, 0.0581807978451252, 0.10332618653774261, 0.03923751413822174, 0.14739567041397095, 0.1332365870475769, -0.11953732371330261, 0.035256512463092804, -0.05559530481696129, -0.04263247549533844, -0.17235822975635529, -0.053496476262807846, -0.12951917946338654, -0.17557509243488312, 0.03099272958934307, -0.12217631191015244, 0.009465645998716354, 0.008886974304914474, 0.06406824290752411, -0.06125909462571144, 0.08600831031799316, 0.008730709552764893, -0.09515338391065598, 0.08697713911533356, -0.03027213364839554, 0.0024906022008508444, 0.07295114547014236, 0.0034518097527325153, 0.03334382548928261, -0.03968518227338791, -0.02060871571302414, 0.045144155621528625, -0.08419691026210785, 0.020593449473381042, -0.0689002126455307, -0.03619392216205597, -0.03537408635020256, 0.03741208836436272, 0.05083594098687172, 0.21234352886676788, 0.038966886699199677, -0.003666481701657176, 0.03189602866768837, 0.14087697863578796, -0.03694869205355644, -0.0950842797756195, -0.09787189960479736, 0.12303633987903595, 0.07155373692512512, 0.08141447603702545, 0.0015703050885349512, -0.08926940709352493, -0.01898305118083954, 0.2691032588481903, 0.19586116075515747, -0.0660543367266655, 0.009375474415719509, 0.06040399149060249, 0.015918975695967674, 0.046103354543447495, 0.06239355728030205, 0.1349755823612213, 0.21735472977161407, -0.039186831563711166, -0.07228729128837585, -0.06778722256422043, -0.01592274196445942, -0.06246710196137428, 0.06355608999729156, 0.03381594270467758, -0.10033576190471649, -0.01953815668821335, 0.04167141392827034, -0.0353936031460762, -0.05609183385968208, 0.0035853770095854998, -0.17770974338054657, -0.0750100240111351, -0.03500357270240784, 0.07835329324007034, 0.005961796268820763, 0.01333148218691349, -0.044681526720523834, -0.04612413048744202, 0.061543211340904236, -0.048124443739652634, -0.13092896342277527, -0.11366002261638641, 0.03708850219845772, -0.11440719664096832, 0.12435197830200195, 0.007449684664607048, 0.1773279458284378, 0.10828394442796707, 0.06875046342611313, -0.02553163468837738, 0.11930441111326218, 0.046790048480033875, -0.027552610263228416, 0.08694569021463394, 0.007815433666110039, -0.01989208348095417, 0.0605149120092392, 0.05040491744875908, -0.005328657105565071, 0.06008822098374367, -0.0012331240577623248, -0.09133019298315048, -0.13301672041416168, 0.015286693349480629, -0.1841002255678177, 0.05750812217593193, 0.1498199850320816, -0.023571398109197617, -0.011648059822618961, -0.058656275272369385, 0.0680941641330719, -0.007576970849186182, -0.018252147361636162, 0.006062043830752373, -0.1364879608154297, 0.029730986803770065, 0.05710263177752495, 0.0131399380043149, -0.26399660110473633, -0.027908002957701683, -0.06567804515361786, -0.02398720383644104, -0.10295656323432922, 0.09513553231954575, 0.05431120842695236, 0.013752955943346024, -0.033702265471220016, -0.16331489384174347, 0.016415737569332123, 0.07339051365852356, -0.14983445405960083, -0.11153029650449753 ]
null
null
transformers
### opus-mt-en-efi * source languages: en * target languages: efi * OPUS readme: [en-efi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-efi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-efi/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-efi/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-efi/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.efi | 38.0 | 0.568 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-efi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "efi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #efi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-efi * source languages: en * target languages: efi * OPUS readme: en-efi * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 38.0, chr-F: 0.568
[ "### opus-mt-en-efi\n\n\n* source languages: en\n* target languages: efi\n* OPUS readme: en-efi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.0, chr-F: 0.568" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #efi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-efi\n\n\n* source languages: en\n* target languages: efi\n* OPUS readme: en-efi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.0, chr-F: 0.568" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #efi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-efi\n\n\n* source languages: en\n* target languages: efi\n* OPUS readme: en-efi\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.0, chr-F: 0.568" ]
[ -0.1272512823343277, 0.12209567427635193, -0.004568851552903652, 0.07057593762874603, 0.058574218302965164, 0.01065406110137701, 0.07750460505485535, 0.14478014409542084, 0.023401472717523575, -0.008655231446027756, 0.12609009444713593, 0.13663087785243988, 0.019412662833929062, 0.17118209600448608, -0.08664458990097046, -0.12433352321386337, 0.04504609480500221, 0.05765116959810257, -0.035887982696294785, 0.12485834956169128, 0.12641309201717377, -0.021594110876321793, 0.10055676102638245, -0.0162957850843668, -0.038794782012701035, 0.11785799264907837, -0.021695522591471672, -0.07552821934223175, 0.07170964032411575, 0.09005706012248993, 0.038258109241724014, 0.06015611067414284, -0.03722234070301056, -0.23255419731140137, 0.015124927274882793, -0.0001800423488020897, -0.06585998833179474, 0.003989946097135544, 0.03409098461270332, -0.0912385880947113, 0.07896798849105835, -0.03410983830690384, -0.02430158294737339, 0.01900527998805046, -0.014216764830052853, -0.12284189462661743, -0.032105445861816406, -0.007367383223026991, -0.02463553473353386, 0.15195879340171814, -0.04294690117239952, 0.24779939651489258, -0.13712890446186066, 0.14550147950649261, 0.22809013724327087, -0.2567886412143707, -0.009104825556278229, 0.009444663301110268, 0.027253080159425735, 0.04913386330008507, -0.006928732618689537, -0.04245773330330849, 0.10854129493236542, 0.04589255154132843, -0.06178715452551842, -0.11100433766841888, -0.13393330574035645, 0.01754648983478546, -0.12637373805046082, -0.020547430962324142, 0.2941637635231018, 0.0166797898709774, -0.09384358674287796, 0.020132049918174744, -0.04892585799098015, -0.023284384980797768, 0.020511554554104805, 0.01477049384266138, 0.047838933765888214, -0.009683612734079361, 0.07824943214654922, 0.005113793537020683, -0.10892225801944733, -0.0741303339600563, -0.15101297199726105, 0.19295842945575714, 0.08293939381837845, 0.009575985372066498, -0.051748473197221756, 0.05036529526114464, -0.027702363207936287, -0.1280316561460495, -0.08403372764587402, -0.03256635367870331, 0.0121627701446414, 0.04038628563284874, -0.1030307188630104, -0.07520713657140732, 0.12999258935451508, 0.19132421910762787, -0.0878557413816452, 0.048285339027643204, -0.02825659140944481, 0.053521208465099335, -0.02243509329855442, 0.17429956793785095, 0.012416176497936249, -0.05227889493107796, 0.053503215312957764, -0.0023474565241485834, 0.03144025430083275, 0.025264373049139977, -0.08164869248867035, -0.08125795423984528, 0.013099078088998795, 0.071771040558815, -0.019188979640603065, 0.04556650295853615, -0.06302253156900406, 0.0018205695087090135, 0.047970566898584366, -0.15918676555156708, 0.005545397754758596, 0.041421111673116684, -0.04898487776517868, 0.06537020206451416, 0.07934742420911789, -0.03563331067562103, -0.13065922260284424, -0.00803668238222599, -0.034378938376903534, -0.006899212021380663, -0.05325998365879059, -0.08929853141307831, 0.05544595792889595, -0.02237349934875965, 0.057654641568660736, -0.17785486578941345, -0.14039279520511627, -0.04619818925857544, 0.027247998863458633, -0.00013319900608621538, -0.02610480785369873, -0.04608985036611557, -0.0593971349298954, 0.003166645998135209, -0.05859234556555748, -0.004593470599502325, -0.10170018672943115, 0.06480138003826141, 0.07408053427934647, 0.04941128194332123, -0.0603773295879364, 0.04299813508987427, -0.14599497616291046, -0.04195384681224823, -0.08247101306915283, 0.05256212130188942, -0.12529700994491577, 0.03171190991997719, -0.0743744745850563, -0.07607967406511307, -0.03873652219772339, 0.0925590842962265, 0.05135292559862137, 0.18477952480316162, -0.16461676359176636, -0.05052270367741585, 0.18678084015846252, -0.10200849175453186, -0.1656927764415741, 0.14451807737350464, 0.005018348339945078, -0.02712484449148178, 0.04330480843782425, 0.18603558838367462, -0.011118080466985703, -0.07252612709999084, 0.007818897254765034, 0.09001605957746506, 0.042906325310468674, -0.0832151398062706, 0.12135560065507889, -0.0535745695233345, -0.0066984593868255615, 0.033724453300237656, -0.07852399349212646, 0.0493464320898056, -0.0025620071683079004, -0.038621071726083755, -0.04836165904998779, -0.03785664215683937, 0.0008847652352415025, 0.02568720281124115, 0.04877151921391487, -0.1534213125705719, -0.09329414367675781, -0.003759802086278796, 0.10835492610931396, -0.04710428789258003, 0.06183827295899391, -0.055420637130737305, 0.11403457075357437, -0.03109375573694706, 0.017064034938812256, -0.13496829569339752, 0.029228543862700462, 0.025288023054599762, 0.000227993237785995, 0.08664295077323914, 0.046288441866636276, 0.01737048663198948, -0.05672900006175041, -0.008173130452632904, -0.045230966061353683, 0.04625397548079491, -0.03171100467443466, -0.0845930352807045, -0.16812556982040405, 0.06630732119083405, -0.026896055787801743, 0.0007925982354208827, -0.12926578521728516, -0.00078558613313362, 0.02351621352136135, 0.09814854711294174, -0.022854696959257126, 0.0760069489479065, -0.009108621627092361, 0.030975084751844406, -0.0854775607585907, -0.0023578256368637085, -0.006490337196737528, 0.002170962281525135, -0.10106579959392548, 0.15898460149765015, -0.03376082703471184, 0.22133293747901917, 0.20259089767932892, -0.1575031578540802, -0.007310494780540466, 0.039280109107494354, -0.016246210783720016, 0.0035280596930533648, 0.02400243654847145, 0.0007535265758633614, 0.10080289840698242, -0.020982688292860985, 0.14595548808574677, -0.14172333478927612, -0.05018012598156929, -0.051915377378463745, -0.07469113916158676, -0.04953907057642937, 0.19600997865200043, 0.050826575607061386, -0.12322086095809937, 0.12922923266887665, 0.18184392154216766, -0.16083687543869019, 0.1784161925315857, -0.05486675724387169, -0.08136864006519318, 0.08970879763364792, 0.06510233134031296, -0.03946302458643913, 0.06129729747772217, -0.20158183574676514, 0.007915178313851357, 0.04641158878803253, 0.05224371328949928, 0.07751354575157166, -0.11722321808338165, -0.003415188053622842, 0.02630448155105114, -0.08558238297700882, -0.00937025249004364, 0.04965921491384506, 0.005811840761452913, 0.08771735429763794, -0.06427424401044846, -0.08334088325500488, 0.022545503452420235, -0.023137135431170464, -0.15731284022331238, 0.24899441003799438, -0.12003587186336517, -0.18678703904151917, -0.11133293062448502, 0.04263624921441078, -0.11039330810308456, -0.001092467806302011, 0.14728331565856934, -0.10272350162267685, -0.061353594064712524, -0.09392572939395905, 0.03631800785660744, -0.001958173234015703, -0.01343098096549511, -0.047258418053388596, 0.013692976906895638, 0.0075849443674087524, -0.1584257334470749, -0.03811994567513466, -0.007277947384864092, -0.003627221565693617, 0.06109436973929405, -0.1472068428993225, 0.11156276613473892, 0.08353181183338165, -0.028396207839250565, 0.0270234402269125, -0.027722276747226715, 0.2177988588809967, -0.07054528594017029, -0.044526778161525726, 0.1791360080242157, 0.013962610624730587, 0.014169254340231419, 0.07481720298528671, -0.039675336331129074, -0.07268191874027252, 0.06735775619745255, 0.033864036202430725, 0.010706714354455471, -0.3188319504261017, -0.06432776153087616, -0.07696670293807983, -0.0012597021413967013, -0.014039776287972927, 0.07139681279659271, -0.045738715678453445, 0.07542232424020767, -0.022875085473060608, 0.023105023428797722, -0.013411609455943108, 0.06794468313455582, 0.15972281992435455, 0.008911307901144028, 0.1237097755074501, -0.09378428757190704, -0.06871368736028671, 0.0969114899635315, 0.06672278791666031, 0.0856839120388031, -0.02985212579369545, 0.11696938425302505, 0.06894808262586594, 0.13001342117786407, 0.012017428874969482, 0.07645456492900848, -0.008224858902394772, 0.0023887320421636105, -0.01958070509135723, -0.05928269773721695, -0.04437706246972084, 0.06703905016183853, -0.010876613669097424, 0.002045174827799201, -0.09988641738891602, -0.05081263557076454, 0.1057317927479744, 0.10012193024158478, 0.03139486908912659, -0.21515098214149475, -0.0053739058785140514, 0.04578571021556854, -0.04464433714747429, -0.0349225252866745, 0.09734798967838287, -0.0004970302106812596, -0.08028560131788254, 0.102163165807724, 0.048770707100629807, 0.1265529841184616, 0.0036350672598928213, 0.010610870085656643, -0.048278577625751495, -0.007633453235030174, 0.0043337587267160416, 0.11646581441164017, -0.39513635635375977, 0.22465388476848602, 0.0011112354695796967, 0.014922753907740116, -0.07472868263721466, 0.01630232110619545, 0.06006976217031479, 0.11597983539104462, 0.1100371778011322, -0.01648499071598053, -0.04862739518284798, -0.03975855931639671, 0.017969364300370216, 0.06886875629425049, 0.03442297503352165, 0.07367639988660812, 0.04755545035004616, -0.006754028145223856, 0.013098661787807941, -0.015577360987663269, 0.1472458392381668, -0.13992223143577576, -0.05858771875500679, 0.0010548580903559923, 0.10081683844327927, -0.07084257900714874, -0.03942633047699928, -0.09504677355289459, -0.12420974671840668, 0.19450901448726654, -0.0644499883055687, -0.09886591881513596, -0.10647263377904892, -0.024912139400839806, 0.12302161753177643, -0.1428784430027008, -0.015477173030376434, -0.056929994374513626, 0.0036419678945094347, -0.019651103764772415, -0.11825598776340485, 0.10365424305200577, -0.098484106361866, -0.07215989381074905, -0.02279423177242279, 0.09009391069412231, -0.0709117129445076, 0.05497988313436508, 0.01862368918955326, -0.04614868760108948, -0.07469304651021957, -0.1023026630282402, -0.04459609091281891, -0.06307626515626907, 0.03467762842774391, 0.1463364213705063, -0.11294787377119064, -0.10842423886060715, -0.04463796690106392, -0.07428361475467682, 0.16416305303573608, 0.1999591588973999, -0.015576407313346863, -0.02385537326335907, 0.15631021559238434, -0.10688954591751099, -0.24942801892757416, 0.010152402333915234, -0.02840558998286724, 0.03911101818084717, -0.009353192523121834, -0.07970323413610458, 0.08593376725912094, 0.016856161877512932, -0.031994353979825974, 0.09072733670473099, -0.13905271887779236, -0.11962572485208511, 0.21586665511131287, 0.08759471774101257, 0.20154649019241333, -0.18706496059894562, -0.04753005504608154, -0.0972152128815651, -0.23319783806800842, 0.021025361493229866, -0.10134446620941162, 0.07813931256532669, -0.01590614765882492, -0.011234147474169731, -0.0047139972448349, -0.01113939844071865, 0.13689999282360077, 0.04172671213746071, 0.03670378029346466, -0.04750382527709007, 0.080995112657547, -0.07281666249036789, 0.03244847059249878, 0.1839214712381363, -0.14643029868602753, 0.05660199746489525, -0.18075338006019592, -0.04028788581490517, -0.04677753150463104, 0.06998135149478912, -0.02025633677840233, -0.033376093953847885, -0.051160480827093124, 0.0010837521404027939, 0.04627550393342972, 0.020176229998469353, 0.16794586181640625, -0.08868741989135742, 0.0293633583933115, 0.15092001855373383, 0.12930187582969666, -0.11024325340986252, 0.0014326188247650862, 0.027819063514471054, -0.02501852810382843, 0.057951420545578, -0.11900027096271515, 0.056738030165433884, 0.15437062084674835, -0.03400401026010513, 0.09217832237482071, 0.04923779144883156, -0.09621567279100418, -0.02509039267897606, 0.09270776808261871, -0.07681957632303238, 0.06851539015769958, -0.03267402946949005, -0.1614524871110916, 0.006621839012950659, 0.06017421931028366, 0.1729670912027359, -0.030975177884101868, -0.018352849408984184, -0.04081640765070915, -0.003983736969530582, -0.07182713598012924, 0.16735005378723145, 0.10536113381385803, 0.00542387505993247, -0.09356469660997391, 0.10304787009954453, -0.017998339608311653, -0.08402213454246521, 0.04350307956337929, 0.14140857756137848, -0.07976265996694565, -0.12298843264579773, 0.08556229621171951, 0.13677333295345306, -0.1770671010017395, -0.1133933961391449, -0.16120851039886475, -0.10411352664232254, 0.05581848323345184, 0.11924570053815842, 0.15701580047607422, 0.00017977695097215474, 0.04385707899928093, -0.06579206883907318, 0.0311002004891634, 0.07279264181852341, 0.08812607079744339, 0.03877945989370346, -0.08296696096658707, -0.0060500456020236015, -0.02464703842997551, 0.1216743141412735, -0.02665991522371769, 0.04737939313054085, -0.13314221799373627, 0.060366809368133545, -0.19363529980182648, 0.049803297966718674, -0.006551709957420826, 0.009097389876842499, 0.02152441069483757, -0.09895944595336914, -0.06933171302080154, 0.04004145413637161, -0.12946322560310364, -0.023291252553462982, -0.0029629196505993605, 0.07217993587255478, -0.12277822941541672, -0.02771487832069397, 0.057156965136528015, -0.058656834065914154, 0.0769825354218483, 0.05607711523771286, -0.09005701541900635, 0.09462974220514297, -0.1617072969675064, 0.004170455504208803, 0.042184945195913315, 0.07111676037311554, 0.04885666072368622, -0.011232348158955574, 0.04851324483752251, 0.14311020076274872, 0.07277337461709976, 0.03490310162305832, 0.08138315379619598, -0.10932213813066483, -0.06797929108142853, -0.11010820418596268, -0.10447721183300018, -0.017583074048161507, 0.02769399993121624, 0.08976668864488602, 0.041403498500585556, 0.14994941651821136, -0.0576946847140789, -0.0005893354536965489, -0.11373860388994217, 0.020037246868014336, 0.018576398491859436, -0.07825161516666412, -0.10331180691719055, -0.019594985991716385, 0.06363450735807419, -0.026970496401190758, 0.22469952702522278, 0.01336179580539465, 0.08296411484479904, 0.031535644084215164, -0.05723639950156212, 0.14890316128730774, 0.010542565956711769, 0.1439676284790039, -0.031211528927087784, 0.018597634509205818, -0.07922838628292084, -0.03400189056992531, 0.0865805372595787, -0.001282125129364431, 0.1075446754693985, 0.20500120520591736, 0.09066683799028397, 0.2178705632686615, -0.02386626973748207, 0.010062881745398045, -0.0012301518581807613, -0.1256513148546219, 0.05343808978796005, 0.06325318664312363, 0.04984535649418831, 0.11563700437545776, 0.16406317055225372, -0.11816627532243729, 0.03209243342280388, -0.056095290929079056, -0.03824922442436218, -0.17597591876983643, -0.10518679767847061, -0.1275157332420349, -0.15769211947917938, 0.02670319378376007, -0.13316389918327332, 0.0052939956076443195, 0.040789809077978134, 0.08517657220363617, -0.06290740519762039, 0.079512819647789, 0.004610035568475723, -0.10179898887872696, 0.08868926018476486, -0.03973939269781113, 0.03922637924551964, 0.0695061907172203, -0.011826490052044392, 0.04027441889047623, -0.025894291698932648, -0.01088815089315176, 0.026564685627818108, -0.07252724468708038, 0.046006157994270325, -0.06544490903615952, -0.028311630710959435, -0.038450758904218674, 0.043275654315948486, 0.055744949728250504, 0.23769338428974152, 0.04317936673760414, 0.015177832916378975, 0.03772088885307312, 0.13352228701114655, -0.03340805694460869, -0.12112753093242645, -0.11570253223180771, 0.12371815741062164, 0.08500164747238159, 0.08854638040065765, 0.009046242572367191, -0.0983651727437973, -0.047959160059690475, 0.2856098711490631, 0.186119943857193, -0.09568076580762863, -0.0016223659040406346, 0.06781478971242905, 0.01975638046860695, 0.05417473986744881, 0.04422597587108612, 0.16010253131389618, 0.2180374413728714, -0.050760820508003235, -0.04647155851125717, -0.06043093279004097, 0.00859086588025093, -0.08295375108718872, 0.08525542914867401, 0.03361537307500839, -0.08484120666980743, -0.010555408895015717, 0.045281000435352325, -0.04286867380142212, -0.06313490122556686, -0.01996331848204136, -0.15274034440517426, -0.08831413835287094, -0.03586892783641815, 0.06140361353754997, 0.0379713736474514, 0.0031794924288988113, -0.03559282794594765, -0.03511438146233559, 0.036517832428216934, -0.03202254697680473, -0.1227896511554718, -0.10302727669477463, 0.03285208344459534, -0.0987100899219513, 0.11243844032287598, 0.01415772084146738, 0.1846160590648651, 0.10508695244789124, 0.06470474600791931, -0.015306198969483376, 0.13872554898262024, 0.04103606939315796, -0.016833974048495293, 0.07391076534986496, 0.0007493270095437765, -0.016316335648298264, 0.03405274078249931, 0.05992380529642105, -0.02517091855406761, 0.06956614553928375, 0.01299595832824707, -0.08186181634664536, -0.1398969441652298, 0.045612726360559464, -0.1945805698633194, 0.054311949759721756, 0.15337756276130676, -0.006883889436721802, -0.0106963487342, -0.05684840679168701, 0.0797078087925911, -0.0028956225141882896, -0.053229980170726776, -0.003113347105681896, -0.11819328367710114, 0.03224276751279831, 0.026054229587316513, 0.025201911106705666, -0.2293408364057541, -0.007958241738379002, -0.08561046421527863, -0.02326672337949276, -0.10281254351139069, 0.07420790195465088, 0.0703122541308403, 0.020843712612986565, -0.036846935749053955, -0.20108945667743683, 0.006696588825434446, 0.06688854843378067, -0.13042275607585907, -0.11280541867017746 ]
null
null
transformers
### opus-mt-en-el * source languages: en * target languages: el * OPUS readme: [en-el](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-el/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-el/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-el/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-el/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.el | 56.4 | 0.745 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-el
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "el", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #el #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-el * source languages: en * target languages: el * OPUS readme: en-el * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 56.4, chr-F: 0.745
[ "### opus-mt-en-el\n\n\n* source languages: en\n* target languages: el\n* OPUS readme: en-el\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 56.4, chr-F: 0.745" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #el #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-el\n\n\n* source languages: en\n* target languages: el\n* OPUS readme: en-el\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 56.4, chr-F: 0.745" ]
[ 61, 101 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #el #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-el\n\n\n* source languages: en\n* target languages: el\n* OPUS readme: en-el\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 56.4, chr-F: 0.745" ]
[ -0.09543634951114655, 0.13321736454963684, -0.004756525624543428, 0.07620645314455032, 0.07533228397369385, 0.004995774477720261, 0.07931350916624069, 0.1367444097995758, -0.01773984357714653, -0.017482103779911995, 0.12651152908802032, 0.15885783731937408, 0.012740286998450756, 0.1214323490858078, -0.1007552519440651, -0.14145372807979584, 0.03379038721323013, 0.05252014845609665, -0.03810235112905502, 0.12999890744686127, 0.10124386101961136, -0.022333282977342606, 0.10630868375301361, -0.03199909254908562, -0.013511001132428646, 0.10719373822212219, 0.003188281087204814, -0.09181662648916245, 0.06700801104307175, 0.0754302367568016, 0.04689688980579376, 0.06919323652982712, -0.023501235991716385, -0.21121424436569214, 0.013460769318044186, -0.005723334848880768, -0.06590629369020462, 0.01958630234003067, 0.03861518204212189, -0.10050734877586365, 0.12086359411478043, -0.06573290377855301, -0.011065131053328514, 0.03349651023745537, -0.05891049653291702, -0.12123264372348785, -0.04649461433291435, -0.024922730401158333, -0.022393209859728813, 0.13775119185447693, -0.03597182407975197, 0.2550247311592102, -0.12293887883424759, 0.13920670747756958, 0.22560985386371613, -0.30929696559906006, -0.016802024096250534, 0.047526322305202484, 0.0702645555138588, 0.08756262063980103, -0.011418052017688751, -0.002017869148403406, 0.09406815469264984, 0.03518518805503845, -0.04871724545955658, -0.13253390789031982, -0.11088091880083084, 0.03245740756392479, -0.11517291516065598, -0.03518665209412575, 0.263264924287796, 0.0038335470017045736, -0.07692861557006836, 0.04620763286948204, -0.04711795598268509, -0.025008443742990494, 0.005704186856746674, 0.02119394578039646, 0.0589081346988678, 0.014491098932921886, 0.038003817200660706, -0.016926303505897522, -0.0883813425898552, -0.049826305359601974, -0.14857009053230286, 0.1589348465204239, 0.05453674495220184, -0.0012968395603820682, -0.031769875437021255, 0.03683649003505707, 0.0036144156474620104, -0.13200493156909943, -0.047583822160959244, -0.04813343286514282, 0.03327883407473564, 0.046010762453079224, -0.0931660383939743, -0.06666197627782822, 0.12839651107788086, 0.15977750718593597, -0.05598859488964081, 0.03800756856799126, -0.08076157420873642, 0.05862746760249138, -0.03490027040243149, 0.20292231440544128, 0.0030292219016700983, -0.06288652122020721, 0.05328065901994705, -0.0017979942495003343, 0.04444802552461624, 0.014947425574064255, -0.10831405222415924, -0.0768480896949768, 0.015169678255915642, 0.09486646205186844, 0.00453550647944212, 0.04959812015295029, -0.056141335517168045, -0.003772307885810733, 0.016092129051685333, -0.15052618086338043, 0.0213832575827837, 0.024766147136688232, -0.024348560720682144, 0.05850925296545029, 0.08485008776187897, -0.009505120106041431, -0.11653292179107666, 0.0026214311365038157, -0.03833504393696785, 0.011872449889779091, -0.05002208426594734, -0.10550596565008163, 0.03160570561885834, -0.023267649114131927, 0.04458580166101456, -0.16707469522953033, -0.1079830750823021, -0.04792856425046921, 0.03944677487015724, 0.0014484795974567533, -0.02301890216767788, -0.04260571673512459, -0.04924251511693001, -0.0035154642537236214, -0.051960889250040054, -0.0052302926778793335, -0.0953935980796814, 0.08399464935064316, 0.06572549045085907, 0.05793632194399834, -0.07665035873651505, 0.041735175997018814, -0.1552654355764389, -0.029897937551140785, -0.10344799607992172, 0.043470703065395355, -0.10590191185474396, 0.06749455630779266, -0.08338674902915955, -0.08227317035198212, -0.0010163021506741643, 0.09225859493017197, 0.049588508903980255, 0.15004444122314453, -0.13309691846370697, -0.0394262820482254, 0.18587838113307953, -0.07820552587509155, -0.16027097404003143, 0.1250266134738922, 0.002505829092115164, -0.03663437440991402, 0.05564018711447716, 0.19355769455432892, -0.018407484516501427, -0.08004309237003326, 0.026004882529377937, 0.07496855407953262, 0.035137537866830826, -0.06550627201795578, 0.1300252377986908, -0.049116238951683044, -0.07592827826738358, 0.04348205775022507, -0.08509428799152374, 0.03436220809817314, 0.009150030091404915, -0.05402504280209541, -0.0577150322496891, -0.029198026284575462, 0.022658677771687508, 0.02908768132328987, 0.03158080577850342, -0.1381404846906662, -0.08314289152622223, 0.01968616060912609, 0.07835206389427185, -0.03406371921300888, 0.055300671607255936, -0.063834048807621, 0.07063936442136765, -0.08197760581970215, 0.016468876972794533, -0.12882132828235626, 0.04746033251285553, 0.002581613138318062, 0.039471011608839035, 0.1236640065908432, 0.05256802216172218, 0.01732351817190647, -0.05982081964612007, -0.02720075100660324, -0.036178212612867355, 0.04288727790117264, -0.02562451735138893, -0.07919538766145706, -0.16588784754276276, 0.06350629031658173, -0.019993174821138382, -0.07097910344600677, -0.0994676798582077, -0.013156895525753498, -0.016909949481487274, 0.05563616007566452, -0.033288247883319855, 0.08549436926841736, -0.0060560693964362144, 0.05558702349662781, -0.08277156949043274, -0.008715854026377201, 0.024561161175370216, 0.019063318148255348, -0.11667298525571823, 0.16659006476402283, -0.06908924877643585, 0.20947383344173431, 0.20898474752902985, -0.1653275340795517, 0.013491990976035595, 0.04572327807545662, -0.02158942259848118, 0.0011366360122337937, 0.04254435747861862, 0.016088150441646576, 0.11207554489374161, -0.0278011467307806, 0.14378198981285095, -0.14505188167095184, -0.016008831560611725, -0.04809129983186722, -0.08749889582395554, -0.05222167819738388, 0.19073764979839325, 0.050120048224925995, -0.11861403286457062, 0.13521993160247803, 0.1881319284439087, -0.15236614644527435, 0.15919363498687744, -0.05191443860530853, -0.06002754718065262, 0.06397389620542526, 0.04855315014719963, -0.015049709938466549, 0.04878901317715645, -0.17549972236156464, 0.013427872210741043, 0.05136922374367714, 0.03771376609802246, 0.062956303358078, -0.11140244454145432, -0.011221355758607388, 0.022997595369815826, -0.06983751058578491, -0.023532625287771225, 0.03281455114483833, 0.018220460042357445, 0.09785623103380203, -0.04495809227228165, -0.084940105676651, 0.009189657866954803, -0.014365028589963913, -0.13366656005382538, 0.21606594324111938, -0.13083906471729279, -0.19835959374904633, -0.12260802090167999, 0.029577186331152916, -0.13136157393455505, 0.018453281372785568, 0.1469755917787552, -0.09828535467386246, -0.0574633814394474, -0.08316750079393387, 0.02539023384451866, -0.02181532233953476, -0.007851039059460163, -0.04253251478075981, 0.04441665858030319, 0.00477719958871603, -0.15008868277072906, -0.04575730115175247, -0.0042627970688045025, -0.045804623514413834, 0.05296287685632706, -0.14161305129528046, 0.11474986374378204, 0.09916196018457413, -0.03175906836986542, 0.019569411873817444, -0.020337974652647972, 0.16819363832473755, -0.0515829399228096, -0.06012510508298874, 0.1828751116991043, 0.01595366932451725, 0.018749110400676727, 0.08864762634038925, -0.026865772902965546, -0.07097094506025314, 0.07150999456644058, 0.0255905669182539, -0.00677642785012722, -0.3198188543319702, -0.08389130234718323, -0.08196251094341278, 0.036900632083415985, 0.016297532245516777, 0.05850343406200409, -0.04018053412437439, 0.07028097659349442, -0.02236694097518921, 0.041891418397426605, -0.016085335984826088, 0.08681133389472961, 0.16066381335258484, 0.007326973602175713, 0.13759160041809082, -0.0888846144080162, -0.08283748477697372, 0.09584765881299973, 0.0583803690969944, 0.05802668631076813, -0.00027911868528462946, 0.1121310144662857, 0.06916150450706482, 0.11466160416603088, 0.013829994015395641, 0.06363242119550705, -0.00045956886606290936, 0.014274650253355503, -0.027740832418203354, -0.07986947894096375, -0.053259920328855515, 0.06563664227724075, 0.008777102455496788, 0.00003457684215391055, -0.08830535411834717, -0.054418597370386124, 0.1040988340973854, 0.07821488380432129, 0.017483709380030632, -0.21894752979278564, 0.00958905927836895, 0.0560714416205883, -0.01418718695640564, -0.039952028542757034, 0.09178146719932556, -0.02316165342926979, -0.06905625015497208, 0.1014055460691452, 0.03590847924351692, 0.1385802924633026, 0.02376927062869072, 0.024972109124064445, -0.07304614782333374, -0.03123653121292591, 0.0069139264523983, 0.12042594701051712, -0.4355919063091278, 0.2185153216123581, 0.01464003138244152, 0.005546238273382187, -0.042526524513959885, 0.010751639492809772, 0.059535957872867584, 0.11824139952659607, 0.1095290333032608, -0.015517843887209892, -0.07172103226184845, -0.014217149466276169, -0.009598612785339355, 0.07262212038040161, 0.021709522232413292, 0.056113243103027344, 0.04940773546695709, -0.023381313309073448, 0.0006553386920131743, -0.016784118488430977, 0.11706975102424622, -0.14660318195819855, -0.057489585131406784, 0.0029502157121896744, 0.06863079220056534, -0.041197262704372406, -0.025734208524227142, -0.07694358378648758, -0.12298234552145004, 0.23823238909244537, -0.015529680997133255, -0.09132041037082672, -0.10218475759029388, -0.03376361355185509, 0.11509433388710022, -0.12349619716405869, -0.02165420725941658, -0.05122089385986328, -0.016851413995027542, -0.025937795639038086, -0.13208487629890442, 0.12175159901380539, -0.08270793408155441, -0.08123201876878738, -0.023990320041775703, 0.10599329322576523, -0.102274090051651, 0.06530358642339706, 0.0253528393805027, -0.022909991443157196, -0.08298378437757492, -0.10547494143247604, -0.04409768432378769, -0.04982961341738701, 0.09735510498285294, 0.12018518894910812, -0.1334378868341446, -0.09600311517715454, -0.04182969033718109, -0.06875190138816833, 0.16823619604110718, 0.19047608971595764, -0.027538903057575226, 0.003874487243592739, 0.14945711195468903, -0.12235300242900848, -0.2540716230869293, -0.004463394172489643, -0.05266491696238518, 0.021412959322333336, 0.02819179557263851, -0.08304677903652191, 0.05385703966021538, -0.005251898895949125, -0.03285522386431694, 0.04803193733096123, -0.17849789559841156, -0.11932657659053802, 0.2080385833978653, 0.07709531486034393, 0.24418555200099945, -0.1925913691520691, -0.05369265004992485, -0.12943683564662933, -0.22116415202617645, 0.043875936418771744, -0.09227488934993744, 0.08224447816610336, -0.02262864261865616, -0.014779099263250828, 0.008522099815309048, -0.0112008610740304, 0.14247740805149078, 0.022651955485343933, 0.032548148185014725, -0.05992709472775459, 0.032521266490221024, -0.028935234993696213, 0.017094815149903297, 0.15175069868564606, -0.16591320931911469, 0.061047472059726715, -0.1853858232498169, -0.033863622695207596, -0.03653229400515556, 0.071511410176754, -0.020990561693906784, -0.04593043029308319, -0.052351683378219604, -0.012584268115460873, 0.05508213862776756, 0.01816892996430397, 0.19902217388153076, -0.09714741259813309, 0.037923023104667664, 0.16352713108062744, 0.1221546158194542, -0.0788852646946907, 0.018366940319538116, 0.03178692236542702, -0.024955203756690025, 0.05940651148557663, -0.12356821447610855, 0.07428286224603653, 0.15216441452503204, -0.045594722032547, 0.0874299630522728, 0.05369996279478073, -0.05570271611213684, -0.02291708067059517, 0.08605790883302689, -0.0917273536324501, 0.07031343877315521, -0.04180629551410675, -0.13180674612522125, 0.019142700359225273, 0.03901394456624985, 0.18273389339447021, -0.03284938260912895, -0.03655261918902397, -0.016461333259940147, 0.012039120309054852, -0.07095459848642349, 0.12218646705150604, 0.08332426846027374, -0.00044356664875522256, -0.09296110272407532, 0.09835969656705856, 0.008706042543053627, -0.10990836471319199, 0.02309742383658886, 0.1400335431098938, -0.07441531866788864, -0.12350322306156158, 0.12587103247642517, 0.16647370159626007, -0.16168859601020813, -0.08482757955789566, -0.16219601035118103, -0.10342421382665634, 0.04756660759449005, 0.10513661056756973, 0.14227116107940674, 0.01695253886282444, 0.03155466541647911, -0.07392538338899612, 0.023173034191131592, 0.07154996693134308, 0.0581883080303669, 0.04629405587911606, -0.08308643102645874, 0.004771231673657894, -0.030519235879182816, 0.11635570228099823, -0.03149111196398735, 0.0435105599462986, -0.16210593283176422, 0.0576806403696537, -0.19171807169914246, 0.05737888440489769, -0.018411101773381233, 0.005023593083024025, 0.008394578471779823, -0.10036688297986984, -0.06659235805273056, 0.029644250869750977, -0.12316928058862686, -0.027763916179537773, -0.021855507045984268, 0.08297809958457947, -0.11304143071174622, -0.02312636934220791, 0.05940169468522072, -0.04675542190670967, 0.0483209490776062, 0.031420476734638214, -0.0841684564948082, 0.08038297295570374, -0.14633730053901672, 0.011181628331542015, 0.04887824505567551, 0.060556549578905106, 0.04513179138302803, -0.012124321423470974, 0.04376909136772156, 0.1379736065864563, 0.07472378015518188, 0.037591978907585144, 0.10912405699491501, -0.1321564018726349, -0.05590103939175606, -0.08089391887187958, -0.12190202623605728, 0.007590389344841242, 0.017447995021939278, 0.08872881531715393, 0.0554623082280159, 0.14456407725811005, -0.06635189801454544, -0.003882755758240819, -0.12198673188686371, 0.013096154667437077, -0.0012595484731718898, -0.08758667856454849, -0.08753758668899536, -0.037950046360492706, 0.0616113543510437, -0.007209715433418751, 0.21187277138233185, 0.06783196330070496, 0.08448755741119385, 0.028330693021416664, -0.03363215923309326, 0.1422552764415741, 0.020697347819805145, 0.18572008609771729, -0.025227664038538933, 0.01855025440454483, -0.05877132713794708, -0.025690704584121704, 0.08441607654094696, 0.010010465048253536, 0.10956063121557236, 0.20421896874904633, 0.13411378860473633, 0.18253159523010254, -0.01371782086789608, 0.02971196547150612, -0.04687885940074921, -0.13377663493156433, 0.08115290105342865, 0.07675417512655258, 0.021485891193151474, 0.09685201197862625, 0.1646052896976471, -0.10850498825311661, 0.05156412348151207, -0.046205248683691025, -0.025978893041610718, -0.18069685995578766, -0.07913800328969955, -0.13393226265907288, -0.1662403643131256, 0.011721927672624588, -0.1218586340546608, 0.023764565587043762, 0.04201839864253998, 0.062095772475004196, -0.0639948844909668, 0.05288377031683922, -0.011709651909768581, -0.11233416944742203, 0.06548313796520233, -0.03680307790637016, 0.04437785968184471, 0.07815038412809372, 0.00657943869009614, 0.030549854040145874, -0.014207045547664165, -0.001856067101471126, 0.05036352202296257, -0.06982676684856415, 0.031067075207829475, -0.08169424533843994, -0.041227322071790695, -0.03980352357029915, 0.03145990148186684, 0.05385382100939751, 0.23113767802715302, 0.03861718252301216, 0.0019386529456824064, 0.04576163738965988, 0.1977742463350296, -0.05123981833457947, -0.11412573605775833, -0.09734221547842026, 0.16539965569972992, 0.06810855865478516, 0.08106981217861176, -0.013071805238723755, -0.07213616371154785, -0.027941588312387466, 0.2783440947532654, 0.2014838308095932, -0.07278576493263245, 0.000026527119189267978, 0.03886210173368454, 0.020581725984811783, 0.06677435338497162, 0.06347627192735672, 0.14459668099880219, 0.19358833134174347, -0.059107862412929535, -0.061390772461891174, -0.07336986809968948, 0.010842007584869862, -0.08508112281560898, 0.07885035872459412, 0.022410238161683083, -0.09885179996490479, 0.00845371838659048, 0.06734258681535721, -0.05441165342926979, -0.029733886942267418, -0.017469197511672974, -0.15941503643989563, -0.07185173779726028, -0.028759878128767014, 0.11809907108545303, 0.027874013409018517, 0.01093041617423296, -0.026000775396823883, -0.04537121206521988, 0.015326833352446556, -0.031640198081731796, -0.12540456652641296, -0.0951065868139267, 0.025351904332637787, -0.10100650787353516, 0.11475057154893875, 0.009106564335525036, 0.14506857097148895, 0.09494056552648544, 0.06650475412607193, -0.01875084452331066, 0.12267220765352249, 0.03787004575133324, -0.02259419858455658, 0.10380115360021591, -0.017729103565216064, -0.02526472881436348, 0.028338579460978508, 0.053154341876506805, -0.025726238265633583, 0.05893857404589653, -0.011432697996497154, -0.07278220355510712, -0.11411090195178986, 0.024752801284193993, -0.18934132158756256, 0.05870917811989784, 0.13469727337360382, -0.016565119847655296, 0.005147749558091164, -0.05814569443464279, 0.06173347681760788, -0.012899886816740036, -0.022395385429263115, -0.012505094520747662, -0.11634674668312073, 0.0018905242905020714, 0.057597290724515915, 0.034128740429878235, -0.2538573443889618, -0.005091838538646698, -0.07894768565893173, -0.02028948813676834, -0.12042306363582611, 0.07380232959985733, 0.054286763072013855, 0.0006335612270049751, -0.036226172000169754, -0.23142433166503906, 0.03315524756908417, 0.07299414277076721, -0.13938793540000916, -0.10025590658187866 ]
null
null
transformers
### opus-mt-en-eo * source languages: en * target languages: eo * OPUS readme: [en-eo](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-eo/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-eo/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-eo/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-eo/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.eo | 49.5 | 0.682 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-eo
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "eo", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-eo * source languages: en * target languages: eo * OPUS readme: en-eo * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 49.5, chr-F: 0.682
[ "### opus-mt-en-eo\n\n\n* source languages: en\n* target languages: eo\n* OPUS readme: en-eo\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 49.5, chr-F: 0.682" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-eo\n\n\n* source languages: en\n* target languages: eo\n* OPUS readme: en-eo\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 49.5, chr-F: 0.682" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-eo\n\n\n* source languages: en\n* target languages: eo\n* OPUS readme: en-eo\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 49.5, chr-F: 0.682" ]
[ -0.10207398980855942, 0.10656806826591492, -0.005688279401510954, 0.0600147545337677, 0.06506489217281342, 0.018307318910956383, 0.06779545545578003, 0.1386168748140335, 0.013623405247926712, -0.005245060659945011, 0.12745529413223267, 0.1516723930835724, 0.015697332099080086, 0.16540023684501648, -0.09777454286813736, -0.1420028805732727, 0.039436448365449905, 0.07920552045106888, -0.09897062927484512, 0.0989091619849205, 0.1235223114490509, -0.024287868291139603, 0.09285692870616913, 0.0008495195070281625, -0.0129392696544528, 0.1343601942062378, -0.02827882207930088, -0.07275430858135223, 0.05662266165018082, 0.09408235549926758, 0.025425083935260773, 0.08004529774188995, -0.026120835915207863, -0.22280435264110565, 0.012062468566000462, -0.006075735669583082, -0.10086707770824432, -0.0020745585206896067, 0.009255567565560341, -0.10473337769508362, 0.04370521008968353, -0.07367026805877686, -0.022328011691570282, 0.011792720295488834, -0.011999697424471378, -0.12922394275665283, -0.0059038009494543076, -0.0434735007584095, -0.010101393796503544, 0.16772401332855225, -0.05035489425063133, 0.25242847204208374, -0.13113969564437866, 0.11511190235614777, 0.24153313040733337, -0.22227436304092407, -0.0037097700405865908, 0.00113832822535187, 0.04328220337629318, 0.04017673805356026, -0.019272994250059128, -0.04898824542760849, 0.11560788005590439, 0.03590837121009827, -0.04286596179008484, -0.11823400855064392, -0.05783306062221527, 0.027844863012433052, -0.116535484790802, -0.001630945596843958, 0.3179977536201477, 0.047907352447509766, -0.08684257417917252, 0.05338588356971741, -0.059643570333719254, -0.004224112257361412, 0.041030026972293854, -0.0062817600555717945, 0.08038424700498581, -0.0023579259868711233, 0.06903792917728424, -0.02251872792840004, -0.1260019987821579, -0.05074090138077736, -0.15597307682037354, 0.21467913687229156, 0.07591858506202698, -0.00862406101077795, -0.049718908965587616, 0.03860056400299072, -0.020829034969210625, -0.11653084307909012, -0.07792921364307404, -0.0011473018676042557, 0.015457439236342907, 0.05710302293300629, -0.0976293608546257, -0.062303584069013596, 0.13373695313930511, 0.22311225533485413, -0.04921583831310272, 0.04328237101435661, -0.03322569280862808, 0.05837412178516388, 0.009466866962611675, 0.1928512156009674, 0.014214619994163513, -0.04732593894004822, 0.08101551979780197, -0.0043778489343822, 0.05152806267142296, 0.013387562707066536, -0.11269199848175049, -0.07720876485109329, 0.02267376147210598, 0.05114835128188133, -0.0022872795816510916, 0.035013485699892044, -0.0814204141497612, -0.004316743928939104, 0.0388377420604229, -0.1513049155473709, 0.025979449972510338, 0.028754103928804398, -0.0383586622774601, 0.08413973450660706, 0.07731155306100845, -0.0152726536616683, -0.1395634412765503, 0.015177453868091106, -0.0507277213037014, -0.013484803028404713, -0.04124820977449417, -0.07921475172042847, 0.051626697182655334, -0.039472393691539764, 0.08671674132347107, -0.17097516357898712, -0.13036660850048065, -0.05725446343421936, 0.01413331925868988, 0.004400698933750391, -0.062025900930166245, -0.08286647498607635, -0.05141212046146393, -0.00851514097303152, -0.060347672551870346, -0.00923309288918972, -0.10491597652435303, 0.04760545492172241, 0.06566261500120163, 0.03824158012866974, -0.095943383872509, 0.044201817363500595, -0.15089137852191925, -0.05290144681930542, -0.057826705276966095, 0.014702183194458485, -0.10197752714157104, 0.02969445288181305, -0.05183453485369682, -0.0780949741601944, -0.04506397247314453, 0.11207077652215958, 0.04161430150270462, 0.15464328229427338, -0.11375152319669724, -0.06405174732208252, 0.13930030167102814, -0.0821409747004509, -0.14901386201381683, 0.14004185795783997, 0.01214458979666233, -0.041324786841869354, 0.03385842591524124, 0.18210718035697937, -0.0655352994799614, -0.08361773937940598, 0.020569955930113792, 0.06938343495130539, 0.03279974311590195, -0.08310409635305405, 0.13927076756954193, -0.07155227661132812, -0.01211571879684925, 0.026398375630378723, -0.07731513679027557, 0.016206560656428337, -0.0033421108964830637, -0.015773875638842583, -0.02821846678853035, -0.015271566808223724, -0.013331329450011253, 0.01261188369244337, 0.04379173368215561, -0.14924933016300201, -0.11646721512079239, 0.020524270832538605, 0.10465842485427856, -0.04789532721042633, 0.0771259218454361, -0.06001300737261772, 0.10944318771362305, -0.03167886286973953, 0.02177359350025654, -0.10871422290802002, 0.025220058858394623, 0.017082663252949715, -0.0006050495430827141, 0.11980148404836655, 0.07164803147315979, -0.003005019621923566, -0.05990877002477646, -0.010810366831719875, -0.07045844942331314, 0.01739223301410675, -0.027877405285835266, -0.07380755990743637, -0.1637880802154541, 0.08115362375974655, -0.021481364965438843, -0.02127404883503914, -0.09343574196100235, 0.0032996456138789654, 0.026491180062294006, 0.09567523747682571, -0.0308694988489151, 0.09232009947299957, -0.036155857145786285, 0.039634820073843, -0.10259433835744858, 0.0021943640895187855, -0.017983831465244293, 0.013055652379989624, -0.12213359028100967, 0.1331562101840973, -0.04324805364012718, 0.23843196034431458, 0.2211286574602127, -0.1791689395904541, 0.030399270355701447, 0.04533843323588371, -0.017469486221671104, 0.003955527674406767, 0.00672631710767746, -0.026358725503087044, 0.10508212447166443, -0.05469033122062683, 0.13491347432136536, -0.14718595147132874, -0.04808083176612854, -0.05086998641490936, -0.09097415208816528, -0.06180397421121597, 0.1806478053331375, 0.06840766221284866, -0.1159600093960762, 0.14834225177764893, 0.17921161651611328, -0.18197010457515717, 0.18243278563022614, -0.02762039564549923, -0.06621725857257843, 0.06197129562497139, 0.03781071677803993, -0.0423039011657238, 0.0658084899187088, -0.23285982012748718, 0.028534406796097755, 0.030618933960795403, 0.07093982398509979, 0.09762991964817047, -0.12681347131729126, -0.005012568552047014, 0.02091827802360058, -0.06054423376917839, -0.004430926404893398, 0.020245885476469994, -0.007232095114886761, 0.07940884679555893, -0.056358452886343, -0.07604686170816422, 0.03942277655005455, -0.01745033636689186, -0.1412626951932907, 0.24270524084568024, -0.1425229161977768, -0.19665329158306122, -0.12759007513523102, 0.07430551201105118, -0.11941476166248322, 0.019412128254771233, 0.16676317155361176, -0.09403911232948303, -0.06807633489370346, -0.0728699266910553, 0.07097739726305008, -0.010803883895277977, 0.012945303693413734, -0.013079245574772358, 0.02651863358914852, 0.0017629672074690461, -0.14763277769088745, -0.06611432135105133, -0.023001596331596375, -0.01150635164231062, 0.06003031134605408, -0.14945204555988312, 0.12468620389699936, 0.06875669956207275, -0.026602143421769142, 0.01712786592543125, -0.020027298480272293, 0.1613669991493225, -0.057161103934049606, -0.05275025963783264, 0.17417901754379272, 0.017920048907399178, 0.015906285494565964, 0.03861510381102562, -0.0499836765229702, -0.07232925295829773, 0.0630384013056755, 0.056509654968976974, 0.018023667857050896, -0.331354558467865, -0.05252382531762123, -0.08159445226192474, 0.002710695145651698, -0.006379748694598675, 0.07580684125423431, -0.024878013879060745, 0.06865409016609192, -0.01738331839442253, 0.0592457614839077, 0.0037054026033729315, 0.0801740363240242, 0.1538231074810028, 0.013473345898091793, 0.10630103945732117, -0.06067153438925743, -0.08544023334980011, 0.10064221173524857, 0.07634565979242325, 0.06199423968791962, -0.01023898832499981, 0.10374660044908524, 0.05071932449936867, 0.10227729380130768, -0.011421860195696354, 0.06227746978402138, 0.014932687394320965, 0.015981318429112434, -0.04462917521595955, -0.03787748143076897, -0.0203743577003479, 0.10453169047832489, 0.035231925547122955, -0.012466342188417912, -0.10945078730583191, -0.02639654651284218, 0.11500664055347443, 0.059825144708156586, 0.02220773883163929, -0.20963183045387268, 0.012933804653584957, 0.0603555403649807, -0.014288855716586113, -0.033806510269641876, 0.11567269265651703, -0.0333174429833889, -0.06338915973901749, 0.10969021171331406, 0.0742255449295044, 0.11808560788631439, 0.017528129741549492, 0.01357905101031065, -0.059503473341464996, 0.02608141116797924, 0.0033033471554517746, 0.12184540927410126, -0.38316476345062256, 0.21259455382823944, -0.007748395670205355, 0.026798158884048462, -0.067104771733284, 0.018113858997821808, 0.04187928885221481, 0.10233696550130844, 0.12165246158838272, -0.02219006046652794, -0.04986931011080742, -0.0031697473023086786, 0.007888590916991234, 0.08173248171806335, 0.029947884380817413, 0.033757731318473816, 0.03934921324253082, -0.0007326064514927566, 0.006277651526033878, 0.003466701600700617, 0.14067701995372772, -0.12442881613969803, -0.0479377843439579, -0.005407531280070543, 0.08593206852674484, -0.047667406499385834, -0.04301418364048004, -0.085123211145401, -0.08852998167276382, 0.22594024240970612, -0.03485953435301781, -0.08143235743045807, -0.10193353146314621, 0.015311413444578648, 0.10462048649787903, -0.14296185970306396, -0.025224212557077408, -0.028678614646196365, 0.018664034083485603, -0.023279279470443726, -0.11016885936260223, 0.13240690529346466, -0.08842180669307709, -0.09470512717962265, -0.020698191598057747, 0.10355765372514725, -0.07455381006002426, 0.04802140220999718, 0.013982011005282402, -0.0569593608379364, -0.08149202913045883, -0.09734637290239334, 0.00037910829996690154, -0.04300712049007416, 0.06533969193696976, 0.16908366978168488, -0.11216867715120316, -0.1451619416475296, -0.04072166979312897, -0.08154202997684479, 0.13896387815475464, 0.25461864471435547, 0.01267214398831129, -0.03595641627907753, 0.18023933470249176, -0.13206259906291962, -0.24748103320598602, 0.011959529481828213, -0.05034038797020912, 0.04767780378460884, -0.01508391834795475, -0.072080597281456, 0.07002303749322891, 0.03516877070069313, -0.021692879498004913, 0.03508472815155983, -0.10724455118179321, -0.1356917768716812, 0.21475470066070557, 0.06702414900064468, 0.25573796033859253, -0.1758415549993515, -0.03742359206080437, -0.12562774121761322, -0.2309381365776062, 0.06441497057676315, -0.1013248935341835, 0.07499886304140091, -0.013247544877231121, -0.03728197142481804, -0.004857305437326431, -0.0038925225380808115, 0.1504330188035965, 0.043405912816524506, 0.027935441583395004, -0.035578809678554535, 0.037464652210474014, -0.03920518606901169, 0.04043179377913475, 0.15419848263263702, -0.1359642893075943, 0.030284767970442772, -0.14416170120239258, -0.06161964312195778, -0.040301572531461716, 0.0871259868144989, -0.012336078099906445, -0.04829828441143036, -0.051926568150520325, -0.009876378811895847, 0.05406611040234566, 0.019421720877289772, 0.2170635163784027, -0.06811217963695526, -0.01625058613717556, 0.13522565364837646, 0.1277475357055664, -0.12366234511137009, 0.0017098363023251295, 0.037710849195718765, -0.0336383618414402, 0.05481763184070587, -0.09361816197633743, 0.06360962986946106, 0.15862946212291718, -0.05050591006875038, 0.10955072939395905, 0.07354431599378586, -0.08649029582738876, -0.008315368555486202, 0.08717658370733261, -0.08134513348340988, 0.050515066832304, -0.05618957057595253, -0.19595593214035034, 0.03520352765917778, 0.07024970650672913, 0.18148311972618103, -0.016400879248976707, -0.02936023287475109, -0.03996214270591736, 0.01804226078093052, -0.07121200859546661, 0.14513154327869415, 0.09477665275335312, -0.01055464893579483, -0.06556788831949234, 0.12131109833717346, -0.015836073085665703, -0.11320294439792633, 0.05465623736381531, 0.11991322040557861, -0.05645328387618065, -0.11445438861846924, 0.10720548033714294, 0.15967775881290436, -0.18959584832191467, -0.11587522178888321, -0.19234025478363037, -0.10275780409574509, 0.056148938834667206, 0.06050993129611015, 0.15190014243125916, -0.01728464849293232, 0.06186471879482269, -0.03826676681637764, 0.008968031965196133, 0.046325407922267914, 0.09520113468170166, 0.04511604085564613, -0.07389762997627258, -0.032611485570669174, -0.023427516222000122, 0.11318808794021606, -0.020039696246385574, 0.0540926456451416, -0.16185885667800903, 0.04515390843153, -0.16967426240444183, 0.05183054506778717, -0.021117284893989563, -0.007563525345176458, 0.0374591127038002, -0.11665526032447815, -0.08196066319942474, 0.05499200522899628, -0.12129068374633789, -0.03827125206589699, -0.004761866759508848, 0.06929539889097214, -0.10269629955291748, -0.045096442103385925, 0.05429639667272568, -0.06761198490858078, 0.07273277640342712, 0.054269980639219284, -0.07496295124292374, 0.08472124487161636, -0.15818539261817932, 0.023207223042845726, 0.06600801646709442, 0.07214823365211487, 0.0518680065870285, -0.01901261694729328, 0.04617428407073021, 0.1492321640253067, 0.05458538606762886, 0.0005903627024963498, 0.08555444329977036, -0.11895588785409927, -0.05879988893866539, -0.1160900816321373, -0.14646118879318237, -0.018625080585479736, 0.002310247626155615, 0.0881846472620964, 0.04098818451166153, 0.1451268345117569, -0.04099620506167412, 0.004465942736715078, -0.11356188356876373, 0.03235670551657677, 0.024088652804493904, -0.06943709403276443, -0.08264704793691635, -0.02468970976769924, 0.06665496528148651, -0.033704716712236404, 0.20992891490459442, 0.017744416370987892, 0.09132221341133118, 0.03634489327669144, -0.05484985560178757, 0.1485276073217392, 0.03424038738012314, 0.11838962882757187, -0.05575626343488693, 0.0142481354996562, -0.09378751367330551, -0.04347827658057213, 0.12581390142440796, 0.012143217027187347, 0.11700791120529175, 0.15699832141399384, 0.12578779458999634, 0.24708980321884155, -0.012535677291452885, -0.001290901331230998, -0.07925254106521606, -0.08695750683546066, 0.07413932681083679, 0.061832115054130554, 0.0691642239689827, 0.08367552608251572, 0.14506205916404724, -0.11483918130397797, 0.012906590476632118, -0.06342025101184845, -0.03395877778530121, -0.17506203055381775, -0.12046807259321213, -0.14913201332092285, -0.17835243046283722, 0.02536793425679207, -0.14568696916103363, 0.00014655262930318713, 0.005410992540419102, 0.06788495182991028, -0.06379736959934235, 0.052188802510499954, -0.004913714248687029, -0.12159011512994766, 0.050839319825172424, -0.043606944382190704, 0.032226528972387314, 0.07701917737722397, -0.03216913342475891, 0.02770274132490158, -0.0165496077388525, -0.019543461501598358, 0.0225804653018713, -0.05959715321660042, 0.05219314619898796, -0.07095817476511002, -0.01413879543542862, -0.03882237523794174, 0.020441915839910507, 0.039589155465364456, 0.20262263715267181, 0.03859655186533928, -0.0027079021092504263, 0.061539892107248306, 0.1429271399974823, -0.023590564727783203, -0.11212948709726334, -0.10610421746969223, 0.1019074097275734, 0.11689130961894989, 0.10355964303016663, 0.03546222671866417, -0.10423312336206436, -0.043796081095933914, 0.2589891254901886, 0.17313630878925323, -0.06263742595911026, -0.006038260646164417, 0.07203924655914307, 0.01716748997569084, 0.07351025193929672, 0.014987070113420486, 0.1611318737268448, 0.2242003232240677, -0.04550515115261078, -0.0606020949780941, -0.06295832246541977, 0.033815961331129074, -0.05652855336666107, 0.07765406370162964, 0.04147082194685936, -0.08456394076347351, 0.001501305727288127, 0.020554587244987488, -0.03457489609718323, -0.08777391165494919, 0.005645240191370249, -0.1677360236644745, -0.07378727942705154, -0.02197454124689102, 0.09028291702270508, 0.015511320903897285, 0.04092228040099144, -0.04014960303902626, -0.07145347446203232, 0.047383710741996765, -0.028108883649110794, -0.15316635370254517, -0.06256473809480667, 0.02923237718641758, -0.09118901193141937, 0.11594948917627335, 0.005529641639441252, 0.19485904276371002, 0.10607192665338516, 0.08700220286846161, -0.008680385537445545, 0.13386259973049164, 0.014934860169887543, -0.010241243056952953, 0.09512080252170563, -0.03322252631187439, -0.038874898105859756, 0.02303123101592064, 0.06072327122092247, -0.01998305693268776, 0.05539518967270851, 0.016709821298718452, -0.08892064541578293, -0.0997740626335144, 0.041778743267059326, -0.23009411990642548, 0.04503493383526802, 0.10552702099084854, -0.006256709806621075, -0.027558105066418648, -0.0399165078997612, 0.10471278429031372, 0.0019085555104538798, -0.01363418996334076, 0.011712094768881798, -0.12414643168449402, 0.03533481806516647, 0.04932284355163574, 0.021120470017194748, -0.19777542352676392, -0.0183861143887043, -0.09226870536804199, -0.027645856142044067, -0.11978564411401749, 0.056101880967617035, 0.05100616067647934, 0.0037664121482521296, -0.06238287687301636, -0.17653048038482666, -0.008268999867141247, 0.05972735211253166, -0.120498888194561, -0.12343800812959671 ]
null
null
transformers
### eng-spa * source group: English * target group: Spanish * OPUS readme: [eng-spa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-spa/README.md) * model: transformer * source language(s): eng * target language(s): spa * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-08-18.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-spa/opus-2020-08-18.zip) * test set translations: [opus-2020-08-18.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-spa/opus-2020-08-18.test.txt) * test set scores: [opus-2020-08-18.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-spa/opus-2020-08-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009-engspa.eng.spa | 31.0 | 0.583 | | news-test2008-engspa.eng.spa | 29.7 | 0.564 | | newstest2009-engspa.eng.spa | 30.2 | 0.578 | | newstest2010-engspa.eng.spa | 36.9 | 0.620 | | newstest2011-engspa.eng.spa | 38.2 | 0.619 | | newstest2012-engspa.eng.spa | 39.0 | 0.625 | | newstest2013-engspa.eng.spa | 35.0 | 0.598 | | Tatoeba-test.eng.spa | 54.9 | 0.721 | ### System Info: - hf_name: eng-spa - source_languages: eng - target_languages: spa - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-spa/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'es'] - src_constituents: {'eng'} - tgt_constituents: {'spa'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-spa/opus-2020-08-18.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-spa/opus-2020-08-18.test.txt - src_alpha3: eng - tgt_alpha3: spa - short_pair: en-es - chrF2_score: 0.721 - bleu: 54.9 - brevity_penalty: 0.978 - ref_len: 77311.0 - src_name: English - tgt_name: Spanish - train_date: 2020-08-18 00:00:00 - src_alpha2: en - tgt_alpha2: es - prefer_old: False - long_pair: eng-spa - helsinki_git_sha: d2f0910c89026c34a44e331e785dec1e0faa7b82 - transformers_git_sha: f7af09b4524b784d67ae8526f0e2fcc6f5ed0de9 - port_machine: brutasse - port_time: 2020-08-24-18:20
{"language": ["en", "es"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-es
[ "transformers", "pytorch", "tf", "jax", "marian", "text2text-generation", "translation", "en", "es", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "es" ]
TAGS #transformers #pytorch #tf #jax #marian #text2text-generation #translation #en #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-spa * source group: English * target group: Spanish * OPUS readme: eng-spa * model: transformer * source language(s): eng * target language(s): spa * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 31.0, chr-F: 0.583 testset: URL, BLEU: 29.7, chr-F: 0.564 testset: URL, BLEU: 30.2, chr-F: 0.578 testset: URL, BLEU: 36.9, chr-F: 0.620 testset: URL, BLEU: 38.2, chr-F: 0.619 testset: URL, BLEU: 39.0, chr-F: 0.625 testset: URL, BLEU: 35.0, chr-F: 0.598 testset: URL, BLEU: 54.9, chr-F: 0.721 ### System Info: * hf\_name: eng-spa * source\_languages: eng * target\_languages: spa * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'es'] * src\_constituents: {'eng'} * tgt\_constituents: {'spa'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: spa * short\_pair: en-es * chrF2\_score: 0.721 * bleu: 54.9 * brevity\_penalty: 0.978 * ref\_len: 77311.0 * src\_name: English * tgt\_name: Spanish * train\_date: 2020-08-18 00:00:00 * src\_alpha2: en * tgt\_alpha2: es * prefer\_old: False * long\_pair: eng-spa * helsinki\_git\_sha: d2f0910c89026c34a44e331e785dec1e0faa7b82 * transformers\_git\_sha: f7af09b4524b784d67ae8526f0e2fcc6f5ed0de9 * port\_machine: brutasse * port\_time: 2020-08-24-18:20
[ "### eng-spa\n\n\n* source group: English\n* target group: Spanish\n* OPUS readme: eng-spa\n* model: transformer\n* source language(s): eng\n* target language(s): spa\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 31.0, chr-F: 0.583\ntestset: URL, BLEU: 29.7, chr-F: 0.564\ntestset: URL, BLEU: 30.2, chr-F: 0.578\ntestset: URL, BLEU: 36.9, chr-F: 0.620\ntestset: URL, BLEU: 38.2, chr-F: 0.619\ntestset: URL, BLEU: 39.0, chr-F: 0.625\ntestset: URL, BLEU: 35.0, chr-F: 0.598\ntestset: URL, BLEU: 54.9, chr-F: 0.721", "### System Info:\n\n\n* hf\\_name: eng-spa\n* source\\_languages: eng\n* target\\_languages: spa\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'es']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'spa'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: spa\n* short\\_pair: en-es\n* chrF2\\_score: 0.721\n* bleu: 54.9\n* brevity\\_penalty: 0.978\n* ref\\_len: 77311.0\n* src\\_name: English\n* tgt\\_name: Spanish\n* train\\_date: 2020-08-18 00:00:00\n* src\\_alpha2: en\n* tgt\\_alpha2: es\n* prefer\\_old: False\n* long\\_pair: eng-spa\n* helsinki\\_git\\_sha: d2f0910c89026c34a44e331e785dec1e0faa7b82\n* transformers\\_git\\_sha: f7af09b4524b784d67ae8526f0e2fcc6f5ed0de9\n* port\\_machine: brutasse\n* port\\_time: 2020-08-24-18:20" ]
[ "TAGS\n#transformers #pytorch #tf #jax #marian #text2text-generation #translation #en #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-spa\n\n\n* source group: English\n* target group: Spanish\n* OPUS readme: eng-spa\n* model: transformer\n* source language(s): eng\n* target language(s): spa\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 31.0, chr-F: 0.583\ntestset: URL, BLEU: 29.7, chr-F: 0.564\ntestset: URL, BLEU: 30.2, chr-F: 0.578\ntestset: URL, BLEU: 36.9, chr-F: 0.620\ntestset: URL, BLEU: 38.2, chr-F: 0.619\ntestset: URL, BLEU: 39.0, chr-F: 0.625\ntestset: URL, BLEU: 35.0, chr-F: 0.598\ntestset: URL, BLEU: 54.9, chr-F: 0.721", "### System Info:\n\n\n* hf\\_name: eng-spa\n* source\\_languages: eng\n* target\\_languages: spa\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'es']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'spa'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: spa\n* short\\_pair: en-es\n* chrF2\\_score: 0.721\n* bleu: 54.9\n* brevity\\_penalty: 0.978\n* ref\\_len: 77311.0\n* src\\_name: English\n* tgt\\_name: Spanish\n* train\\_date: 2020-08-18 00:00:00\n* src\\_alpha2: en\n* tgt\\_alpha2: es\n* prefer\\_old: False\n* long\\_pair: eng-spa\n* helsinki\\_git\\_sha: d2f0910c89026c34a44e331e785dec1e0faa7b82\n* transformers\\_git\\_sha: f7af09b4524b784d67ae8526f0e2fcc6f5ed0de9\n* port\\_machine: brutasse\n* port\\_time: 2020-08-24-18:20" ]
[ 64, 240, 391 ]
[ "passage: TAGS\n#transformers #pytorch #tf #jax #marian #text2text-generation #translation #en #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-spa\n\n\n* source group: English\n* target group: Spanish\n* OPUS readme: eng-spa\n* model: transformer\n* source language(s): eng\n* target language(s): spa\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 31.0, chr-F: 0.583\ntestset: URL, BLEU: 29.7, chr-F: 0.564\ntestset: URL, BLEU: 30.2, chr-F: 0.578\ntestset: URL, BLEU: 36.9, chr-F: 0.620\ntestset: URL, BLEU: 38.2, chr-F: 0.619\ntestset: URL, BLEU: 39.0, chr-F: 0.625\ntestset: URL, BLEU: 35.0, chr-F: 0.598\ntestset: URL, BLEU: 54.9, chr-F: 0.721" ]
[ -0.1720493733882904, 0.1638946831226349, -0.005618018563836813, 0.04377760365605354, 0.01781908981502056, 0.0622049942612648, 0.09465664625167847, 0.1547098457813263, 0.053256455808877945, 0.10259059816598892, 0.10983220487833023, 0.07590388506650925, 0.020411210134625435, 0.1315673291683197, -0.03817639499902725, -0.026245085522532463, -0.017978832125663757, 0.04793316125869751, -0.09403426945209503, 0.13640086352825165, 0.049919117242097855, -0.027853162959218025, 0.06887692213058472, -0.06632664799690247, -0.010852906852960587, 0.09052426367998123, 0.01893761195242405, -0.04169904440641403, 0.009428571909666061, 0.06695162504911423, 0.04491598159074783, 0.08566175401210785, -0.004670771770179272, -0.23629221320152283, -0.0010069790296256542, 0.00013652327470481396, -0.02702316641807556, 0.018287047743797302, 0.03390951454639435, -0.1046939417719841, 0.08120086044073105, -0.04868347570300102, 0.01001066155731678, 0.045669686049222946, -0.03192907199263573, -0.19507074356079102, -0.0730515867471695, 0.053992994129657745, -0.059805646538734436, 0.1246928945183754, -0.038759827613830566, 0.21660752594470978, -0.13398870825767517, 0.12352138012647629, 0.29911407828330994, -0.1996898204088211, -0.02654923126101494, 0.11851389706134796, 0.07925394922494888, 0.05975260213017464, -0.041429318487644196, -0.03892116993665695, 0.11507581919431686, 0.0225144624710083, -0.09653221815824509, -0.10104035586118698, 0.0036474496591836214, 0.027644015848636627, -0.09351810812950134, -0.05448321998119354, 0.23904676735401154, 0.04552265256643295, -0.10025444626808167, -0.0037701211404055357, -0.006323595531284809, -0.08577129244804382, -0.0043221209198236465, 0.07538048177957535, 0.07442213594913483, -0.04197261109948158, -0.03124953620135784, 0.0646357610821724, -0.01580330729484558, -0.12777288258075714, 0.01146257109940052, 0.15040193498134613, 0.026388585567474365, -0.00031751414644531906, -0.010077839717268944, 0.071745865046978, 0.08840814977884293, -0.16226084530353546, -0.08404964208602905, -0.03185465931892395, -0.008924045599997044, 0.052266720682382584, -0.07827475666999817, -0.046915680170059204, 0.1741439253091812, 0.17847076058387756, -0.09424550086259842, 0.09393873810768127, -0.09612074494361877, 0.005706989672034979, -0.03795042261481285, 0.23261979222297668, 0.0633152425289154, -0.07980573177337646, 0.026427190750837326, 0.11590731889009476, 0.021032797172665596, 0.06091577932238579, 0.0026793547440320253, -0.04825098067522049, 0.02611503005027771, 0.09828068315982819, 0.0014973337529227138, 0.027383262291550636, -0.08814417570829391, 0.00023473006149288267, 0.008357316255569458, -0.15557949244976044, 0.03970547392964363, 0.14097723364830017, -0.05687279999256134, 0.008660592138767242, 0.10259997099637985, -0.136759415268898, -0.06901299208402634, -0.03050627000629902, -0.0395096093416214, -0.04642583429813385, -0.05770766735076904, -0.1080855205655098, 0.05901263654232025, -0.0005040157120674849, 0.024049071595072746, -0.046343717724084854, -0.09873960167169571, -0.13112293183803558, -0.001172736519947648, -0.01285700872540474, 0.026212066411972046, -0.054663337767124176, -0.0510462149977684, 0.021026387810707092, -0.005209705792367458, -0.019583331421017647, -0.07358743250370026, 0.14327768981456757, 0.08088090270757675, 0.023184217512607574, 0.05377984419465065, 0.009909277781844139, -0.12306301295757294, 0.02681402489542961, -0.12261717766523361, 0.05804290249943733, -0.2347923368215561, 0.0770915299654007, -0.07381244748830795, -0.10922513902187347, -0.024640703573822975, 0.056005947291851044, 0.07111362367868423, 0.16295169293880463, -0.12527354061603546, -0.07626201212406158, 0.20314213633537292, -0.10801539570093155, -0.12878531217575073, 0.013142881914973259, 0.01438506506383419, -0.10662839561700821, 0.05397076904773712, 0.14457860589027405, 0.10171577334403992, -0.07774335891008377, -0.03431105986237526, 0.0450882650911808, 0.11225788295269012, -0.0010204622521996498, 0.13622157275676727, -0.1049940288066864, -0.07931678742170334, 0.04034910723567009, -0.13428634405136108, 0.005198636557906866, -0.006620142143219709, -0.016069216653704643, -0.09036868065595627, -0.0519370473921299, 0.009594284929335117, 0.07488327473402023, -0.016199342906475067, -0.1307179182767868, -0.12621758878231049, 0.06535205990076065, 0.16492658853530884, -0.09052528440952301, 0.01878250390291214, -0.04019797220826149, 0.11548233032226562, -0.06764721870422363, -0.0010384031338617206, -0.14094139635562897, -0.04984621703624725, 0.06980156153440475, -0.057142630219459534, 0.026385264471173286, 0.009494329802691936, 0.04776660352945328, -0.08096935600042343, -0.017700975760817528, -0.04593392834067345, -0.036113712936639786, -0.058873072266578674, -0.025878911837935448, -0.21122071146965027, -0.0006422267179004848, -0.034050196409225464, 0.03094540908932686, -0.20791570842266083, -0.02781854011118412, 0.06427466124296188, 0.0863773301243782, -0.012007205747067928, -0.0104944733902812, 0.03785020485520363, 0.00046744965948164463, -0.060945942997932434, -0.0505397766828537, -0.014745551161468029, -0.015009118244051933, -0.1291566789150238, 0.010307731106877327, 0.002432984532788396, 0.08528037369251251, 0.17042692005634308, 0.0326131209731102, -0.04072389379143715, 0.022745680063962936, -0.06273496150970459, 0.019145144149661064, 0.02969404309988022, -0.023442154750227928, 0.0018877355614677072, -0.007247879169881344, 0.1162504330277443, -0.17836956679821014, -0.07229041308164597, -0.030522126704454422, 0.007361585274338722, -0.036022573709487915, 0.24039264023303986, 0.015619889833033085, -0.03403494134545326, 0.0834181010723114, 0.04177079349756241, -0.06886740773916245, 0.1812627762556076, -0.13470780849456787, -0.11752818524837494, 0.040339142084121704, 0.10579642653465271, -0.0119145717471838, 0.1685514748096466, -0.08849623799324036, 0.05516480654478073, 0.02728058397769928, -0.01029379665851593, 0.027827084064483643, -0.08647876232862473, 0.001434595207683742, -0.007197725120931864, -0.1267796754837036, -0.07469625771045685, 0.012556434608995914, 0.017911143600940704, 0.07438879460096359, -0.05368749797344208, -0.024281498044729233, -0.03526207059621811, -0.05198688060045242, -0.17444919049739838, 0.2286216914653778, -0.08918751031160355, -0.11701837927103043, -0.08434024453163147, 0.1547662317752838, -0.10073450207710266, -0.043199505656957626, 0.05884917825460434, -0.14650438725948334, -0.05619042366743088, -0.10836970061063766, 0.005829622037708759, 0.04546467214822769, 0.002037550788372755, -0.007453844882547855, 0.06359198689460754, 0.0816495344042778, -0.1930014193058014, 0.003397922730073333, -0.046047549694776535, 0.0186294112354517, -0.041468776762485504, -0.1181359589099884, 0.08169209212064743, 0.10797607153654099, 0.030291341245174408, 0.06662191450595856, 0.011116205714643002, 0.21568132936954498, -0.06398771703243256, -0.048036132007837296, 0.0448763407766819, 0.013615509495139122, -0.024684270843863487, 0.04616949334740639, -0.008377378806471825, -0.09385988116264343, 0.03882608190178871, 0.054778434336185455, 0.03840504586696625, -0.3714522123336792, -0.0482359379529953, -0.022697200998663902, 0.002475378569215536, 0.025624215602874756, 0.08901537209749222, -0.1304795891046524, 0.05315680429339409, -0.019258292391896248, 0.008321123197674751, -0.001039385562762618, 0.028815222904086113, 0.10601335763931274, 0.040636707097291946, 0.05876260623335838, -0.12783131003379822, 0.012079732492566109, 0.07353732734918594, -0.016319653019309044, 0.1340569257736206, -0.07899418473243713, 0.12331122905015945, 0.06487614661455154, 0.088100865483284, -0.01426718756556511, 0.026721308007836342, -0.02209322713315487, 0.013957802206277847, 0.046321094036102295, -0.10162560641765594, -0.02181113138794899, 0.00986318476498127, 0.003101461799815297, 0.10360171645879745, -0.08768623322248459, -0.10645915567874908, 0.07097823172807693, 0.1333198845386505, 0.058302149176597595, -0.22294926643371582, -0.015602043829858303, 0.029872095212340355, -0.00302746775560081, -0.032475657761096954, 0.03656396642327309, 0.007678535766899586, -0.07285391539335251, 0.14300398528575897, 0.03771771863102913, 0.1077142208814621, 0.0443856455385685, -0.011097739450633526, 0.030460190027952194, -0.0018265764228999615, -0.01905141957104206, 0.0776345357298851, -0.2955617606639862, 0.19554506242275238, 0.03609294816851616, 0.016171801835298538, -0.012438924051821232, 0.015843713656067848, 0.027225283905863762, 0.025756264105439186, 0.09939314424991608, -0.0032349079847335815, -0.047592099756002426, -0.05990580841898918, 0.003679282497614622, 0.08508115261793137, 0.04937361553311348, 0.03370029106736183, 0.10212210565805435, -0.023810256272554398, -0.050755348056554794, -0.020528454333543777, -0.07040520757436752, -0.1510525792837143, 0.020352600142359734, 0.016930148005485535, -0.029121913015842438, -0.05419836565852165, -0.054101962596178055, -0.06336922943592072, -0.05322125554084778, 0.20196393132209778, -0.15313374996185303, -0.08076830208301544, -0.10893647372722626, 0.05193900316953659, 0.21402105689048767, -0.0956062600016594, -0.008163079619407654, -0.02578270621597767, 0.010040837340056896, 0.006371995899826288, -0.13169871270656586, 0.05676748976111412, -0.03857770934700966, -0.18966199457645416, -0.04266148805618286, 0.1923702210187912, -0.08172395825386047, 0.06542741507291794, 0.006928031332790852, -0.03523169457912445, 0.025146614760160446, -0.09858256578445435, -0.02329179458320141, -0.0031826382037252188, -0.016252372413873672, 0.15093068778514862, -0.1324165016412735, -0.07907050102949142, -0.02205142378807068, -0.024403704330325127, 0.036880187690258026, 0.25766798853874207, -0.054187025874853134, 0.012579572387039661, 0.03947516158223152, -0.13232475519180298, -0.14976917207241058, 0.1123896986246109, 0.032480981200933456, 0.014948337338864803, 0.030688608065247536, -0.11954296380281448, 0.04639514908194542, 0.0017491187900304794, -0.011236357502639294, 0.14732709527015686, -0.21372148394584656, -0.11612673848867416, 0.12242172658443451, 0.09130726754665375, 0.11062677949666977, -0.2144896239042282, -0.12438786774873734, -0.09326338022947311, -0.18369320034980774, -0.03432271257042885, -0.03818605840206146, 0.0855412632226944, -0.06229161471128464, -0.11078892648220062, 0.06768609583377838, -0.025601418688893318, 0.12436330318450928, -0.002435013884678483, 0.04317436367273331, -0.028267260640859604, 0.07243859767913818, 0.0312008298933506, 0.018162045627832413, 0.1763169914484024, -0.15106754004955292, 0.101612389087677, -0.19007234275341034, -0.021650049835443497, -0.07610670477151871, 0.031620632857084274, -0.07561168074607849, 0.03565577045083046, -0.07335154712200165, 0.013439063914120197, 0.05872683599591255, 0.025206943973898888, 0.06947625428438187, -0.07811365276575089, 0.0388219878077507, 0.06893955916166306, 0.13559621572494507, 0.09275417774915695, -0.09105830639600754, 0.07855919003486633, -0.009550758637487888, 0.02548220008611679, -0.19772331416606903, 0.04064398258924484, 0.1555917114019394, 0.05086613819003105, 0.06705009937286377, 0.00784482154995203, -0.12497963756322861, -0.051591627299785614, 0.09813181310892105, -0.05748677998781204, 0.06302422285079956, -0.03276790678501129, -0.27266553044319153, -0.10138114541769028, 0.003106831107288599, 0.183538019657135, 0.005883036181330681, -0.0017102186102420092, -0.013167785480618477, 0.0059157670475542545, -0.04625400900840759, 0.17924799025058746, 0.09650343656539917, 0.0412483885884285, -0.09109166264533997, 0.06722944229841232, -0.02937965840101242, -0.061276812106370926, 0.05522530525922775, 0.11484837532043457, -0.05674578994512558, -0.05555858090519905, 0.13584016263484955, 0.15244270861148834, -0.06841487437486649, -0.037374384701251984, -0.23092928528785706, -0.10911010205745697, 0.06585132330656052, 0.2046113908290863, 0.10466083884239197, 0.06711073964834213, 0.14089854061603546, -0.03183282911777496, 0.0026900791563093662, 0.10144069790840149, 0.06729444116353989, 0.044521015137434006, -0.09109506756067276, -0.026308512315154076, 0.011585709638893604, 0.03777788206934929, -0.006220080424100161, 0.06525668501853943, -0.2102610170841217, 0.038569580763578415, -0.21270954608917236, 0.06652053445577621, 0.038963694125413895, -0.001702014124020934, -0.002421706449240446, -0.08004281669855118, -0.06006614863872528, 0.03580173850059509, -0.10106569528579712, -0.030799202620983124, 0.024365181103348732, 0.07888078689575195, -0.16621176898479462, 0.00820167362689972, 0.041428130120038986, -0.10661827772855759, 0.055989835411310196, 0.011171100661158562, -0.02958686277270317, 0.05465565249323845, -0.1304827779531479, 0.016154451295733452, 0.007414857391268015, 0.02245919592678547, -0.02191307209432125, -0.027374641969799995, 0.08838946372270584, 0.08490286767482758, 0.05649569258093834, 0.07841112464666367, 0.09642215073108673, -0.11638955771923065, -0.0414142869412899, -0.07475114613771439, -0.06463445723056793, 0.001171055599115789, 0.05330353230237961, 0.10020790994167328, 0.03887766972184181, 0.10118574649095535, -0.07331857085227966, -0.008637800812721252, -0.22959977388381958, -0.04513697326183319, -0.009824361652135849, -0.026287082582712173, -0.13944099843502045, 0.07038477808237076, 0.09011764824390411, -0.02118351310491562, 0.171345055103302, -0.02391352504491806, 0.08073779940605164, 0.02305951900780201, -0.01270302850753069, 0.1440592259168625, 0.03913871571421623, 0.18737010657787323, -0.05355198308825493, 0.03921929746866226, -0.0032803064677864313, -0.03992486000061035, 0.025475436821579933, -0.046430788934230804, 0.07357615977525711, 0.227824866771698, 0.12132173776626587, 0.14194659888744354, 0.08162569254636765, -0.02985685132443905, 0.0514933280646801, 0.018586667254567146, 0.022050485014915466, 0.1200454980134964, 0.03641469404101372, 0.17877033352851868, 0.07964163273572922, -0.15435904264450073, 0.0649799332022667, -0.03606034070253372, -0.041240427643060684, -0.13767026364803314, -0.03911376744508743, -0.10962867736816406, -0.20173539221286774, 0.0668427124619484, -0.11106281727552414, 0.022906776517629623, 0.0032233933452516794, 0.03836307302117348, -0.026590725407004356, 0.0689460039138794, 0.06714896112680435, -0.07149002701044083, 0.12419325113296509, 0.0037138122133910656, -0.027533264830708504, 0.08332379162311554, 0.01322903297841549, 0.11717495322227478, -0.05473916605114937, -0.015600554645061493, 0.06281162798404694, -0.05327869951725006, 0.040356505662202835, -0.010409519076347351, -0.03881913796067238, -0.002243584021925926, 0.02993587963283062, 0.07303786277770996, 0.18618522584438324, 0.07355763018131256, 0.013504238799214363, -0.009465827606618404, 0.14564627408981323, -0.01576870121061802, -0.06122593581676483, -0.08816844969987869, 0.06470133364200592, 0.04999405890703201, 0.04548845812678337, 0.01640504226088524, -0.10539235919713974, 0.0027343574911355972, 0.21277688443660736, 0.11824450641870499, 0.0035364702343940735, -0.010750828310847282, 0.04960154742002487, 0.002108048414811492, 0.03513387590646744, 0.069241002202034, 0.07056805491447449, 0.19094105064868927, 0.0016779323341324925, -0.11711685359477997, -0.038761530071496964, -0.040747594088315964, -0.0028367687482386827, 0.06924767047166824, 0.014659500680863857, -0.09308482706546783, -0.009214432910084724, 0.05671719089150429, -0.02788037806749344, -0.10676894336938858, 0.08908267319202423, -0.17202924191951752, -0.09477758407592773, -0.10334119945764542, 0.027878958731889725, 0.042174093425273895, -0.03427695482969284, -0.030050091445446014, -0.07133505493402481, 0.09520884603261948, -0.08652427792549133, -0.10940587520599365, -0.19295920431613922, 0.013094126246869564, -0.18275417387485504, 0.18670253455638885, 0.013335373252630234, 0.17010128498077393, 0.11493750661611557, 0.004295185208320618, -0.08166275918483734, 0.06632755696773529, 0.09532929956912994, -0.12863817811012268, 0.0862421989440918, 0.01852126605808735, -0.0046059913001954556, 0.16697002947330475, 0.04117798060178757, 0.06482918560504913, 0.03728952258825302, 0.07265979051589966, -0.07053788751363754, -0.194375142455101, 0.009106757119297981, -0.16528142988681793, 0.0613560751080513, 0.20515894889831543, -0.05135732889175415, 0.01299968920648098, -0.05546475574374199, 0.0914851501584053, -0.029629694297909737, 0.07189217954874039, 0.04731237143278122, -0.1662243753671646, 0.06342766433954239, 0.05170002207159996, 0.01058748085051775, -0.26986637711524963, -0.02797807566821575, -0.006138294003903866, -0.0570111945271492, -0.045045267790555954, 0.12015663832426071, 0.05537184700369835, 0.05891510099172592, -0.026833169162273407, -0.18259714543819427, 0.04658268019556999, 0.11052713543176651, -0.17487996816635132, -0.09234698861837387 ]
null
null
transformers
### opus-mt-en-et * source languages: en * target languages: et * OPUS readme: [en-et](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-et/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-et/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-et/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-et/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2018-enet.en.et | 21.8 | 0.540 | | newstest2018-enet.en.et | 23.3 | 0.556 | | Tatoeba.en.et | 54.0 | 0.717 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-et
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "et", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #et #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-et * source languages: en * target languages: et * OPUS readme: en-et * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 21.8, chr-F: 0.540 testset: URL, BLEU: 23.3, chr-F: 0.556 testset: URL, BLEU: 54.0, chr-F: 0.717
[ "### opus-mt-en-et\n\n\n* source languages: en\n* target languages: et\n* OPUS readme: en-et\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.8, chr-F: 0.540\ntestset: URL, BLEU: 23.3, chr-F: 0.556\ntestset: URL, BLEU: 54.0, chr-F: 0.717" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #et #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-et\n\n\n* source languages: en\n* target languages: et\n* OPUS readme: en-et\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.8, chr-F: 0.540\ntestset: URL, BLEU: 23.3, chr-F: 0.556\ntestset: URL, BLEU: 54.0, chr-F: 0.717" ]
[ 61, 134 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #et #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-et\n\n\n* source languages: en\n* target languages: et\n* OPUS readme: en-et\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.8, chr-F: 0.540\ntestset: URL, BLEU: 23.3, chr-F: 0.556\ntestset: URL, BLEU: 54.0, chr-F: 0.717" ]
[ -0.13593873381614685, 0.11777001619338989, -0.0052642012014985085, 0.07035259157419205, 0.043454691767692566, 0.014420715160667896, 0.07801215350627899, 0.14431536197662354, 0.009293408133089542, 0.019546829164028168, 0.14101643860340118, 0.10958262532949448, 0.00449908385053277, 0.13813014328479767, -0.07012511789798737, -0.09966009110212326, 0.017176806926727295, 0.06353265792131424, -0.06462216377258301, 0.1614018678665161, 0.08425939083099365, -0.03196491673588753, 0.08534679561853409, -0.04781758412718773, -0.03538724035024643, 0.08746462315320969, 0.013778428547084332, -0.05731269717216492, 0.06571366637945175, 0.05890132859349251, 0.04806247726082802, 0.08295278996229172, -0.022912057116627693, -0.2188066691160202, 0.009981166571378708, -0.0018383641727268696, -0.052008844912052155, 0.02205013856291771, 0.016339877620339394, -0.0771748349070549, 0.08765159547328949, -0.06188991293311119, -0.019924895837903023, 0.04044848680496216, -0.038527652621269226, -0.1566491425037384, -0.057906270027160645, 0.003974064253270626, -0.06776002049446106, 0.1297682821750641, -0.04147068038582802, 0.27201175689697266, -0.15764960646629333, 0.1493702083826065, 0.2685467600822449, -0.28695741295814514, -0.016946058720350266, 0.05918338522315025, 0.08773911744356155, 0.0757826566696167, -0.018297502771019936, -0.014039332047104836, 0.09117923676967621, 0.039038266986608505, -0.04052228853106499, -0.12485037744045258, -0.06147569790482521, 0.037006985396146774, -0.11611731350421906, -0.046021927148103714, 0.26601630449295044, 0.0207965224981308, -0.0913340374827385, 0.033294759690761566, -0.035107746720314026, -0.07079280912876129, -0.00008205050835385919, 0.03437246382236481, 0.057106032967567444, -0.013377751223742962, 0.015330737456679344, 0.0031087365932762623, -0.07354622334241867, -0.09835595637559891, -0.09020966291427612, 0.13806751370429993, 0.0472392737865448, -0.0062251826748251915, -0.03354056924581528, 0.05367648974061012, 0.04028315097093582, -0.12617219984531403, -0.06300799548625946, -0.042659513652324677, 0.014413612894713879, 0.04940464347600937, -0.09696029126644135, -0.055355656892061234, 0.13999703526496887, 0.16742108762264252, -0.06936817616224289, 0.05089668929576874, -0.09775371849536896, 0.0573892742395401, -0.05016804113984108, 0.22252823412418365, -0.004616438876837492, -0.0558210164308548, 0.06330962479114532, 0.03952012211084366, 0.033986568450927734, 0.034336429089307785, -0.07165437936782837, -0.09122628718614578, 0.06661868840456009, 0.11426003277301788, -0.004558955784887075, 0.049238353967666626, -0.06875895708799362, 0.004277154803276062, -0.0080734146758914, -0.1542511135339737, 0.018535621464252472, 0.0714680403470993, -0.035311467945575714, 0.04158364608883858, 0.08781499415636063, -0.07717636227607727, -0.11604613065719604, -0.006290795281529427, -0.04473136365413666, -0.002184698125347495, -0.04448346421122551, -0.12068421393632889, 0.05339227244257927, -0.013221691362559795, 0.019169358536601067, -0.12639227509498596, -0.09955979138612747, -0.04702601581811905, 0.022570094093680382, -0.005687288474291563, 0.0018182494677603245, -0.03492084890604019, -0.056932233273983, -0.006143587175756693, -0.039354968816041946, -0.009366593323647976, -0.08881669491529465, 0.11939240247011185, 0.06532145291566849, 0.062423303723335266, -0.05826575681567192, 0.0336674302816391, -0.1495770663022995, 0.0013766585616394877, -0.10736826062202454, 0.03863615542650223, -0.1540762484073639, 0.06282463669776917, -0.06660249829292297, -0.10486937314271927, -0.023677809163928032, 0.07325228303670883, 0.06191143020987511, 0.16251179575920105, -0.1412087380886078, -0.05670378357172012, 0.23110364377498627, -0.07723020762205124, -0.14629782736301422, 0.11254912614822388, 0.006900320295244455, -0.06330811977386475, 0.05318591371178627, 0.1849101483821869, 0.0014144361484795809, -0.07920733094215393, 0.02905922569334507, 0.07778438180685043, 0.051656324416399, -0.06159910932183266, 0.12585791945457458, -0.06761033087968826, -0.07594039291143417, 0.05810519680380821, -0.09794565290212631, 0.0340125747025013, -0.005085591226816177, -0.04785248637199402, -0.08032091706991196, -0.02925332449376583, 0.038069721311330795, 0.05039896070957184, 0.014222153462469578, -0.15077318251132965, -0.10771965980529785, 0.03392691910266876, 0.10063167661428452, -0.0604739710688591, 0.052736617624759674, -0.04044417664408684, 0.136564701795578, -0.06300652772188187, 0.017043955624103546, -0.14369052648544312, 0.018216662108898163, 0.03538675978779793, -0.008140006102621555, 0.10194046050310135, 0.061722319573163986, 0.022693516686558723, -0.059537772089242935, -0.02827741950750351, -0.02534097246825695, 0.009094339795410633, -0.02983417548239231, -0.05747535824775696, -0.18696258962154388, 0.041575681418180466, -0.02263806015253067, -0.006115240510553122, -0.12495633959770203, -0.021651988849043846, 0.05887140706181526, 0.06271204352378845, -0.028001436963677406, 0.06090523302555084, 0.007944701239466667, 0.046481385827064514, -0.06505118310451508, -0.007749852258712053, 0.020583245903253555, -0.004669644869863987, -0.1059858649969101, 0.10427378863096237, -0.034594740718603134, 0.18094904720783234, 0.21123787760734558, -0.1130240187048912, -0.019634956493973732, 0.016791587695479393, -0.03480272367596626, 0.009639703668653965, 0.05985264480113983, -0.005507707130163908, 0.03352745249867439, -0.011592019349336624, 0.15099895000457764, -0.16367104649543762, -0.04129606857895851, -0.03316236287355423, -0.05054847523570061, -0.04178076982498169, 0.20760513842105865, 0.04445123299956322, -0.10133428126573563, 0.12784159183502197, 0.17305980622768402, -0.13364288210868835, 0.19420355558395386, -0.08168027549982071, -0.08814317733049393, 0.043114326894283295, 0.09078466892242432, -0.026195047423243523, 0.12197364866733551, -0.19817237555980682, 0.020559092983603477, 0.03762758523225784, 0.023467984050512314, 0.05526817589998245, -0.1089731827378273, -0.010277057997882366, -0.0033660135231912136, -0.1020752340555191, -0.04538072273135185, 0.0332929827272892, 0.024498561397194862, 0.10006754100322723, -0.03066863678395748, -0.07663238793611526, 0.009875673800706863, -0.030853552743792534, -0.14288140833377838, 0.22577738761901855, -0.1296607255935669, -0.20869728922843933, -0.10904151946306229, 0.0812055915594101, -0.13404926657676697, -0.01687321811914444, 0.10648906975984573, -0.11361484229564667, -0.044638071209192276, -0.09412481635808945, 0.015851305797696114, 0.013159121386706829, -0.004616776015609503, -0.05782399699091911, 0.061956390738487244, 0.04193645715713501, -0.16686545312404633, -0.03227497637271881, -0.029900414869189262, -0.013725982047617435, 0.03784545883536339, -0.13171155750751495, 0.10950521379709244, 0.10605310648679733, -0.028036998584866524, 0.040181729942560196, -0.013223732821643353, 0.1849052459001541, -0.05079635977745056, -0.05812940001487732, 0.0986376404762268, 0.01862442120909691, -0.0015070466324687004, 0.07299306243658066, -0.015031076967716217, -0.07439915090799332, 0.057066213339567184, 0.02716023661196232, 0.010885325260460377, -0.31633976101875305, -0.08885684609413147, -0.07136133313179016, 0.04090777412056923, -0.005079388152807951, 0.06828482449054718, -0.06903679668903351, 0.0421152338385582, -0.009953024797141552, 0.02264215797185898, -0.016889657825231552, 0.06637367606163025, 0.17845456302165985, -0.005056299734860659, 0.11135955899953842, -0.0907602533698082, -0.0488266684114933, 0.08734101057052612, 0.04485110566020012, 0.0969264954328537, -0.03802566975355148, 0.12024661898612976, 0.07251915335655212, 0.14684167504310608, 0.014749768190085888, 0.04796134680509567, -0.006607504561543465, 0.013241815380752087, -0.0028079329058527946, -0.0913492739200592, -0.04411710798740387, 0.03741836175322533, 0.02082267589867115, 0.03197186067700386, -0.0906592309474945, -0.10587461292743683, 0.10707218199968338, 0.11183880269527435, 0.052735332399606705, -0.19549152255058289, -0.013619628734886646, 0.03228593245148659, -0.007381034083664417, -0.02886282652616501, 0.08282120525836945, -0.0040437206625938416, -0.0785921961069107, 0.07430779933929443, 0.03013778105378151, 0.12021095305681229, 0.037687405943870544, 0.024727430194616318, -0.045322079211473465, -0.00853195134550333, -0.0017566978931427002, 0.11250040680170059, -0.39996132254600525, 0.2508486211299896, 0.024847256019711494, -0.012928256765007973, -0.042370472103357315, 0.001042175106704235, 0.04210376739501953, 0.10619008541107178, 0.10938145965337753, -0.006306317634880543, -0.017087925225496292, -0.051873307675123215, 0.006294707767665386, 0.07649853080511093, 0.04968368262052536, 0.09134898334741592, 0.055596571415662766, -0.025244073942303658, -0.024910371750593185, -0.011003058403730392, 0.05573408678174019, -0.141455739736557, -0.017323723062872887, 0.01677159033715725, 0.032567910850048065, -0.08069261908531189, -0.04901403933763504, -0.07921691983938217, -0.08592629432678223, 0.23671352863311768, -0.062303490936756134, -0.0741993710398674, -0.09588920325040817, 0.007215008605271578, 0.1471613645553589, -0.11737757176160812, -0.007680472452193499, -0.06531812995672226, -0.01840146817266941, -0.003848383668810129, -0.12454021722078323, 0.11945382505655289, -0.057255957275629044, -0.12105188518762589, -0.028696686029434204, 0.15438887476921082, -0.09721028804779053, 0.07231902331113815, 0.017557019367814064, -0.03180858865380287, -0.0546538308262825, -0.10550397634506226, -0.038610439747571945, -0.05801745876669884, 0.040705759078264236, 0.1452297568321228, -0.16606688499450684, -0.09756158292293549, -0.027358613908290863, -0.04341493174433708, 0.16523219645023346, 0.22507163882255554, -0.05533331632614136, 0.028541935607790947, 0.1534966081380844, -0.11242951452732086, -0.25610417127609253, 0.06085079908370972, -0.058366674929857254, 0.025251884013414383, 0.014161800034344196, -0.09242808073759079, 0.039719849824905396, 0.003173887962475419, -0.024730835109949112, 0.08887969702482224, -0.167441263794899, -0.1184455081820488, 0.19328837096691132, 0.08623253554105759, 0.20202648639678955, -0.19419339299201965, -0.07651975005865097, -0.11113667488098145, -0.21312806010246277, 0.022974893450737, -0.09373674541711807, 0.09291314333677292, -0.04684332385659218, -0.05629613623023033, 0.024317147210240364, -0.027869660407304764, 0.12811429798603058, 0.0077324118465185165, 0.033083971589803696, -0.053170811384916306, 0.046051379293203354, 0.041943538933992386, 0.03634842112660408, 0.17051805555820465, -0.17523708939552307, 0.08127493411302567, -0.15940746665000916, -0.02688153274357319, -0.07551582157611847, 0.07316494733095169, -0.04819856956601143, -0.027516523376107216, -0.07391326874494553, 0.024423537775874138, 0.034603267908096313, 0.018214978277683258, 0.10370887815952301, -0.0990293025970459, 0.025004468858242035, 0.17504671216011047, 0.13595415651798248, -0.06311199814081192, 0.003416677238419652, 0.06471072137355804, -0.028194578364491463, 0.050428956747055054, -0.11571590602397919, 0.06347084790468216, 0.15695767104625702, -0.005006395746022463, 0.0812336876988411, 0.03879118338227272, -0.09382116794586182, -0.037258636206388474, 0.08077050000429153, -0.11172392219305038, 0.052778780460357666, -0.03890370950102806, -0.21610964834690094, -0.014243275858461857, 0.04732339829206467, 0.1804850995540619, -0.021376432850956917, -0.017643984407186508, -0.012354814447462559, 0.0008276275475509465, -0.07653719931840897, 0.14803308248519897, 0.10564295947551727, 0.017216579988598824, -0.08815044909715652, 0.07823232561349869, -0.022218545898795128, -0.07630924880504608, 0.03436518833041191, 0.1424439400434494, -0.08715464919805527, -0.11426101624965668, 0.10347286611795425, 0.12424304336309433, -0.09864740073680878, -0.05641459301114082, -0.18445560336112976, -0.10332465916872025, 0.05484593287110329, 0.16292837262153625, 0.14085115492343903, 0.03904936462640762, 0.05599226430058479, -0.06540883332490921, 0.0031734707299619913, 0.10306703299283981, 0.058111242949962616, 0.03609931468963623, -0.06702715158462524, 0.009785248897969723, -0.027498111128807068, 0.10860984772443771, -0.02711113542318344, 0.03339512646198273, -0.18127895891666412, 0.0535249188542366, -0.24571622908115387, 0.024309298023581505, 0.008903684094548225, 0.004274975508451462, -0.007213832810521126, -0.08675575256347656, -0.05817168951034546, 0.03165606036782265, -0.12249129265546799, -0.02681802771985531, 0.000047480789362452924, 0.06712405383586884, -0.14976435899734497, -0.009926623664796352, 0.06844107061624527, -0.06448140740394592, 0.07791784405708313, 0.027196383103728294, -0.07454218715429306, 0.09180866181850433, -0.15259771049022675, 0.0016756461700424552, 0.022609742358326912, 0.05045533925294876, 0.03194727748632431, -0.020652679726481438, 0.05756036564707756, 0.125021293759346, 0.09384015947580338, 0.07187656313180923, 0.14491617679595947, -0.1174018532037735, -0.05835704877972603, -0.09159506112337112, -0.11509536951780319, -0.0019900465849786997, 0.04353959485888481, 0.07630714774131775, 0.04992179945111275, 0.11707108467817307, -0.06131483614444733, -0.0122836884111166, -0.15639887750148773, -0.00833937805145979, -0.007468246389180422, -0.07779882103204727, -0.10441883653402328, -0.0032187001779675484, 0.07081659883260727, -0.01231002900749445, 0.2262599766254425, 0.03202594444155693, 0.0633731484413147, 0.03045332059264183, -0.04189613088965416, 0.14195306599140167, 0.032416731119155884, 0.18033787608146667, -0.03809652104973793, 0.012311689555644989, -0.05462781712412834, -0.039552316069602966, 0.05347771942615509, 0.0031464681960642338, 0.12315244972705841, 0.2353699505329132, 0.12082912027835846, 0.15875369310379028, 0.03858901932835579, 0.020098643377423286, -0.006914430297911167, -0.08080316334962845, 0.05032486468553543, 0.12309791147708893, 0.014863474294543266, 0.17582231760025024, 0.11984707415103912, -0.12685202062129974, 0.058357492089271545, -0.06300670653581619, -0.048424724489450455, -0.16081339120864868, -0.06552527844905853, -0.11732166260480881, -0.18017694354057312, 0.029879989102482796, -0.10895960032939911, 0.01010775938630104, 0.010252349078655243, 0.06429760158061981, -0.06444685906171799, 0.08310457319021225, 0.02252780646085739, -0.08784745633602142, 0.10632528364658356, -0.020931169390678406, -0.0021154945716261864, 0.07239777594804764, 0.012396127916872501, 0.04771655797958374, -0.04157606512308121, -0.02032211609184742, 0.056523118168115616, -0.07634089142084122, 0.012363802641630173, -0.07124067097902298, -0.03821761533617973, -0.029648443683981895, 0.034376442432403564, 0.05577781796455383, 0.21598486602306366, 0.0396110825240612, -0.007151981815695763, 0.024731148034334183, 0.15001921355724335, -0.031850673258304596, -0.09722843021154404, -0.08835657685995102, 0.13208259642124176, 0.0466826893389225, 0.067099928855896, -0.0021849642507731915, -0.08071558177471161, -0.0031526440288871527, 0.27439919114112854, 0.21508429944515228, -0.06862771511077881, 0.010173717513680458, 0.06167805567383766, 0.013326959684491158, 0.04328327253460884, 0.09048197418451309, 0.12604300677776337, 0.2005975991487503, -0.032079193741083145, -0.07388535141944885, -0.06012501195073128, -0.029841355979442596, -0.05072227865457535, 0.0606427825987339, 0.033175356686115265, -0.09948921203613281, -0.024878069758415222, 0.04894663766026497, -0.04019416123628616, -0.058442700654268265, 0.017682459205389023, -0.18006762862205505, -0.08780020475387573, -0.054205622524023056, 0.06604058295488358, 0.01257918681949377, -0.00864031445235014, -0.044722121208906174, -0.035100098699331284, 0.06320534646511078, -0.059912510216236115, -0.12332992255687714, -0.14108549058437347, 0.04141031578183174, -0.12175406515598297, 0.1329631209373474, 0.005890725180506706, 0.16988027095794678, 0.11639747768640518, 0.052409905940294266, -0.03201121464371681, 0.11142174899578094, 0.06507477909326553, -0.050239600241184235, 0.07642656564712524, 0.00412742281332612, -0.009020841680467129, 0.0723533034324646, 0.052556801587343216, 0.03100602515041828, 0.06133420392870903, -0.028655393049120903, -0.08478204905986786, -0.15372350811958313, 0.016595203429460526, -0.17678458988666534, 0.05405022203922272, 0.17013712227344513, -0.03084619715809822, 0.00588328717276454, -0.07943271845579147, 0.06099078804254532, -0.016202909871935844, -0.013631203211843967, 0.0059484271332621574, -0.13359369337558746, 0.027118220925331116, 0.06659089773893356, 0.011787353083491325, -0.2891298532485962, -0.030917920172214508, -0.05173793062567711, -0.022168511524796486, -0.09062132239341736, 0.11165594309568405, 0.046497948467731476, 0.025463126599788666, -0.02427564561367035, -0.18449631333351135, 0.019899390637874603, 0.08232161402702332, -0.16075687110424042, -0.08989278227090836 ]
null
null
transformers
### eng-eus * source group: English * target group: Basque * OPUS readme: [eng-eus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-eus/README.md) * model: transformer-align * source language(s): eng * target language(s): eus * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.eus | 31.8 | 0.590 | ### System Info: - hf_name: eng-eus - source_languages: eng - target_languages: eus - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-eus/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'eu'] - src_constituents: {'eng'} - tgt_constituents: {'eus'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.test.txt - src_alpha3: eng - tgt_alpha3: eus - short_pair: en-eu - chrF2_score: 0.59 - bleu: 31.8 - brevity_penalty: 0.9440000000000001 - ref_len: 7080.0 - src_name: English - tgt_name: Basque - train_date: 2020-06-17 - src_alpha2: en - tgt_alpha2: eu - prefer_old: False - long_pair: eng-eus - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "eu"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-eu
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "eu", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "eu" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #eu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-eus * source group: English * target group: Basque * OPUS readme: eng-eus * model: transformer-align * source language(s): eng * target language(s): eus * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 31.8, chr-F: 0.590 ### System Info: * hf\_name: eng-eus * source\_languages: eng * target\_languages: eus * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'eu'] * src\_constituents: {'eng'} * tgt\_constituents: {'eus'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: eus * short\_pair: en-eu * chrF2\_score: 0.59 * bleu: 31.8 * brevity\_penalty: 0.9440000000000001 * ref\_len: 7080.0 * src\_name: English * tgt\_name: Basque * train\_date: 2020-06-17 * src\_alpha2: en * tgt\_alpha2: eu * prefer\_old: False * long\_pair: eng-eus * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-eus\n\n\n* source group: English\n* target group: Basque\n* OPUS readme: eng-eus\n* model: transformer-align\n* source language(s): eng\n* target language(s): eus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 31.8, chr-F: 0.590", "### System Info:\n\n\n* hf\\_name: eng-eus\n* source\\_languages: eng\n* target\\_languages: eus\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'eu']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'eus'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: eus\n* short\\_pair: en-eu\n* chrF2\\_score: 0.59\n* bleu: 31.8\n* brevity\\_penalty: 0.9440000000000001\n* ref\\_len: 7080.0\n* src\\_name: English\n* tgt\\_name: Basque\n* train\\_date: 2020-06-17\n* src\\_alpha2: en\n* tgt\\_alpha2: eu\n* prefer\\_old: False\n* long\\_pair: eng-eus\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #eu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-eus\n\n\n* source group: English\n* target group: Basque\n* OPUS readme: eng-eus\n* model: transformer-align\n* source language(s): eng\n* target language(s): eus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 31.8, chr-F: 0.590", "### System Info:\n\n\n* hf\\_name: eng-eus\n* source\\_languages: eng\n* target\\_languages: eus\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'eu']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'eus'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: eus\n* short\\_pair: en-eu\n* chrF2\\_score: 0.59\n* bleu: 31.8\n* brevity\\_penalty: 0.9440000000000001\n* ref\\_len: 7080.0\n* src\\_name: English\n* tgt\\_name: Basque\n* train\\_date: 2020-06-17\n* src\\_alpha2: en\n* tgt\\_alpha2: eu\n* prefer\\_old: False\n* long\\_pair: eng-eus\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 120, 391 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #eu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-eus\n\n\n* source group: English\n* target group: Basque\n* OPUS readme: eng-eus\n* model: transformer-align\n* source language(s): eng\n* target language(s): eus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 31.8, chr-F: 0.590" ]
[ -0.14032509922981262, 0.07833732664585114, -0.003685639938339591, 0.07606112211942673, 0.09576176851987839, 0.010834992863237858, 0.08470731228590012, 0.11916488409042358, 0.04830789193511009, 0.03465396165847778, 0.10978333652019501, 0.1277121603488922, 0.010004516690969467, 0.11650209128856659, -0.041163746267557144, -0.13826046884059906, 0.081272654235363, 0.040030382573604584, -0.08514893054962158, 0.10826323181390762, 0.08411616832017899, -0.032700296491384506, 0.12108015269041061, -0.008565413765609264, -0.03438875451683998, 0.1323123276233673, -0.009461046196520329, -0.08398213982582092, 0.07262814790010452, 0.08500936627388, 0.03766392171382904, 0.040415208786726, -0.02013947069644928, -0.18786297738552094, 0.008002840913832188, -0.0018734436016529799, -0.079471156001091, 0.04254884272813797, 0.049957163631916046, -0.11352524906396866, 0.10741788148880005, -0.1149388924241066, -0.037807662039995193, 0.025191113352775574, -0.028500180691480637, -0.16126437485218048, -0.06730567663908005, 0.02680443413555622, 0.013462931849062443, 0.13004562258720398, -0.040755871683359146, 0.19414299726486206, -0.12202980369329453, 0.1008576974272728, 0.2632181942462921, -0.266542911529541, -0.015264091081917286, 0.02033742517232895, 0.00970475748181343, 0.0902499333024025, 0.018918247893452644, -0.0001504910906078294, 0.0909351035952568, 0.04150871932506561, -0.07799400389194489, -0.10020489990711212, -0.08906704932451248, 0.01974887028336525, -0.12511105835437775, -0.03815377503633499, 0.29979389905929565, 0.028136150911450386, -0.05911549925804138, -0.003074798732995987, -0.06564117968082428, 0.02658621035516262, -0.017613470554351807, 0.03444170206785202, 0.037196263670921326, -0.014397812075912952, 0.03971922770142555, -0.014597190544009209, -0.09408830851316452, -0.06894774734973907, -0.14586114883422852, 0.2601408362388611, 0.05723956227302551, 0.0066735330037772655, 0.016944296658039093, 0.0683666244149208, -0.02679513394832611, -0.12470149248838425, -0.04482819885015488, -0.025324584916234016, 0.035331688821315765, 0.06926186382770538, -0.06927933543920517, -0.10052192956209183, 0.10195020586252213, 0.11950714886188507, -0.12475921958684921, 0.03810197860002518, -0.04744553565979004, 0.07324190437793732, -0.013606332242488861, 0.18871532380580902, -0.03046542778611183, -0.06780936568975449, 0.019884372130036354, -0.009443467482924461, 0.05677611380815506, 0.03517754003405571, -0.1250012218952179, -0.09116124361753464, -0.008709456771612167, 0.07085888087749481, 0.019469216465950012, 0.05966345965862274, -0.07322566211223602, -0.04330924153327942, 0.11976432800292969, -0.126400426030159, 0.01588274911046028, 0.03933596611022949, -0.050384409725666046, 0.1003972664475441, 0.07928427308797836, -0.034843750298023224, -0.11473293602466583, 0.0016066799871623516, -0.05262991786003113, 0.0015280992956832051, -0.057772114872932434, -0.12941114604473114, 0.07700813561677933, 0.026739832013845444, 0.013647644780576229, -0.15946166217327118, -0.10739082843065262, -0.054374534636735916, 0.009247181937098503, 0.008038066327571869, -0.0030086375772953033, -0.07702559232711792, -0.032316289842128754, 0.013084442354738712, -0.051985517144203186, -0.08178255707025528, -0.09048289060592651, 0.06353995203971863, 0.008685081265866756, 0.03833695128560066, -0.08245935291051865, 0.04826140031218529, -0.1657734215259552, -0.03991551324725151, -0.21350149810314178, 0.06600922346115112, -0.1539815068244934, 0.049102526158094406, -0.10935254395008087, -0.0865037739276886, -0.03934464231133461, 0.09520992636680603, 0.06425577402114868, 0.17487142980098724, -0.1356716901063919, -0.08210025727748871, 0.1877271980047226, -0.1065763309597969, -0.14100123941898346, 0.1332634687423706, 0.01164977066218853, -0.0547400638461113, 0.07054929435253143, 0.18706588447093964, 0.029121171683073044, -0.06514980643987656, -0.021341318264603615, 0.07710956782102585, 0.02650032564997673, -0.12419416010379791, 0.1381111443042755, -0.11453225463628769, -0.07833297550678253, 0.039905108511447906, -0.14594246447086334, 0.06484012305736542, 0.01643873192369938, -0.024685442447662354, -0.016017673537135124, -0.004229842685163021, 0.03907981514930725, 0.056379757821559906, 0.037880465388298035, -0.12118296325206757, -0.09831253439188004, 0.07391490787267685, 0.10055326670408249, -0.0750858411192894, 0.05994221568107605, -0.021322431042790413, 0.14029960334300995, -0.1073569655418396, 0.02864190749824047, -0.1188349574804306, -0.02321520633995533, 0.005852583330124617, 0.008871194906532764, 0.08568019419908524, 0.028683360666036606, 0.03953622654080391, -0.042396072298288345, -0.02831658348441124, -0.04240601137280464, 0.0168834887444973, -0.03824922814965248, -0.040973350405693054, -0.1672695130109787, 0.0370735339820385, -0.013463107869029045, -0.03597443550825119, -0.08734153211116791, 0.00899906549602747, 0.0711423009634018, 0.056830551475286484, -0.04341763257980347, 0.058039385825395584, -0.03264404833316803, 0.06842486560344696, -0.07646734267473221, -0.001967998454347253, 0.04390604794025421, -0.015152601525187492, -0.10592332482337952, 0.1793304830789566, -0.06729603558778763, 0.1659795343875885, 0.22525641322135925, -0.10755600035190582, 0.0009133557905443013, -0.0033238218165934086, -0.0297180637717247, 0.02463841252028942, 0.028131162747740746, -0.04006904736161232, 0.08138126879930496, 0.005422384478151798, 0.1450074017047882, -0.15891170501708984, -0.01920328289270401, -0.026298796758055687, -0.0493442676961422, -0.061141710728406906, 0.2016458809375763, 0.08017929643392563, -0.06680402159690857, 0.14881879091262817, 0.16066496074199677, -0.09595690667629242, 0.19531501829624176, -0.057169631123542786, -0.06771363317966461, 0.07044030725955963, 0.05772961676120758, -0.022968202829360962, 0.08528962731361389, -0.13405314087867737, 0.011271863244473934, 0.052734848111867905, 0.0539640374481678, 0.06650194525718689, -0.1190168559551239, -0.011332803405821323, 0.002856398932635784, -0.09367956966161728, -0.02649775519967079, 0.05967665836215019, 0.005963115021586418, 0.07824140787124634, -0.019660523161292076, -0.035687364637851715, 0.0047586215659976006, -0.010340296663343906, -0.1409364938735962, 0.2267823964357376, -0.14486099779605865, -0.19245025515556335, -0.18216904997825623, 0.07668236643075943, -0.1535586267709732, 0.019082309678196907, 0.12309756875038147, -0.11731303483247757, -0.06714816391468048, -0.06601426750421524, 0.13507068157196045, 0.011671142652630806, -0.048135410994291306, -0.05265328288078308, -0.007388871628791094, -0.004961943719536066, -0.1560935378074646, -0.04652465134859085, -0.028788477182388306, -0.00812940951436758, -0.008972867392003536, -0.1548488736152649, 0.13010486960411072, 0.10727554559707642, -0.010313554666936398, 0.016892166808247566, -0.02567097917199135, 0.1832890510559082, -0.06648807227611542, -0.022759638726711273, 0.1463482528924942, 0.056022487580776215, 0.028601523488759995, 0.07826124876737595, 0.004091301932930946, -0.0371638685464859, 0.027346845716238022, 0.015197993256151676, -0.02310062386095524, -0.2881035804748535, -0.1502944380044937, -0.07344493269920349, 0.05738313868641853, 0.034422602504491806, 0.05407841503620148, -0.07157627493143082, 0.11096387356519699, -0.05179882422089577, -0.00021648165420629084, -0.014650187455117702, 0.08433007448911667, 0.21747979521751404, 0.006442637648433447, 0.11581332981586456, -0.11109894514083862, -0.07030616700649261, 0.1358329951763153, 0.027637904509902, 0.06566298007965088, -0.03744214400649071, 0.09977728128433228, 0.056468818336725235, 0.11254731565713882, -0.005675870459526777, 0.11003712564706802, 0.001342723029665649, 0.011150728911161423, -0.03714645653963089, -0.08108770102262497, -0.03857339918613434, 0.035700589418411255, 0.008136361837387085, -0.0041025783866643906, -0.12661613523960114, -0.07839411497116089, 0.12466398626565933, 0.08100469410419464, -0.0010344234760850668, -0.22519007325172424, -0.025079255923628807, 0.028593111783266068, -0.01263163797557354, -0.006176360882818699, 0.06979041546583176, 0.013420390896499157, -0.09382473677396774, 0.11015740782022476, 0.022659871727228165, 0.1097174808382988, 0.0070891669020056725, 0.012895564548671246, -0.04408401623368263, 0.01712842285633087, 0.0021432742942124605, 0.1193145364522934, -0.258872389793396, 0.2554405927658081, 0.016546234488487244, -0.010088835842907429, -0.04904256388545036, 0.0038549117743968964, 0.057817623019218445, 0.11722194403409958, 0.1316879838705063, 0.010675150901079178, -0.030177755281329155, -0.02645188197493553, 0.004245548974722624, 0.05323544144630432, 0.004083412233740091, 0.009301505982875824, 0.05242244526743889, 0.0010458087781444192, -0.003293465357273817, -0.022887177765369415, 0.08675000071525574, -0.09530799090862274, -0.08384478092193604, -0.027067990973591805, 0.09134773164987564, -0.038338154554367065, -0.028378505259752274, -0.10374069958925247, -0.18160532414913177, 0.21812255680561066, -0.03386685997247696, -0.10115806758403778, -0.11378363519906998, -0.049509018659591675, 0.1402791440486908, -0.13611356914043427, -0.01170018594712019, -0.04895630478858948, -0.00899979006499052, -0.04419296979904175, -0.12579263746738434, 0.11108199506998062, -0.09960963577032089, -0.07428207248449326, 0.0011582239530980587, 0.1385997235774994, -0.06290502846240997, 0.03876557946205139, -0.007893232628703117, -0.01876615360379219, -0.03709755092859268, -0.12633144855499268, -0.06810564547777176, -0.015344230458140373, 0.030869703739881516, 0.1762373447418213, -0.11329207569360733, -0.13227330148220062, -0.033131275326013565, -0.01399597991257906, 0.14810270071029663, 0.19063858687877655, -0.049754898995161057, -0.0008724287035875022, 0.14821183681488037, -0.08539637178182602, -0.2808636724948883, 0.018920818343758583, -0.025251004844903946, 0.013081446290016174, 0.02487979270517826, -0.10709701478481293, 0.07909189909696579, 0.03773985803127289, -0.028742093592882156, 0.008566522970795631, -0.20093762874603271, -0.11818992346525192, 0.1495334655046463, 0.07888590544462204, 0.2606259286403656, -0.11944691091775894, -0.0566490963101387, -0.09636636823415756, -0.19717106223106384, 0.05498003959655762, -0.06630592048168182, 0.07338465750217438, -0.02322014980018139, 0.03270690143108368, 0.028066663071513176, -0.020773882046341896, 0.15018929541110992, 0.045721981674432755, 0.024323396384716034, -0.048140522092580795, 0.04608318209648132, -0.003739308100193739, 0.012211362831294537, 0.17265084385871887, -0.15450824797153473, 0.029593421146273613, -0.1582743376493454, -0.03339250013232231, -0.07275685667991638, 0.08291814476251602, -0.007051111664623022, -0.014328204095363617, -0.07555065304040909, -0.0009389538899995387, 0.047416042536497116, 0.03876517713069916, 0.19960962235927582, -0.055207509547472, 0.009552288800477982, 0.10813926160335541, 0.12612968683242798, -0.04137544706463814, -0.019429510459303856, 0.031006280332803726, -0.0242974404245615, 0.07164735347032547, -0.15765762329101562, 0.04975082725286484, 0.14422644674777985, -0.039003778249025345, 0.044225987046957016, 0.04539844021201134, -0.10211136937141418, -0.03297785669565201, 0.11104771494865417, -0.09015917032957077, -0.028798338025808334, -0.04292638227343559, -0.18988461792469025, -0.00006420524005079642, 0.06089332327246666, 0.1602848321199417, -0.010240951552987099, -0.02785124070942402, -0.014803897589445114, -0.021581249311566353, -0.07007803022861481, 0.1355350911617279, 0.08656647801399231, -0.012081875465810299, -0.10398289561271667, 0.10099788010120392, -0.013843029737472534, -0.1257885843515396, 0.050817061215639114, 0.13295313715934753, -0.07978644967079163, -0.11180686950683594, 0.0830044224858284, 0.1324378401041031, -0.22562643885612488, -0.1129506304860115, -0.16941937804222107, -0.09631862491369247, 0.03763388469815254, 0.1138441264629364, 0.15928415954113007, -0.0031573225278407335, 0.0383894182741642, -0.04636772722005844, 0.023980960249900818, 0.06754912436008453, 0.08840899169445038, 0.041291479021310806, -0.0955367311835289, -0.03268933668732643, -0.006647410336881876, 0.08509966731071472, -0.020174572244286537, 0.0434454083442688, -0.14152655005455017, 0.022849416360259056, -0.18293680250644684, 0.0104234479367733, -0.03275381401181221, -0.01137642003595829, -0.006515624932944775, -0.06956154108047485, -0.053093764930963516, 0.03209393098950386, -0.12005925923585892, -0.017128152772784233, -0.009927043691277504, 0.07988228648900986, -0.11708268523216248, 0.005891131237149239, 0.061433095484972, -0.03779206797480583, 0.05130723491311073, 0.036661650985479355, -0.04553166404366493, 0.08422103524208069, -0.1690608710050583, 0.006159454584121704, 0.04266132041811943, 0.058619629591703415, 0.05166279524564743, 0.03497898951172829, 0.05431423336267471, 0.12326227873563766, 0.0906962901353836, 0.039543215185403824, 0.10078481584787369, -0.12097160518169403, 0.018828796222805977, -0.05047931522130966, -0.12374149262905121, -0.01683961972594261, 0.061450328677892685, 0.08370359241962433, 0.058102983981370926, 0.14249002933502197, -0.08836666494607925, -0.004488745704293251, -0.09790626913309097, 0.020776333287358284, 0.003861902514472604, -0.07920476049184799, -0.09118548035621643, -0.022763164713978767, 0.041786063462495804, 0.008705783635377884, 0.21088963747024536, 0.07038825005292892, 0.08816942572593689, 0.03435135632753372, -0.0035622194409370422, 0.11209936439990997, -0.004951876122504473, 0.12790079414844513, -0.051812794059515, 0.019781051203608513, -0.07555853575468063, 0.02424388751387596, 0.09144656360149384, -0.01274771150201559, 0.08713966608047485, 0.17248526215553284, 0.10568557679653168, 0.17001847922801971, 0.00991577748209238, 0.02261935919523239, -0.051415231078863144, -0.134306401014328, 0.05278152599930763, 0.05362418293952942, 0.028360912576317787, 0.15817636251449585, 0.1007850244641304, -0.12192490696907043, 0.06174895167350769, 0.017560502514243126, -0.018331710249185562, -0.15913501381874084, -0.10040739178657532, -0.10587257891893387, -0.23420114815235138, 0.016624899581074715, -0.10351204872131348, -0.016278577968478203, 0.04190472885966301, 0.05305103212594986, -0.05333245173096657, 0.12956655025482178, -0.06885288655757904, -0.1314990520477295, 0.06937497854232788, -0.02915746159851551, 0.037899430841207504, 0.05796867981553078, -0.0011320709018036723, 0.04104963690042496, -0.01411399058997631, 0.02218485064804554, 0.07525603473186493, -0.05449194088578224, 0.04483182728290558, -0.05990971624851227, -0.03236181288957596, -0.05048401653766632, 0.06026817858219147, 0.06338202208280563, 0.262085497379303, 0.04655516892671585, -0.005898905918002129, 0.001843164092861116, 0.1312185376882553, -0.0427599735558033, -0.097735196352005, -0.09681879729032516, 0.17509351670742035, 0.06863100826740265, 0.08781138062477112, -0.01567128300666809, -0.10103306919336319, -0.03888234496116638, 0.2654385268688202, 0.2137843817472458, -0.03386179730296135, -0.003713347250595689, 0.033292047679424286, 0.011508160270750523, 0.06287673860788345, 0.04411982372403145, 0.11256236582994461, 0.23901748657226562, -0.039331451058387756, -0.05134449526667595, -0.06745421886444092, 0.01862853206694126, -0.08393029123544693, 0.0814349576830864, 0.0038344382774084806, -0.11393021047115326, -0.008233418688178062, 0.07338514178991318, -0.04259249195456505, -0.0617646761238575, -0.000998662319034338, -0.14457210898399353, -0.055032793432474136, -0.049937352538108826, 0.10366646200418472, 0.07280835509300232, 0.040140796452760696, -0.03281833976507187, -0.06501524895429611, 0.04567190259695053, -0.002271785167977214, -0.15079659223556519, -0.10309812426567078, 0.023791661486029625, -0.13751496374607086, 0.18081320822238922, -0.010888565331697464, 0.10821293294429779, 0.1014384925365448, 0.04521786421537399, -0.031782522797584534, 0.060938604176044464, 0.030908094719052315, -0.026016412302851677, 0.07337409257888794, -0.057129789143800735, -0.022725187242031097, 0.058076225221157074, 0.03354128450155258, -0.05827057361602783, 0.05581099912524223, 0.06093166396021843, -0.06832653284072876, -0.1243821308016777, 0.04003438726067543, -0.18631799519062042, 0.06357311457395554, 0.14111296832561493, 0.010113506577908993, -0.018127817660570145, -0.0714651346206665, 0.05657442286610603, -0.0013502449728548527, 0.006932740565389395, 0.015222582034766674, -0.12075690925121307, 0.010083886794745922, 0.050583649426698685, 0.03361734747886658, -0.2700469493865967, 0.004416399635374546, -0.07493779063224792, -0.008704169653356075, -0.08731242269277573, 0.06555483490228653, 0.05520214885473251, 0.003588628489524126, -0.01895025372505188, -0.1409115493297577, 0.013328064233064651, 0.0676051452755928, -0.10811864584684372, -0.08966176956892014 ]
null
null
transformers
### eng-euq * source group: English * target group: Basque (family) * OPUS readme: [eng-euq](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-euq/README.md) * model: transformer * source language(s): eng * target language(s): eus * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-euq/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-euq/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-euq/opus-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.eus | 27.9 | 0.555 | | Tatoeba-test.eng-eus.eng.eus | 27.9 | 0.555 | ### System Info: - hf_name: eng-euq - source_languages: eng - target_languages: euq - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-euq/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'euq'] - src_constituents: {'eng'} - tgt_constituents: {'eus'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-euq/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-euq/opus-2020-07-26.test.txt - src_alpha3: eng - tgt_alpha3: euq - short_pair: en-euq - chrF2_score: 0.555 - bleu: 27.9 - brevity_penalty: 0.917 - ref_len: 7080.0 - src_name: English - tgt_name: Basque (family) - train_date: 2020-07-26 - src_alpha2: en - tgt_alpha2: euq - prefer_old: False - long_pair: eng-euq - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "euq"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-euq
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "euq", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "euq" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #euq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-euq * source group: English * target group: Basque (family) * OPUS readme: eng-euq * model: transformer * source language(s): eng * target language(s): eus * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 27.9, chr-F: 0.555 testset: URL, BLEU: 27.9, chr-F: 0.555 ### System Info: * hf\_name: eng-euq * source\_languages: eng * target\_languages: euq * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'euq'] * src\_constituents: {'eng'} * tgt\_constituents: {'eus'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm12k,spm12k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: euq * short\_pair: en-euq * chrF2\_score: 0.555 * bleu: 27.9 * brevity\_penalty: 0.917 * ref\_len: 7080.0 * src\_name: English * tgt\_name: Basque (family) * train\_date: 2020-07-26 * src\_alpha2: en * tgt\_alpha2: euq * prefer\_old: False * long\_pair: eng-euq * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-euq\n\n\n* source group: English\n* target group: Basque (family)\n* OPUS readme: eng-euq\n* model: transformer\n* source language(s): eng\n* target language(s): eus\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.9, chr-F: 0.555\ntestset: URL, BLEU: 27.9, chr-F: 0.555", "### System Info:\n\n\n* hf\\_name: eng-euq\n* source\\_languages: eng\n* target\\_languages: euq\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'euq']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'eus'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: euq\n* short\\_pair: en-euq\n* chrF2\\_score: 0.555\n* bleu: 27.9\n* brevity\\_penalty: 0.917\n* ref\\_len: 7080.0\n* src\\_name: English\n* tgt\\_name: Basque (family)\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: euq\n* prefer\\_old: False\n* long\\_pair: eng-euq\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #euq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-euq\n\n\n* source group: English\n* target group: Basque (family)\n* OPUS readme: eng-euq\n* model: transformer\n* source language(s): eng\n* target language(s): eus\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.9, chr-F: 0.555\ntestset: URL, BLEU: 27.9, chr-F: 0.555", "### System Info:\n\n\n* hf\\_name: eng-euq\n* source\\_languages: eng\n* target\\_languages: euq\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'euq']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'eus'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: euq\n* short\\_pair: en-euq\n* chrF2\\_score: 0.555\n* bleu: 27.9\n* brevity\\_penalty: 0.917\n* ref\\_len: 7080.0\n* src\\_name: English\n* tgt\\_name: Basque (family)\n* train\\_date: 2020-07-26\n* src\\_alpha2: en\n* tgt\\_alpha2: euq\n* prefer\\_old: False\n* long\\_pair: eng-euq\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 62, 138, 398 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #euq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-euq\n\n\n* source group: English\n* target group: Basque (family)\n* OPUS readme: eng-euq\n* model: transformer\n* source language(s): eng\n* target language(s): eus\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.9, chr-F: 0.555\ntestset: URL, BLEU: 27.9, chr-F: 0.555" ]
[ -0.14759515225887299, 0.0967571958899498, -0.004208581522107124, 0.06526245921850204, 0.08514558523893356, 0.027848370373249054, 0.07589872181415558, 0.12851308286190033, 0.047252435237169266, 0.03344734013080597, 0.10271531343460083, 0.11640942096710205, 0.03433963656425476, 0.1553143858909607, -0.04250221699476242, -0.13005852699279785, 0.04342423751950264, 0.05488917976617813, -0.09957363456487656, 0.11095079034566879, 0.07403165847063065, -0.022892994806170464, 0.11264143139123917, -0.026054568588733673, -0.01915805973112583, 0.1255313903093338, -0.020355427637696266, -0.0746195986866951, 0.0569516196846962, 0.11300764232873917, 0.030112076550722122, 0.0634256973862648, -0.035275205969810486, -0.22600729763507843, 0.019378550350666046, 0.0001784421328920871, -0.09678354114294052, 0.02132343500852585, 0.04148269072175026, -0.09130269289016724, 0.1182417944073677, -0.10250303149223328, -0.040365658700466156, 0.02665078453719616, -0.02179354801774025, -0.13792742788791656, -0.05152033269405365, 0.058387238532304764, -0.019252801313996315, 0.12119125574827194, -0.04023217037320137, 0.190052330493927, -0.13760682940483093, 0.10922952741384506, 0.29236388206481934, -0.22563663125038147, -0.017519807443022728, 0.0365506112575531, 0.028365280479192734, 0.08080838620662689, -0.0026865601539611816, -0.03362958878278732, 0.10642814636230469, 0.03403507545590401, -0.10033225268125534, -0.1027066633105278, -0.06358160823583603, 0.015750374644994736, -0.1257888376712799, -0.03684791177511215, 0.3073599934577942, 0.04617556557059288, -0.07572780549526215, 0.034807704389095306, -0.05651875585317612, -0.002113490365445614, 0.0027879232075065374, 0.0387965552508831, 0.03755195438861847, -0.035486847162246704, 0.00651494599878788, -0.008904265239834785, -0.08542725443840027, -0.0845499038696289, -0.14172032475471497, 0.2291184812784195, 0.07316321134567261, -0.003457550425082445, -0.0035446765832602978, 0.06329649686813354, -0.02831331454217434, -0.11797945201396942, -0.06475607305765152, -0.03189384564757347, 0.033149827271699905, 0.07218234241008759, -0.0716521367430687, -0.08684661984443665, 0.13209174573421478, 0.1414039433002472, -0.1473568230867386, 0.062180522829294205, -0.0473528616130352, 0.05394316837191582, -0.012623677030205727, 0.19571371376514435, 0.00637097330763936, -0.058878425508737564, 0.035416990518569946, 0.02355201542377472, 0.019955633208155632, 0.03443458676338196, -0.09512743353843689, -0.08294568210840225, 0.015097842551767826, 0.06296923756599426, 0.019415196031332016, 0.0696878507733345, -0.06006482243537903, -0.045581113547086716, 0.08669103682041168, -0.13402806222438812, 0.006482217460870743, 0.08039284497499466, -0.05615706369280815, 0.06951531022787094, 0.07798832654953003, -0.06463473290205002, -0.12334727495908737, -0.03318808972835541, -0.03900995850563049, -0.023425495252013206, -0.05268236622214317, -0.10884746164083481, 0.07203251868486404, 0.004924235865473747, 0.03594387322664261, -0.15789362788200378, -0.10772639513015747, -0.06618884205818176, -0.007861955091357231, 0.020431671291589737, -0.03484911844134331, -0.07728467881679535, -0.04107348993420601, 0.004288681782782078, -0.050133850425481796, -0.06309228390455246, -0.09612562507390976, 0.08971156924962997, 0.03252825140953064, 0.021475739777088165, -0.0427585132420063, 0.03892718255519867, -0.1271081268787384, -0.02471521496772766, -0.17444954812526703, 0.06509387493133545, -0.15637429058551788, 0.029746992513537407, -0.09426708519458771, -0.08571209758520126, -0.05713002756237984, 0.09079738706350327, 0.047211334109306335, 0.17752201855182648, -0.12052399665117264, -0.09347765147686005, 0.1715676188468933, -0.0964757576584816, -0.14409293234348297, 0.12436410784721375, 0.016453562304377556, -0.06846227496862411, 0.06321687251329422, 0.1812475621700287, 0.03507818654179573, -0.07524830847978592, -0.03905705735087395, 0.09391530603170395, 0.048767901957035065, -0.08821624517440796, 0.14422295987606049, -0.09852204471826553, -0.06711363792419434, 0.024218754842877388, -0.11468236893415451, 0.0416109673678875, 0.0049611483700573444, -0.024913933128118515, -0.01932704821228981, -0.012348124757409096, 0.02264099009335041, 0.039228904992341995, 0.034938134253025055, -0.0956488773226738, -0.10548845678567886, 0.05180203169584274, 0.12653502821922302, -0.06743650883436203, 0.055351436138153076, -0.03763899207115173, 0.13505057990550995, -0.07991988211870193, 0.04323572665452957, -0.10717882215976715, -0.025577988475561142, 0.01894688792526722, -0.020915914326906204, 0.07317911833524704, 0.02431962452828884, 0.031198425218462944, -0.05520299822092056, -0.01964067481458187, -0.06156997010111809, -0.0055385190062224865, -0.051539842039346695, -0.05057169869542122, -0.17219434678554535, 0.04022180289030075, -0.013412313535809517, -0.020998192951083183, -0.1234607920050621, 0.019281968474388123, 0.06770061701536179, 0.045677222311496735, -0.03406790271401405, 0.06601419299840927, -0.019069770351052284, 0.05016189441084862, -0.07241272926330566, -0.004367246758192778, 0.02358061820268631, -0.013315760530531406, -0.1291946917772293, 0.1407288908958435, -0.050809238106012344, 0.1698974370956421, 0.2066158950328827, -0.0954829752445221, 0.015796953812241554, -0.013655995950102806, -0.03511699289083481, 0.012447572313249111, 0.03579191863536835, -0.0392724946141243, 0.09130647033452988, 0.001246542320586741, 0.13583031296730042, -0.1698998659849167, -0.037340857088565826, -0.026998234912753105, -0.03170986473560333, -0.046216096729040146, 0.21690794825553894, 0.09708578139543533, -0.056182343512773514, 0.13108587265014648, 0.13702094554901123, -0.0945848599076271, 0.1992831528186798, -0.06385207176208496, -0.08130083978176117, 0.079193614423275, 0.06971411406993866, -0.02490825764834881, 0.09641523659229279, -0.14985916018486023, 0.021980777382850647, 0.03220098093152046, 0.06451521813869476, 0.07479070872068405, -0.11687485128641129, -0.009386389516294003, 0.0023374378215521574, -0.10425880551338196, -0.06926137953996658, 0.04073819890618324, 0.009345710277557373, 0.06718480587005615, -0.024713827297091484, -0.013301239348948002, 0.013139614835381508, -0.02353927679359913, -0.15013687312602997, 0.25958454608917236, -0.12454427778720856, -0.18247553706169128, -0.12863001227378845, 0.06757547706365585, -0.1386919915676117, 0.006879501510411501, 0.13527759909629822, -0.1330111175775528, -0.04186283051967621, -0.06904345750808716, 0.15384168922901154, 0.014246284030377865, -0.02587871439754963, -0.058470044285058975, -0.009822812862694263, 0.008684461005032063, -0.15835194289684296, -0.028330309316515923, -0.031243106350302696, -0.042255084961652756, 0.00738454470410943, -0.16487038135528564, 0.12356990575790405, 0.09843400865793228, 0.007549813017249107, 0.016219809651374817, -0.028901997953653336, 0.22228336334228516, -0.07558312267065048, -0.03182774782180786, 0.1270594447851181, 0.03893449902534485, 0.025410788133740425, 0.0731796994805336, -0.014034343883395195, -0.03821498900651932, 0.033803895115852356, 0.0472751222550869, -0.0010098069906234741, -0.32721009850502014, -0.09265198558568954, -0.060812000185251236, 0.06319016963243484, 0.023853173479437828, 0.0763273611664772, -0.08609991520643234, 0.10562248528003693, -0.04967192932963371, 0.037453413009643555, -0.005770404357463121, 0.07239826768636703, 0.17945313453674316, 0.01163196936249733, 0.08204103261232376, -0.09407887607812881, -0.04773884639143944, 0.11851265281438828, 0.05639103800058365, 0.10917270183563232, -0.06665199249982834, 0.11503393203020096, 0.06985285133123398, 0.12074735760688782, 0.000978007330559194, 0.07324815541505814, -0.013027272187173367, 0.017645232379436493, -0.033668018877506256, -0.06721163541078568, -0.040052033960819244, 0.03112831525504589, 0.001154041150584817, 0.012664067558944225, -0.14540605247020721, -0.05705157294869423, 0.1063215434551239, 0.10356234759092331, -0.010544983670115471, -0.1880517452955246, -0.020629193633794785, 0.027643289417028427, -0.017718352377414703, -0.005249028094112873, 0.08131729066371918, 0.014531593769788742, -0.10682655870914459, 0.10141351819038391, 0.039715658873319626, 0.1202312707901001, 0.004228728823363781, 0.006386529188603163, -0.040133148431777954, 0.030504316091537476, -0.015606439672410488, 0.11694730818271637, -0.29836520552635193, 0.2383255809545517, 0.016023339703679085, 0.011180354282259941, -0.0421578474342823, -0.0023854270111769438, 0.062195323407649994, 0.11077980697154999, 0.09952118992805481, 0.004106575157493353, -0.028907977044582367, -0.05145638436079025, 0.007235636934638023, 0.0870339646935463, -0.0011408102000132203, 0.025741562247276306, 0.06317394971847534, 0.008482021279633045, 0.012101765722036362, -0.027596136555075645, 0.08943598717451096, -0.12255095690488815, -0.05657695233821869, -0.034499410539865494, 0.038053203374147415, -0.01886942610144615, -0.04549486190080643, -0.09826211631298065, -0.13302835822105408, 0.16414006054401398, -0.10284408926963806, -0.10848302394151688, -0.09295732527971268, -0.02734745480120182, 0.12910422682762146, -0.1553041636943817, -0.02314712293446064, -0.0364886038005352, -0.007689484860748053, -0.022738110274076462, -0.12811054289340973, 0.08770366758108139, -0.09601346403360367, -0.11788451671600342, 0.0037014975678175688, 0.12634767591953278, -0.05610678344964981, 0.057362157851457596, -0.01288663037121296, -0.06077299267053604, -0.031168971210718155, -0.12026327848434448, -0.06449554860591888, -0.017590075731277466, 0.012601993046700954, 0.1894814521074295, -0.12378794699907303, -0.12279495596885681, -0.05480426549911499, -0.02922113426029682, 0.12318842113018036, 0.22461076080799103, -0.015476308763027191, -0.012927399016916752, 0.16871796548366547, -0.11403108388185501, -0.24310865998268127, 0.019123665988445282, -0.005432431120425463, 0.00909713190048933, 0.01936110481619835, -0.13255441188812256, 0.06410802155733109, 0.03981267288327217, -0.007921732030808926, 0.06219732016324997, -0.2019549012184143, -0.11233017593622208, 0.15178938210010529, 0.08616414666175842, 0.23994536697864532, -0.16518498957157135, -0.06322990357875824, -0.09234391897916794, -0.20013678073883057, 0.032530587166547775, -0.08618961274623871, 0.08498929440975189, -0.03749154508113861, 0.012533321045339108, 0.025460122153162956, -0.009187729097902775, 0.13297927379608154, 0.03680311143398285, 0.015771161764860153, -0.06254853308200836, 0.042513370513916016, -0.03746965900063515, 0.00726761668920517, 0.15169933438301086, -0.17032739520072937, 0.045076094567775726, -0.17580126225948334, -0.04183897376060486, -0.07273831218481064, 0.06569188088178635, -0.03011729009449482, -0.001865991740487516, -0.06959176808595657, 0.002723857993260026, 0.0669388398528099, 0.043157462030649185, 0.1640043407678604, -0.06114223599433899, 0.024583375081419945, 0.0843413695693016, 0.135625422000885, -0.025563335046172142, -0.05290009453892708, 0.012577942572534084, -0.013359474949538708, 0.07682675123214722, -0.1595584899187088, 0.04587031900882721, 0.1482013463973999, -0.02987672947347164, 0.075935959815979, 0.04924926534295082, -0.12313730269670486, -0.010730688460171223, 0.09650039672851562, -0.062477439641952515, -0.010602310299873352, -0.04125715419650078, -0.196194589138031, -0.04248729720711708, 0.0631587877869606, 0.15884262323379517, 0.0015992166008800268, -0.032402172684669495, -0.03366691991686821, -0.008463370613753796, -0.058991141617298126, 0.15401022136211395, 0.10186946392059326, -0.0023711358662694693, -0.08914591372013092, 0.09410998970270157, -0.02096991427242756, -0.10929691046476364, 0.05097139999270439, 0.13096846640110016, -0.06949250400066376, -0.1028728112578392, 0.11693909019231796, 0.1381521075963974, -0.19735588133335114, -0.10740385949611664, -0.17198307812213898, -0.09370159357786179, 0.057857051491737366, 0.14920827746391296, 0.12808729708194733, -0.0027311297599226236, 0.08160378783941269, -0.023718999698758125, 0.030955661088228226, 0.0735124945640564, 0.07011014968156815, 0.03029470518231392, -0.10632068663835526, -0.039390694350004196, 0.012552347034215927, 0.11544899642467499, -0.014011777937412262, 0.04681416228413582, -0.17775923013687134, 0.02619880810379982, -0.20699147880077362, 0.05255763232707977, -0.0029205563478171825, 0.012730767019093037, -0.01110075693577528, -0.07549391686916351, -0.07234679162502289, 0.045631684362888336, -0.11925022304058075, -0.01889445260167122, 0.003712637349963188, 0.09036608040332794, -0.114799365401268, 0.0063340370543301105, 0.05805953964591026, -0.04862794652581215, 0.059824515134096146, 0.025370316579937935, -0.05607329681515694, 0.0990828275680542, -0.16200393438339233, 0.03319089859724045, 0.015473883599042892, 0.05963980033993721, 0.030041933059692383, 0.028780315071344376, 0.06942867487668991, 0.10538345575332642, 0.06593650579452515, 0.03442061319947243, 0.1008661687374115, -0.12639616429805756, -0.004986976273357868, -0.07734058052301407, -0.11912734806537628, -0.024430908262729645, 0.0575188472867012, 0.048893895000219345, 0.058904923498630524, 0.14165689051151276, -0.08517519384622574, -0.008182208053767681, -0.12866203486919403, 0.0032004450913518667, 0.02509857714176178, -0.05458636209368706, -0.08448456972837448, -0.011991066858172417, 0.0634826198220253, -0.000690897461026907, 0.2020295113325119, 0.0297091007232666, 0.0891820564866066, 0.01575613208115101, -0.04277588427066803, 0.10667768120765686, -0.019460763782262802, 0.14301535487174988, -0.05559014156460762, 0.031916819512844086, -0.06827391684055328, 0.015188362449407578, 0.08084035664796829, 0.00003521224789437838, 0.10994401574134827, 0.1630377620458603, 0.11159811913967133, 0.17652763426303864, 0.021472619846463203, 0.007327009458094835, -0.009135985746979713, -0.10346487164497375, 0.04249953106045723, 0.05724993720650673, 0.03861604630947113, 0.14429661631584167, 0.11542516946792603, -0.10900083184242249, 0.05311782658100128, -0.013309427537024021, -0.025680679827928543, -0.16652101278305054, -0.09470107406377792, -0.1163189560174942, -0.23141102492809296, 0.028786703944206238, -0.12245406955480576, -0.03296543285250664, 0.03654078021645546, 0.05684925243258476, -0.05094841122627258, 0.10655587166547775, -0.01144968718290329, -0.13387075066566467, 0.054487258195877075, -0.028740281239151955, 0.027381183579564095, 0.0651327520608902, -0.005122700240463018, 0.08076579123735428, -0.037233367562294006, 0.011423839256167412, 0.052541714161634445, -0.056270990520715714, 0.0659036859869957, -0.05452480539679527, -0.02061154879629612, -0.03905646130442619, 0.04982377961277962, 0.0809725746512413, 0.27444952726364136, 0.052263516932725906, -0.003746555419638753, 0.013221523724496365, 0.12443774193525314, -0.001847822917625308, -0.10118237882852554, -0.10321222245693207, 0.14269569516181946, 0.07390035688877106, 0.06380347907543182, -0.0077262078411877155, -0.11515014618635178, -0.03126449137926102, 0.26650628447532654, 0.18546070158481598, -0.04426154866814613, -0.001821927260607481, 0.043036848306655884, 0.017258908599615097, 0.07090960443019867, 0.06878940761089325, 0.1332901567220688, 0.24258339405059814, -0.03166685998439789, -0.07038369029760361, -0.05186910182237625, 0.031287819147109985, -0.061926793307065964, 0.07173652201890945, 0.019948767498135567, -0.08625452220439911, -0.006025275215506554, 0.05855356901884079, -0.07065387815237045, -0.10482212156057358, -0.007167974021285772, -0.13563968241214752, -0.06283318996429443, -0.06700388342142105, 0.09508917480707169, 0.08795341104269028, 0.02285836637020111, -0.037064190953969955, -0.06217806413769722, 0.03867189586162567, -0.01917249523103237, -0.13951143622398376, -0.12125791609287262, 0.04274970293045044, -0.10603713244199753, 0.1861594170331955, -0.007814738899469376, 0.1412673443555832, 0.10361312329769135, 0.035888176411390305, -0.02203119732439518, 0.08403266966342926, 0.0392899215221405, -0.042934875935316086, 0.06986560672521591, -0.0345524437725544, -0.0200167428702116, 0.07287623733282089, 0.04981579631567001, 0.005261244252324104, 0.0507453978061676, 0.05789555609226227, -0.0537685863673687, -0.1424039900302887, 0.06282871216535568, -0.19843097031116486, 0.054783470928668976, 0.16431976854801178, 0.0010720840655267239, -0.019677739590406418, -0.08642499893903732, 0.07223423570394516, -0.012484877370297909, 0.006223117467015982, 0.02712087333202362, -0.12428342550992966, 0.029620375484228134, 0.02565089426934719, 0.03399070352315903, -0.2542122006416321, 0.007040370721369982, -0.07435863465070724, -0.019419828429818153, -0.08648481220006943, 0.07564704865217209, 0.04486513137817383, 0.026950350031256676, -0.03365641087293625, -0.14191505312919617, -0.015430045314133167, 0.0729961097240448, -0.1347874253988266, -0.09926480799913406 ]
null
null
transformers
### opus-mt-en-fi * source languages: en * target languages: fi * OPUS readme: [en-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-fi/README.md) * dataset: opus+bt-news * model: transformer * pre-processing: normalization + SentencePiece * download original weights: [opus+bt-news-2020-03-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-fi/opus+bt-news-2020-03-21.zip) * test set translations: [opus+bt-news-2020-03-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fi/opus+bt-news-2020-03-21.test.txt) * test set scores: [opus+bt-news-2020-03-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fi/opus+bt-news-2020-03-21.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newstest2019-enfi.en.fi | 25.7 | 0.578 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-fi
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "fi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-fi * source languages: en * target languages: fi * OPUS readme: en-fi * dataset: opus+bt-news * model: transformer * pre-processing: normalization + SentencePiece * download original weights: opus+URL * test set translations: opus+URL * test set scores: opus+URL Benchmarks ---------- testset: URL, BLEU: 25.7, chr-F: 0.578
[ "### opus-mt-en-fi\n\n\n* source languages: en\n* target languages: fi\n* OPUS readme: en-fi\n* dataset: opus+bt-news\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* download original weights: opus+URL\n* test set translations: opus+URL\n* test set scores: opus+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.7, chr-F: 0.578" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-fi\n\n\n* source languages: en\n* target languages: fi\n* OPUS readme: en-fi\n* dataset: opus+bt-news\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* download original weights: opus+URL\n* test set translations: opus+URL\n* test set scores: opus+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.7, chr-F: 0.578" ]
[ 61, 107 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-fi\n\n\n* source languages: en\n* target languages: fi\n* OPUS readme: en-fi\n* dataset: opus+bt-news\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* download original weights: opus+URL\n* test set translations: opus+URL\n* test set scores: opus+URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.7, chr-F: 0.578" ]
[ -0.12818889319896698, 0.15508534014225006, -0.0038233818486332893, 0.07046516239643097, 0.055356480181217194, 0.008320867083966732, 0.0558624267578125, 0.14367637038230896, -0.005708072800189257, 0.006702322047203779, 0.11699331551790237, 0.09208295494318008, 0.024408943951129913, 0.14235693216323853, -0.09820295125246048, -0.12262703478336334, 0.05736915394663811, 0.05545056238770485, -0.10074599087238312, 0.13219784200191498, 0.10073913633823395, -0.019990189000964165, 0.09825704246759415, -0.03293401002883911, -0.02557319775223732, 0.08896100521087646, -0.0013065431267023087, -0.06836671382188797, 0.045946165919303894, 0.09078657627105713, 0.019577402621507645, 0.06264987587928772, -0.030148373916745186, -0.18952225148677826, 0.014452632516622543, 0.018041888251900673, -0.05667595565319061, 0.008455301634967327, 0.06272982805967331, -0.060019344091415405, 0.10553346574306488, -0.023702166974544525, -0.02925712615251541, 0.037063807249069214, -0.03506854921579361, -0.1283322125673294, -0.04908471927046776, 0.015822337940335274, -0.05090740695595741, 0.16628079116344452, -0.05175057053565979, 0.23805780708789825, -0.13310246169567108, 0.13508395850658417, 0.20830662548542023, -0.28555214405059814, -0.033754296600818634, 0.034699901938438416, 0.07114054262638092, 0.09381169825792313, -0.001750759081915021, -0.01121497992426157, 0.10177665203809738, 0.039850566536188126, -0.09189213812351227, -0.11234942078590393, -0.04971715062856674, 0.020418792963027954, -0.12771548330783844, -0.04046887904405594, 0.25957831740379333, 0.013485775329172611, -0.08678727596998215, 0.024777861312031746, -0.03300793468952179, -0.061643246561288834, -0.009365174919366837, 0.02400106005370617, 0.03615298122167587, 0.013284524902701378, 0.06082208827137947, -0.0018662323709577322, -0.08830847591161728, -0.0725676491856575, -0.12528736889362335, 0.16431520879268646, 0.06197218969464302, 0.009495181031525135, -0.01889989711344242, 0.045019667595624924, -0.02677181176841259, -0.13045482337474823, -0.07912756502628326, -0.057295799255371094, 0.004842516500502825, 0.023825498297810555, -0.10733252763748169, -0.05457325279712677, 0.13302397727966309, 0.13051319122314453, -0.1089370995759964, 0.026888415217399597, -0.08864647150039673, 0.05046098306775093, -0.024144474416971207, 0.1525285243988037, -0.05203813686966896, -0.056807685643434525, 0.061621781438589096, 0.008398308418691158, -0.007018059492111206, 0.030882159247994423, -0.07114586234092712, -0.0797567367553711, 0.016026651486754417, 0.0900922492146492, 0.020159630104899406, 0.05008107051253319, -0.04650772735476494, -0.01281008217483759, 0.004622182808816433, -0.14036235213279724, 0.011808001436293125, 0.040598928928375244, -0.03747014328837395, 0.07727227360010147, 0.06259385496377945, -0.036638353019952774, -0.12766745686531067, -0.005779716186225414, -0.04628188535571098, -0.014497213996946812, -0.044076379388570786, -0.09859853237867355, 0.058940205723047256, -0.009181728586554527, 0.022663680836558342, -0.14918862283229828, -0.09402334690093994, -0.05188889801502228, 0.041523758322000504, -0.023541079834103584, -0.026546109467744827, -0.006365194451063871, -0.07617973536252975, 0.0016119175124913454, -0.03009638376533985, 0.0049973828718066216, -0.10242515057325363, 0.09208488464355469, 0.046422846615314484, 0.04918040335178375, -0.07415148615837097, 0.05146150663495064, -0.1520095020532608, -0.026430727913975716, -0.11009588837623596, 0.051075659692287445, -0.14891384541988373, 0.06387031078338623, -0.0888235941529274, -0.09203308820724487, -0.04001428559422493, 0.07719310373067856, 0.04245150834321976, 0.18387620151042938, -0.14768460392951965, -0.04238870367407799, 0.20284989476203918, -0.09970737993717194, -0.15719208121299744, 0.16260841488838196, 0.015017705038189888, -0.01682513765990734, 0.043832678347826004, 0.1333228498697281, 0.017498847097158432, -0.07937642186880112, 0.020943285897374153, 0.06590881198644638, 0.05117237940430641, -0.04944838583469391, 0.12104871869087219, -0.04130252078175545, -0.06537021696567535, 0.04525258019566536, -0.11000876873731613, 0.02486068196594715, 0.0014225986087694764, -0.058288708329200745, -0.0749957412481308, -0.03676299378275871, -0.005772987846285105, 0.041305061429739, 0.042914971709251404, -0.1313146948814392, -0.09226009994745255, -0.004919125232845545, 0.08702556788921356, -0.0398188978433609, 0.04989233240485191, -0.05912698060274124, 0.13163821399211884, -0.05494092404842377, 0.038060300052165985, -0.14815227687358856, 0.07641342282295227, 0.01796908676624298, 0.01587124727666378, 0.09732422977685928, 0.07748210430145264, 0.0251129362732172, -0.06423389911651611, -0.035353682935237885, -0.008971369825303555, 0.038343507796525955, -0.020075492560863495, -0.07322075963020325, -0.1765783727169037, 0.058512575924396515, -0.016364630311727524, 0.019290147349238396, -0.16049081087112427, -0.006762463133782148, 0.052171483635902405, 0.0719912126660347, -0.037266988307237625, 0.06272866576910019, -0.014270217157900333, 0.035055357962846756, -0.0773557499051094, 0.0014486898435279727, -0.003910670522600412, 0.01750388741493225, -0.08301829546689987, 0.14831234514713287, -0.025836598128080368, 0.23506328463554382, 0.2133636623620987, -0.13582895696163177, -0.024525461718440056, 0.04940662160515785, -0.021409913897514343, -0.0020949160680174828, 0.012991216033697128, -0.0028844645712524652, 0.04943428933620453, -0.025257470086216927, 0.12948602437973022, -0.1498965471982956, -0.014399037696421146, -0.01597301848232746, -0.06310343742370605, -0.043277472257614136, 0.19092564284801483, 0.04287908971309662, -0.16644415259361267, 0.13600364327430725, 0.19326704740524292, -0.1656254231929779, 0.16853559017181396, -0.06953860074281693, -0.09385066479444504, 0.07160276919603348, 0.07843051105737686, -0.00974655244499445, 0.06312432140111923, -0.2233794629573822, 0.02402311936020851, 0.04730571061372757, 0.03268890455365181, 0.06101818382740021, -0.08687417209148407, -0.013924830593168736, 0.008216903544962406, -0.07503972202539444, -0.021160492673516273, 0.03864544257521629, 0.02490367740392685, 0.10075414180755615, -0.033225975930690765, -0.07417222112417221, 0.019053423777222633, -0.02571936510503292, -0.1487651765346527, 0.2166099101305008, -0.10254185646772385, -0.21461845934391022, -0.10321040451526642, 0.049904756247997284, -0.1272306740283966, -0.004557938780635595, 0.11817426234483719, -0.0932258889079094, -0.060080062597990036, -0.10323717445135117, 0.023077208548784256, -0.01419950369745493, 0.004326628986746073, -0.0772235095500946, 0.06778420507907867, 0.023894747719168663, -0.12183714658021927, -0.02565317042171955, 0.007452946621924639, -0.04541219770908356, 0.03099667839705944, -0.16003338992595673, 0.1094655767083168, 0.08885926753282547, -0.021578121930360794, 0.04169761762022972, -0.0029632961377501488, 0.19431251287460327, -0.08353219926357269, -0.048194173723459244, 0.15442614257335663, 0.02228734642267227, -0.0010505035752430558, 0.09895102679729462, -0.02280839905142784, -0.0567002072930336, 0.05896143987774849, 0.023762771859765053, -0.003104090690612793, -0.2832154333591461, -0.09044408053159714, -0.09447529166936874, 0.07175598293542862, 0.02037235163152218, 0.06859935820102692, -0.011951647698879242, 0.06227663904428482, -0.029112856835126877, 0.03351512551307678, -0.005026387050747871, 0.06345821917057037, 0.14232824742794037, 0.012971872463822365, 0.13124363124370575, -0.0995362401008606, -0.05483074486255646, 0.12137711048126221, 0.03524989262223244, 0.06541676819324493, -0.030083972960710526, 0.08377943933010101, 0.06386164575815201, 0.1639072149991989, 0.04126482456922531, 0.06425932049751282, 0.009131270460784435, -0.005291564390063286, -0.003424949012696743, -0.08376311510801315, -0.030446819961071014, 0.07504558563232422, 0.025770079344511032, -0.02772914059460163, -0.08925560116767883, -0.10997268557548523, 0.08149535208940506, 0.1318351924419403, 0.057096824049949646, -0.19474397599697113, -0.01636667363345623, 0.034815769642591476, -0.03165337070822716, -0.046305615454912186, 0.08946488797664642, 0.014770552515983582, -0.07571221888065338, 0.08297418057918549, 0.03083225153386593, 0.13624389469623566, 0.03638752922415733, 0.01117160264402628, -0.0178834218531847, -0.05126022920012474, -0.005501267500221729, 0.11693248897790909, -0.392361044883728, 0.23016417026519775, 0.00634602177888155, -0.005893019028007984, -0.06977810710668564, 0.00759389391168952, 0.07348112016916275, 0.15822039544582367, 0.11269265413284302, -0.016729287803173065, -0.03623631224036217, -0.04674689099192619, 0.00021119185839779675, 0.053458813577890396, 0.020011357963085175, 0.06900301575660706, 0.057731639593839645, -0.027978455647826195, -0.0006586955860257149, -0.017606761306524277, 0.15164066851139069, -0.1287662535905838, -0.061507757753133774, 0.023267239332199097, 0.06272345036268234, -0.03986794129014015, -0.0431160107254982, -0.09570442140102386, -0.11409428715705872, 0.24923670291900635, 0.004152696114033461, -0.06455481052398682, -0.11010067164897919, 0.013779684901237488, 0.13386105000972748, -0.10220275819301605, -0.006315695587545633, -0.06838532537221909, 0.00362705672159791, 0.0010477725882083178, -0.12149729579687119, 0.114469975233078, -0.08488845080137253, -0.1051618754863739, -0.01868291012942791, 0.10771553963422775, -0.074710913002491, 0.0641680657863617, 0.029988136142492294, -0.024264799430966377, -0.06880223006010056, -0.10424597561359406, -0.05584670230746269, -0.06415476649999619, 0.051455747336149216, 0.13395556807518005, -0.12620526552200317, -0.12341132014989853, -0.0207686610519886, -0.07146864384412766, 0.13946333527565002, 0.15953192114830017, -0.036247577518224716, -0.018522819504141808, 0.12961183488368988, -0.09198679774999619, -0.29123836755752563, 0.04180436208844185, -0.04314061626791954, 0.02488488331437111, -0.0037244062405079603, -0.07879097759723663, 0.08026102930307388, 0.025382552295923233, -0.04066609963774681, 0.09087782353162766, -0.14656034111976624, -0.10216283053159714, 0.19661393761634827, 0.05821796506643295, 0.19373898208141327, -0.2006143480539322, -0.058269716799259186, -0.11014063656330109, -0.21626754105091095, 0.05376936122775078, -0.14698052406311035, 0.07895743101835251, -0.0020441843662410975, -0.048073600977659225, 0.013316395692527294, -0.021176936104893684, 0.1358446180820465, 0.007139502093195915, -0.004183855373412371, -0.05851777270436287, 0.09826663136482239, 0.0013706076424568892, 0.03320333734154701, 0.15096090734004974, -0.1512555032968521, 0.06313319504261017, -0.15888847410678864, -0.037422195076942444, -0.0446668341755867, 0.07719730585813522, -0.03333032503724098, -0.02112526446580887, -0.06563904136419296, 0.040585413575172424, 0.04701393097639084, 0.013294920325279236, 0.14629222452640533, -0.10855307430028915, 0.04472091794013977, 0.19331464171409607, 0.12804736196994781, -0.06231779232621193, 0.020021233707666397, 0.04232841357588768, -0.03257173299789429, 0.05587385594844818, -0.12518714368343353, 0.07374964654445648, 0.14567941427230835, -0.032600436359643936, 0.07614975422620773, 0.04880690574645996, -0.07653253525495529, -0.03514344245195389, 0.08889537304639816, -0.10322298854589462, 0.034686800092458725, -0.040787115693092346, -0.1567399501800537, -0.009202143177390099, 0.04162469878792763, 0.18287572264671326, -0.045944180339574814, -0.018276460468769073, -0.00905557256191969, 0.007881797850131989, -0.09220599383115768, 0.17050670087337494, 0.06262299418449402, -0.005974004976451397, -0.09809287637472153, 0.0902739018201828, -0.00581719633191824, -0.11576807498931885, 0.015609189867973328, 0.15232938528060913, -0.08543635159730911, -0.1316869854927063, 0.0958365947008133, 0.0624174028635025, -0.11876855045557022, -0.08545582741498947, -0.13764488697052002, -0.12029625475406647, 0.06509029120206833, 0.12461968511343002, 0.14642634987831116, 0.025509435683488846, 0.03916531428694725, -0.07858365029096603, 0.013814550824463367, 0.08937123417854309, 0.08260910212993622, 0.028412967920303345, -0.07389875501394272, 0.01101611740887165, -0.04625299945473671, 0.0992695763707161, -0.042832039296627045, 0.040424514561891556, -0.1581716537475586, 0.0596708320081234, -0.23330865800380707, 0.032501470297575, -0.013580732978880405, -0.007811015471816063, -0.016333868727087975, -0.09336531162261963, -0.06312728673219681, 0.014782451093196869, -0.12832018733024597, -0.026017088443040848, -0.025572145357728004, 0.07065192610025406, -0.10142288357019424, 0.0031915486324578524, 0.0709058940410614, -0.06650929898023605, 0.07278811931610107, 0.04374955967068672, -0.09510985016822815, 0.07835664600133896, -0.12349157780408859, 0.01204668078571558, 0.032036084681749344, 0.06576027721166611, 0.041056565940380096, -0.008149017579853535, 0.050104763358831406, 0.15836505591869354, 0.0742093101143837, 0.06820350140333176, 0.11075403541326523, -0.10143380612134933, -0.05761883407831192, -0.09090982377529144, -0.09432599693536758, 0.012660715728998184, 0.024137571454048157, 0.10922279208898544, 0.05546141788363457, 0.13745924830436707, -0.057366181164979935, -0.001225047861225903, -0.12198113650083542, 0.005858716554939747, 0.006601732224225998, -0.08418373763561249, -0.0687914714217186, -0.009265948086977005, 0.07919126003980637, 0.0016250940971076488, 0.23801018297672272, 0.037648770958185196, 0.06612569093704224, 0.0428924635052681, -0.048934515565633774, 0.18967828154563904, 0.04127335920929909, 0.20298662781715393, 0.0077998037450015545, 0.007282867096364498, -0.08806073665618896, -0.036077093333005905, 0.049169301986694336, 0.052761539816856384, 0.105951689183712, 0.22561658918857574, 0.11043491959571838, 0.1693921983242035, -0.0015340669779106975, 0.020755110308527946, 0.016270184889435768, -0.10100779682397842, 0.027127886191010475, 0.1051190197467804, 0.0019749016501009464, 0.139713317155838, 0.1343543529510498, -0.11272205412387848, 0.04400472715497017, -0.07064636051654816, -0.03415771201252937, -0.1630113124847412, -0.10411648452281952, -0.1251603364944458, -0.18500661849975586, 0.009216247126460075, -0.11064372956752777, 0.04747742414474487, 0.017567696049809456, 0.08306477218866348, -0.08271025866270065, 0.07616399973630905, -0.03195090964436531, -0.10252314060926437, 0.12711989879608154, -0.02854299359023571, 0.03502367436885834, 0.08260475844144821, -0.0010060168569907546, 0.03403211012482643, -0.015341034159064293, -0.006552014034241438, 0.04491012543439865, -0.09013693779706955, 0.048364922404289246, -0.06900696456432343, -0.03961673378944397, -0.03732959181070328, 0.02680789679288864, 0.04437227547168732, 0.2406405359506607, 0.027347957715392113, 0.014319372363388538, 0.04003385826945305, 0.15814222395420074, -0.05990797281265259, -0.1095975935459137, -0.13349208235740662, 0.10220860689878464, 0.04944484680891037, 0.07058124989271164, -0.001296568545512855, -0.08433084934949875, -0.015865014865994453, 0.30440378189086914, 0.20533537864685059, -0.09467633068561554, 0.004392695147544146, 0.0747627466917038, 0.012209824286401272, 0.04282033070921898, 0.05941778048872948, 0.1379123032093048, 0.2282210886478424, -0.04942281171679497, -0.06561840325593948, -0.05517140030860901, -0.02172197960317135, -0.0837182030081749, 0.07981553673744202, 0.031359631568193436, -0.10051793605089188, -0.01616930589079857, 0.08304128795862198, -0.06723565608263016, -0.07702990621328354, -0.009046178311109543, -0.13975688815116882, -0.1011594608426094, -0.05522286146879196, 0.04053997993469238, 0.03153261914849281, -0.005282843951135874, -0.02958940900862217, -0.019801782444119453, 0.050213370472192764, -0.04321535676717758, -0.09270480275154114, -0.14309591054916382, 0.05090339109301567, -0.07656102627515793, 0.11163436621427536, 0.0175804253667593, 0.12486272305250168, 0.09950735419988632, 0.05568313971161842, -0.031494028866291046, 0.09322291612625122, 0.053395826369524, -0.07122509181499481, 0.07057841122150421, 0.00916426070034504, -0.022432388737797737, 0.030544957146048546, 0.06803645938634872, -0.016546696424484253, 0.06135009229183197, -0.06228780373930931, -0.07536914944648743, -0.151180237531662, 0.029668552801012993, -0.18582478165626526, 0.06539826095104218, 0.18478374183177948, -0.0313311405479908, 0.0017360522178933024, -0.07032394409179688, 0.06527190655469894, -0.014620717614889145, -0.023797977715730667, 0.016744686290621758, -0.1643742322921753, 0.008297241292893887, 0.01415923610329628, 0.028180604800581932, -0.2466588318347931, -0.007325179409235716, -0.06750491261482239, -0.005813172087073326, -0.09001649916172028, 0.08886277675628662, 0.07952923327684402, -0.0013201360125094652, -0.022965313866734505, -0.20564189553260803, 0.022295905277132988, 0.06885256618261337, -0.11674324423074722, -0.09163320809602737 ]
null
null
transformers
### eng-fiu * source group: English * target group: Finno-Ugrian languages * OPUS readme: [eng-fiu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-fiu/README.md) * model: transformer * source language(s): eng * target language(s): est fin fkv_Latn hun izh kpv krl liv_Latn mdf mhr myv sma sme udm vro * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-fiu/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-fiu/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-fiu/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2015-enfi-engfin.eng.fin | 18.7 | 0.522 | | newsdev2018-enet-engest.eng.est | 19.4 | 0.521 | | newssyscomb2009-enghun.eng.hun | 15.5 | 0.472 | | newstest2009-enghun.eng.hun | 15.4 | 0.468 | | newstest2015-enfi-engfin.eng.fin | 19.9 | 0.532 | | newstest2016-enfi-engfin.eng.fin | 21.1 | 0.544 | | newstest2017-enfi-engfin.eng.fin | 23.8 | 0.567 | | newstest2018-enet-engest.eng.est | 20.4 | 0.532 | | newstest2018-enfi-engfin.eng.fin | 15.6 | 0.498 | | newstest2019-enfi-engfin.eng.fin | 20.0 | 0.520 | | newstestB2016-enfi-engfin.eng.fin | 17.0 | 0.512 | | newstestB2017-enfi-engfin.eng.fin | 19.7 | 0.531 | | Tatoeba-test.eng-chm.eng.chm | 0.9 | 0.115 | | Tatoeba-test.eng-est.eng.est | 49.8 | 0.689 | | Tatoeba-test.eng-fin.eng.fin | 34.7 | 0.597 | | Tatoeba-test.eng-fkv.eng.fkv | 1.3 | 0.187 | | Tatoeba-test.eng-hun.eng.hun | 35.2 | 0.589 | | Tatoeba-test.eng-izh.eng.izh | 6.0 | 0.163 | | Tatoeba-test.eng-kom.eng.kom | 3.4 | 0.012 | | Tatoeba-test.eng-krl.eng.krl | 6.4 | 0.202 | | Tatoeba-test.eng-liv.eng.liv | 1.6 | 0.102 | | Tatoeba-test.eng-mdf.eng.mdf | 3.7 | 0.008 | | Tatoeba-test.eng.multi | 35.4 | 0.590 | | Tatoeba-test.eng-myv.eng.myv | 1.4 | 0.014 | | Tatoeba-test.eng-sma.eng.sma | 2.6 | 0.097 | | Tatoeba-test.eng-sme.eng.sme | 7.3 | 0.221 | | Tatoeba-test.eng-udm.eng.udm | 1.4 | 0.079 | ### System Info: - hf_name: eng-fiu - source_languages: eng - target_languages: fiu - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-fiu/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'se', 'fi', 'hu', 'et', 'fiu'] - src_constituents: {'eng'} - tgt_constituents: {'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv_Latn', 'est', 'mhr', 'sma'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-fiu/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-fiu/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: fiu - short_pair: en-fiu - chrF2_score: 0.59 - bleu: 35.4 - brevity_penalty: 0.9440000000000001 - ref_len: 59311.0 - src_name: English - tgt_name: Finno-Ugrian languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: fiu - prefer_old: False - long_pair: eng-fiu - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "se", "fi", "hu", "et", "fiu"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-fiu
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "se", "fi", "hu", "et", "fiu", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "se", "fi", "hu", "et", "fiu" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #se #fi #hu #et #fiu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-fiu * source group: English * target group: Finno-Ugrian languages * OPUS readme: eng-fiu * model: transformer * source language(s): eng * target language(s): est fin fkv\_Latn hun izh kpv krl liv\_Latn mdf mhr myv sma sme udm vro * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 18.7, chr-F: 0.522 testset: URL, BLEU: 19.4, chr-F: 0.521 testset: URL, BLEU: 15.5, chr-F: 0.472 testset: URL, BLEU: 15.4, chr-F: 0.468 testset: URL, BLEU: 19.9, chr-F: 0.532 testset: URL, BLEU: 21.1, chr-F: 0.544 testset: URL, BLEU: 23.8, chr-F: 0.567 testset: URL, BLEU: 20.4, chr-F: 0.532 testset: URL, BLEU: 15.6, chr-F: 0.498 testset: URL, BLEU: 20.0, chr-F: 0.520 testset: URL, BLEU: 17.0, chr-F: 0.512 testset: URL, BLEU: 19.7, chr-F: 0.531 testset: URL, BLEU: 0.9, chr-F: 0.115 testset: URL, BLEU: 49.8, chr-F: 0.689 testset: URL, BLEU: 34.7, chr-F: 0.597 testset: URL, BLEU: 1.3, chr-F: 0.187 testset: URL, BLEU: 35.2, chr-F: 0.589 testset: URL, BLEU: 6.0, chr-F: 0.163 testset: URL, BLEU: 3.4, chr-F: 0.012 testset: URL, BLEU: 6.4, chr-F: 0.202 testset: URL, BLEU: 1.6, chr-F: 0.102 testset: URL, BLEU: 3.7, chr-F: 0.008 testset: URL, BLEU: 35.4, chr-F: 0.590 testset: URL, BLEU: 1.4, chr-F: 0.014 testset: URL, BLEU: 2.6, chr-F: 0.097 testset: URL, BLEU: 7.3, chr-F: 0.221 testset: URL, BLEU: 1.4, chr-F: 0.079 ### System Info: * hf\_name: eng-fiu * source\_languages: eng * target\_languages: fiu * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'se', 'fi', 'hu', 'et', 'fiu'] * src\_constituents: {'eng'} * tgt\_constituents: {'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv\_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv\_Latn', 'est', 'mhr', 'sma'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: fiu * short\_pair: en-fiu * chrF2\_score: 0.59 * bleu: 35.4 * brevity\_penalty: 0.9440000000000001 * ref\_len: 59311.0 * src\_name: English * tgt\_name: Finno-Ugrian languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: fiu * prefer\_old: False * long\_pair: eng-fiu * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-fiu\n\n\n* source group: English\n* target group: Finno-Ugrian languages\n* OPUS readme: eng-fiu\n* model: transformer\n* source language(s): eng\n* target language(s): est fin fkv\\_Latn hun izh kpv krl liv\\_Latn mdf mhr myv sma sme udm vro\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 18.7, chr-F: 0.522\ntestset: URL, BLEU: 19.4, chr-F: 0.521\ntestset: URL, BLEU: 15.5, chr-F: 0.472\ntestset: URL, BLEU: 15.4, chr-F: 0.468\ntestset: URL, BLEU: 19.9, chr-F: 0.532\ntestset: URL, BLEU: 21.1, chr-F: 0.544\ntestset: URL, BLEU: 23.8, chr-F: 0.567\ntestset: URL, BLEU: 20.4, chr-F: 0.532\ntestset: URL, BLEU: 15.6, chr-F: 0.498\ntestset: URL, BLEU: 20.0, chr-F: 0.520\ntestset: URL, BLEU: 17.0, chr-F: 0.512\ntestset: URL, BLEU: 19.7, chr-F: 0.531\ntestset: URL, BLEU: 0.9, chr-F: 0.115\ntestset: URL, BLEU: 49.8, chr-F: 0.689\ntestset: URL, BLEU: 34.7, chr-F: 0.597\ntestset: URL, BLEU: 1.3, chr-F: 0.187\ntestset: URL, BLEU: 35.2, chr-F: 0.589\ntestset: URL, BLEU: 6.0, chr-F: 0.163\ntestset: URL, BLEU: 3.4, chr-F: 0.012\ntestset: URL, BLEU: 6.4, chr-F: 0.202\ntestset: URL, BLEU: 1.6, chr-F: 0.102\ntestset: URL, BLEU: 3.7, chr-F: 0.008\ntestset: URL, BLEU: 35.4, chr-F: 0.590\ntestset: URL, BLEU: 1.4, chr-F: 0.014\ntestset: URL, BLEU: 2.6, chr-F: 0.097\ntestset: URL, BLEU: 7.3, chr-F: 0.221\ntestset: URL, BLEU: 1.4, chr-F: 0.079", "### System Info:\n\n\n* hf\\_name: eng-fiu\n* source\\_languages: eng\n* target\\_languages: fiu\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'se', 'fi', 'hu', 'et', 'fiu']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv\\_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv\\_Latn', 'est', 'mhr', 'sma'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: fiu\n* short\\_pair: en-fiu\n* chrF2\\_score: 0.59\n* bleu: 35.4\n* brevity\\_penalty: 0.9440000000000001\n* ref\\_len: 59311.0\n* src\\_name: English\n* tgt\\_name: Finno-Ugrian languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: fiu\n* prefer\\_old: False\n* long\\_pair: eng-fiu\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #se #fi #hu #et #fiu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-fiu\n\n\n* source group: English\n* target group: Finno-Ugrian languages\n* OPUS readme: eng-fiu\n* model: transformer\n* source language(s): eng\n* target language(s): est fin fkv\\_Latn hun izh kpv krl liv\\_Latn mdf mhr myv sma sme udm vro\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 18.7, chr-F: 0.522\ntestset: URL, BLEU: 19.4, chr-F: 0.521\ntestset: URL, BLEU: 15.5, chr-F: 0.472\ntestset: URL, BLEU: 15.4, chr-F: 0.468\ntestset: URL, BLEU: 19.9, chr-F: 0.532\ntestset: URL, BLEU: 21.1, chr-F: 0.544\ntestset: URL, BLEU: 23.8, chr-F: 0.567\ntestset: URL, BLEU: 20.4, chr-F: 0.532\ntestset: URL, BLEU: 15.6, chr-F: 0.498\ntestset: URL, BLEU: 20.0, chr-F: 0.520\ntestset: URL, BLEU: 17.0, chr-F: 0.512\ntestset: URL, BLEU: 19.7, chr-F: 0.531\ntestset: URL, BLEU: 0.9, chr-F: 0.115\ntestset: URL, BLEU: 49.8, chr-F: 0.689\ntestset: URL, BLEU: 34.7, chr-F: 0.597\ntestset: URL, BLEU: 1.3, chr-F: 0.187\ntestset: URL, BLEU: 35.2, chr-F: 0.589\ntestset: URL, BLEU: 6.0, chr-F: 0.163\ntestset: URL, BLEU: 3.4, chr-F: 0.012\ntestset: URL, BLEU: 6.4, chr-F: 0.202\ntestset: URL, BLEU: 1.6, chr-F: 0.102\ntestset: URL, BLEU: 3.7, chr-F: 0.008\ntestset: URL, BLEU: 35.4, chr-F: 0.590\ntestset: URL, BLEU: 1.4, chr-F: 0.014\ntestset: URL, BLEU: 2.6, chr-F: 0.097\ntestset: URL, BLEU: 7.3, chr-F: 0.221\ntestset: URL, BLEU: 1.4, chr-F: 0.079", "### System Info:\n\n\n* hf\\_name: eng-fiu\n* source\\_languages: eng\n* target\\_languages: fiu\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'se', 'fi', 'hu', 'et', 'fiu']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv\\_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv\\_Latn', 'est', 'mhr', 'sma'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: fiu\n* short\\_pair: en-fiu\n* chrF2\\_score: 0.59\n* bleu: 35.4\n* brevity\\_penalty: 0.9440000000000001\n* ref\\_len: 59311.0\n* src\\_name: English\n* tgt\\_name: Finno-Ugrian languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: fiu\n* prefer\\_old: False\n* long\\_pair: eng-fiu\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 70, 626, 496 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #se #fi #hu #et #fiu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n" ]
[ -0.02069886401295662, 0.0469115674495697, -0.0059915874153375626, 0.056173697113990784, 0.07566813379526138, 0.00297807389870286, 0.11045701056718826, 0.10375398397445679, -0.05417247116565704, -0.025330066680908203, 0.13846811652183533, 0.11159926652908325, 0.024258388206362724, 0.10597129911184311, -0.043338336050510406, -0.24129602313041687, 0.08166429400444031, 0.00983408372849226, -0.0986286848783493, 0.07469389587640762, 0.11506619304418564, -0.029895875602960587, 0.1136433482170105, -0.009877290576696396, -0.06560246646404266, 0.030265070497989655, -0.005556937772780657, -0.0826617181301117, 0.101446732878685, 0.10926730185747147, 0.0530179999768734, 0.04890932887792587, -0.003150144126266241, -0.13973599672317505, 0.027423089370131493, -0.00872839242219925, -0.09232008457183838, 0.03449360281229019, 0.02515837363898754, -0.023140188306570053, 0.1425383985042572, 0.04914657026529312, -0.06182307004928589, 0.039763785898685455, -0.11564032733440399, -0.06823446601629257, -0.0822032243013382, 0.08306892216205597, -0.007213882636278868, 0.0806618183851242, 0.014510786160826683, 0.10930737853050232, -0.08211357891559601, 0.07380516827106476, 0.1846570372581482, -0.36192023754119873, -0.030629122629761696, 0.04400469735264778, 0.07971242815256119, 0.05993549898266792, 0.006257321685552597, 0.07661978900432587, 0.09245331585407257, 0.011987583711743355, -0.005655878223478794, -0.0795808881521225, -0.14645925164222717, 0.03466103971004486, -0.10299734026193619, -0.03100113570690155, 0.27905237674713135, -0.020347196608781815, 0.04332926124334335, 0.04640180245041847, -0.08321966975927353, 0.009601810947060585, -0.009145540185272694, 0.012581557035446167, 0.017660433426499367, 0.07383311539888382, 0.12596173584461212, -0.08364935964345932, -0.14806994795799255, 0.015218628570437431, -0.23801115155220032, 0.08526914566755295, 0.031178999692201614, 0.05513203516602516, -0.13680100440979004, 0.043865907937288284, -0.011804881505668163, -0.12398737668991089, 0.02539174072444439, -0.07851630449295044, 0.11339984089136124, 0.0470084547996521, -0.07120511680841446, -0.005107489880174398, 0.10026782006025314, 0.13789190351963043, -0.012651503086090088, 0.0034775009844452143, -0.021134478971362114, 0.13474135100841522, 0.0000823963709990494, 0.039501436054706573, -0.0542321540415287, -0.08113053441047668, 0.055244721472263336, -0.08434373140335083, 0.03559209033846855, -0.04825141653418541, -0.196964293718338, -0.04867030307650566, -0.06377066671848297, 0.06224886327981949, 0.07138295471668243, 0.06342390924692154, -0.005590996239334345, 0.026236234232783318, 0.028559498488903046, -0.05533892288804054, 0.017339183017611504, -0.005865065846592188, 0.025263125076889992, 0.09745992720127106, 0.06590358912944794, 0.021467676386237144, -0.05797668546438217, 0.009315773844718933, -0.05454901233315468, -0.02051987126469612, -0.025558538734912872, -0.070663683116436, 0.06802055239677429, -0.07818467915058136, 0.056238915771245956, -0.19337287545204163, -0.07931395620107651, 0.011021390557289124, 0.05145994946360588, -0.03216344118118286, -0.08316169679164886, 0.021670328453183174, -0.07863157242536545, 0.07103171199560165, -0.06726706773042679, 0.023454558104276657, -0.07554757595062256, 0.06035815551877022, -0.06897404044866562, 0.07640984654426575, -0.18271225690841675, 0.046400036662817, -0.07248999923467636, -0.008990034461021423, -0.04473421722650528, -0.014894438907504082, -0.06600863486528397, 0.13720247149467468, 0.0025140992365777493, -0.02559562399983406, -0.08091455698013306, 0.06558528542518616, -0.01401047594845295, 0.16898159682750702, -0.1746448278427124, -0.05459529533982277, 0.19547195732593536, -0.11976014077663422, -0.18559062480926514, 0.11396047472953796, 0.054033055901527405, 0.05163218453526497, -0.003918842878192663, 0.20968303084373474, 0.028005696833133698, -0.07062695175409317, 0.08229074627161026, 0.14706024527549744, -0.01680394448339939, -0.08289986848831177, 0.05884464830160141, -0.003805992193520069, -0.03285728767514229, 0.017429113388061523, -0.01724315993487835, 0.109294593334198, -0.009955719113349915, -0.07671681046485901, -0.04569357633590698, -0.05985425040125847, -0.002156164264306426, -0.005013064946979284, 0.07681639492511749, -0.06154670566320419, 0.005191232077777386, -0.029889123514294624, 0.034405894577503204, 0.049035172909498215, 0.07719926536083221, -0.04311046004295349, 0.13631756603717804, 0.06597898155450821, 0.04538532719016075, -0.08653291314840317, 0.03447962552309036, -0.055571574717760086, 0.06214453652501106, 0.04588458314538002, 0.1722380816936493, 0.04600664600729942, -0.03774349018931389, -0.016871677711606026, 0.027924679219722748, 0.08835141360759735, 0.0405111089348793, -0.039506807923316956, -0.16398201882839203, 0.06593123078346252, -0.025338301435112953, 0.014900906942784786, -0.08078334480524063, 0.04735422879457474, 0.08159252256155014, 0.12030161917209625, -0.04332882538437843, 0.112320177257061, -0.05226675420999527, 0.024894943460822105, -0.09844491630792618, 0.005122457630932331, 0.06115531921386719, 0.028846360743045807, -0.06490501016378403, 0.24134282767772675, -0.11387178301811218, 0.32267606258392334, 0.23495441675186157, -0.22238285839557648, 0.021662114188075066, 0.07526516169309616, -0.01802792027592659, 0.0025436007417738438, 0.05693133920431137, -0.016043998301029205, -0.013898730278015137, -0.029804499819874763, 0.15981392562389374, -0.05672260373830795, -0.00794145930558443, 0.0018532352987676859, -0.07939901947975159, -0.0646248534321785, 0.0715949758887291, 0.11199476569890976, -0.13738201558589935, 0.2025097757577896, 0.3452904522418976, -0.028632454574108124, 0.15873770415782928, -0.038632601499557495, -0.012772922404110432, 0.03270334377884865, -0.03307105600833893, -0.049340713769197464, 0.04779725894331932, -0.14033913612365723, -0.04097632318735123, 0.07031301409006119, 0.041839729994535446, 0.06555283069610596, -0.12060613930225372, -0.05675980821251869, 0.023672252893447876, 0.0070855156518518925, -0.016247376799583435, 0.0803651362657547, -0.025260766968131065, 0.10731656849384308, -0.03540198877453804, -0.1016732007265091, 0.05171705782413483, 0.006780774332582951, -0.0879589095711708, 0.12711361050605774, -0.16429667174816132, -0.25912952423095703, -0.13316021859645844, -0.09512951970100403, -0.022608309984207153, 0.0037871510721743107, 0.14715877175331116, -0.04172578826546669, -0.045090027153491974, -0.040200769901275635, 0.0192247424274683, -0.08276835083961487, 0.0036971995141357183, -0.027359234169125557, 0.043299488723278046, -0.021838238462805748, -0.08839195966720581, -0.04311184585094452, 0.03588079661130905, -0.03371378034353256, 0.08741635084152222, -0.08229772746562958, 0.13443824648857117, 0.09527654945850372, 0.018046529963612556, 0.04068456590175629, -0.0256589874625206, 0.21967701613903046, -0.07455140352249146, 0.048032306134700775, 0.19940371811389923, -0.0005305892555043101, 0.06254307180643082, 0.15946988761425018, 0.02052430808544159, -0.02197008766233921, -0.008550683967769146, -0.0462462417781353, -0.07118713855743408, -0.20108568668365479, -0.10759903490543365, -0.13720832765102386, 0.07342758774757385, -0.0035045710392296314, 0.06450768560171127, 0.08833950012922287, 0.07008443027734756, 0.00095557322492823, 0.044383563101291656, -0.00523370411247015, 0.05071888864040375, 0.22770066559314728, -0.03843923658132553, 0.11999580264091492, -0.10488058626651764, -0.0636119619011879, 0.14847247302532196, 0.10016956925392151, 0.06548886746168137, 0.0809585303068161, 0.017021171748638153, 0.09382572770118713, 0.16803069412708282, 0.0659603700041771, 0.08059456944465637, 0.03275593742728233, -0.024259354919195175, -0.07077758014202118, -0.041157931089401245, 0.007269665133208036, 0.07379864156246185, -0.009470934979617596, -0.12867556512355804, -0.06034039705991745, -0.07571426779031754, 0.08166935294866562, 0.09426576644182205, 0.049836624413728714, -0.08503798395395279, 0.022187987342476845, 0.1062987744808197, 0.006979820784181356, -0.06409349292516708, 0.116400346159935, 0.07540883868932724, -0.1129564493894577, 0.09477750957012177, 0.0477297343313694, 0.13262762129306793, 0.033773068338632584, 0.07141254097223282, -0.06549622863531113, -0.13454966247081757, 0.056418903172016144, 0.09068246930837631, -0.33299878239631653, 0.23437778651714325, -0.02019103430211544, -0.07638487964868546, -0.04506406560540199, -0.012094440869987011, 0.07014770060777664, 0.2567996382713318, 0.08563133329153061, 0.03368883579969406, -0.11395913362503052, -0.05630158632993698, 0.015234765596687794, 0.023892957717180252, 0.05527752265334129, 0.013585925102233887, -0.01739528775215149, -0.06481721252202988, 0.01241515576839447, -0.008497853763401508, 0.2351403385400772, -0.043267738074064255, -0.17473845183849335, 0.08855769783258438, 0.08076359331607819, 0.002918757265433669, -0.0397234708070755, -0.05133401229977608, -0.18191178143024445, 0.14551660418510437, -0.06770245730876923, -0.04390370845794678, -0.09542014449834824, -0.13451537489891052, 0.06269502639770508, -0.06671903282403946, 0.04607773572206497, -0.05941903218626976, -0.01911398395895958, -0.0821690484881401, -0.16222351789474487, 0.10808679461479187, -0.1363993138074875, -0.0308756735175848, -0.035015176981687546, 0.07276391237974167, -0.11336851119995117, 0.04733116552233696, 0.010938692837953568, -0.0023363076616078615, -0.13250938057899475, -0.12058334052562714, -0.030744869261980057, -0.008401555009186268, 0.015911171212792397, -0.05044162645936012, -0.10787556320428848, -0.043440043926239014, 0.027052562683820724, -0.09060865640640259, 0.1979672759771347, 0.1965589076280594, -0.0868879109621048, 0.12902705371379852, 0.13605211675167084, -0.07924669235944748, -0.3265874683856964, -0.15781548619270325, -0.15734794735908508, -0.022183803841471672, 0.028181323781609535, -0.12102953344583511, 0.010761837475001812, -0.004863519687205553, -0.06811035424470901, 0.07230956107378006, -0.22938282787799835, -0.07166147232055664, 0.1762523651123047, -0.03622487187385559, 0.3306712210178375, -0.174960196018219, -0.06455454230308533, -0.04661545902490616, -0.21111874282360077, 0.10656006634235382, -0.185726597905159, 0.05570124834775925, 0.023456692695617676, 0.05415566638112068, -0.001141304848715663, -0.007639055140316486, 0.1324087381362915, -0.05962815135717392, -0.015015092678368092, -0.141217902302742, -0.002079046331346035, 0.08535207808017731, -0.0004571684403344989, 0.023847216740250587, -0.15062789618968964, 0.014418162405490875, -0.10690028965473175, 0.013324486091732979, -0.07229077816009521, 0.06914686411619186, -0.03062618337571621, -0.049550577998161316, -0.05511061102151871, -0.003381869290024042, 0.054571785032749176, 0.012543789111077785, 0.17407917976379395, -0.0005709311226382852, 0.08748805522918701, 0.14705735445022583, 0.06432326138019562, -0.1708337813615799, 0.07588275521993637, -0.06564362347126007, -0.07276128977537155, 0.053070005029439926, -0.12075108289718628, 0.03026486001908779, 0.09387950599193573, -0.07213851064443588, 0.058874309062957764, 0.07276661694049835, -0.018533198162913322, -0.03214549645781517, 0.16677477955818176, -0.16755273938179016, -0.06123653054237366, -0.053176358342170715, 0.021357832476496696, 0.10363496094942093, 0.04200931638479233, 0.16420996189117432, -0.022255318239331245, -0.01638762652873993, 0.007392845582216978, 0.013897866941988468, -0.0932241752743721, 0.037290021777153015, 0.06633364409208298, -0.013053283095359802, -0.0979209616780281, 0.061212096363306046, 0.01622886024415493, -0.11595510691404343, 0.007451505400240421, 0.14891527593135834, -0.11159517616033554, -0.16482855379581451, -0.020495176315307617, 0.015611758455634117, -0.1709318459033966, -0.08591698110103607, -0.021669959649443626, -0.1475294679403305, 0.04241916909813881, 0.1472061574459076, 0.09224694967269897, 0.04283643886446953, -0.0018718722276389599, -0.04403357580304146, 0.08609835803508759, 0.0025459059979766607, -0.020719975233078003, 0.01879371702671051, -0.1285722851753235, 0.05737454071640968, -0.013032202608883381, 0.15317484736442566, -0.060535773634910583, 0.021767660975456238, -0.11591029912233353, 0.002261971589177847, -0.12251491844654083, -0.04642326384782791, -0.0704507976770401, -0.03861621767282486, 0.007341419346630573, -0.11876823753118515, -0.0703369677066803, -0.018578315153717995, -0.12014488130807877, -0.006306360475718975, -0.034175511449575424, 0.08266065269708633, -0.07947784662246704, -0.02534952387213707, 0.11133206635713577, -0.023903002962470055, 0.0799514427781105, 0.07198083400726318, -0.05530804395675659, 0.07862725853919983, -0.08144209533929825, -0.07568562030792236, 0.06875726580619812, 0.07220187038183212, 0.057180508971214294, 0.05721733346581459, -0.02853429690003395, 0.0724131241440773, 0.03631018102169037, 0.03002164140343666, 0.037797920405864716, -0.0766124501824379, -0.016057418659329414, -0.028352096676826477, -0.13666462898254395, 0.010370545089244843, -0.041133102029561996, 0.11317642033100128, -0.009257336147129536, 0.10604045540094376, -0.03134676069021225, 0.032174691557884216, -0.03247203305363655, 0.05361758545041084, -0.005281141493469477, -0.14304612576961517, -0.08490258455276489, -0.10827843099832535, -0.014820443466305733, -0.015669191256165504, 0.23264232277870178, 0.03779405727982521, -0.047966666519641876, 0.049654580652713776, 0.022956138476729393, 0.0022251568734645844, 0.01584228314459324, 0.18847699463367462, 0.07071775943040848, -0.02634463645517826, -0.17695115506649017, 0.013914684765040874, 0.008893080987036228, -0.02571975812315941, 0.08645989745855331, 0.08363336324691772, 0.06393735110759735, 0.10249976813793182, 0.02017853409051895, -0.001437904080376029, -0.0842670202255249, -0.16386328637599945, 0.009672216139733791, 0.061557088047266006, -0.05925458297133446, 0.09857627749443054, 0.18393941223621368, -0.04548996686935425, 0.030377555638551712, -0.07745365053415298, 0.00801596138626337, -0.17817163467407227, -0.12186010181903839, -0.05346520617604256, -0.11723221838474274, -0.04298999160528183, -0.06487347930669785, 0.06466823816299438, 0.005794869735836983, 0.06506390869617462, -0.054420389235019684, 0.039749082177877426, -0.018158895894885063, -0.07807331532239914, 0.031246017664670944, -0.00032311517861671746, 0.042875874787569046, -0.07792456448078156, -0.024704497307538986, -0.0874699056148529, -0.0027196514420211315, -0.051982298493385315, 0.04241827502846718, -0.04246287792921066, 0.021749824285507202, -0.09781268239021301, -0.0483064204454422, -0.06615351140499115, 0.004200099967420101, 0.011499286629259586, 0.1394898146390915, 0.010849746875464916, 0.014748547226190567, 0.05614717677235603, 0.19043126702308655, -0.0785687193274498, -0.1495896726846695, -0.06189998239278793, 0.08721065521240234, 0.030812691897153854, 0.09726616740226746, -0.0630318894982338, 0.0045867240987718105, -0.12196280807256699, 0.38650810718536377, 0.32586199045181274, -0.1531759798526764, 0.032996900379657745, 0.06314750760793686, 0.0343242771923542, 0.06431272625923157, 0.05932271108031273, 0.13336069881916046, 0.22253842651844025, -0.07258287817239761, -0.024365169927477837, -0.07395220547914505, 0.02142365835607052, -0.13669896125793457, 0.1422353833913803, -0.015812948346138, -0.081937275826931, -0.007436883635818958, 0.059044044464826584, -0.12493699043989182, 0.039125602692365646, -0.05956129729747772, -0.1833246648311615, -0.041929975152015686, 0.004173007793724537, 0.17365416884422302, 0.05617186054587364, 0.03595086932182312, -0.03200703486800194, -0.045230183750391006, 0.09547567367553711, 0.01770317181944847, -0.16481642425060272, -0.02530723251402378, 0.07566273212432861, -0.11211979389190674, 0.0981714203953743, -0.017963748425245285, -0.02142694592475891, 0.08495962619781494, 0.07242056727409363, -0.04969475790858269, 0.06018785014748573, 0.0460408553481102, -0.02532038278877735, -0.0402459017932415, -0.06595588475465775, -0.004526372067630291, -0.10499744117259979, 0.08001359552145004, -0.09274572879076004, 0.06473290175199509, 0.08328171819448471, -0.03064327873289585, 0.012430730275809765, 0.04211104288697243, -0.09293008595705032, 0.05598452314734459, 0.06095217913389206, -0.019946474581956863, -0.03367580100893974, -0.05944731459021568, -0.04065502807497978, 0.0246052797883749, -0.09354902803897858, -0.04606110230088234, -0.024224087595939636, -0.07571689039468765, -0.015613681636750698, 0.0599830225110054, -0.08604513108730316, -0.030080527067184448, -0.07148339599370956, 0.05127975717186928, -0.14743071794509888, 0.06900589168071747, 0.13033154606819153, -0.02479344792664051, 0.008277524262666702, -0.08917785435914993, 0.03579429164528847, 0.03778655827045441, -0.0745866522192955, -0.06675194948911667 ]
null
null
transformers
### opus-mt-en-fj * source languages: en * target languages: fj * OPUS readme: [en-fj](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-fj/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-fj/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fj/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fj/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.fj | 34.0 | 0.561 | | Tatoeba.en.fj | 62.5 | 0.781 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-fj
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "fj", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #fj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-fj * source languages: en * target languages: fj * OPUS readme: en-fj * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 34.0, chr-F: 0.561 testset: URL, BLEU: 62.5, chr-F: 0.781
[ "### opus-mt-en-fj\n\n\n* source languages: en\n* target languages: fj\n* OPUS readme: en-fj\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.0, chr-F: 0.561\ntestset: URL, BLEU: 62.5, chr-F: 0.781" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #fj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-fj\n\n\n* source languages: en\n* target languages: fj\n* OPUS readme: en-fj\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.0, chr-F: 0.561\ntestset: URL, BLEU: 62.5, chr-F: 0.781" ]
[ 62, 120 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #fj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-fj\n\n\n* source languages: en\n* target languages: fj\n* OPUS readme: en-fj\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.0, chr-F: 0.561\ntestset: URL, BLEU: 62.5, chr-F: 0.781" ]
[ -0.14158718287944794, 0.1425977349281311, -0.0045969788916409016, 0.07096546143293381, 0.053964316844940186, 0.008567611686885357, 0.04426742345094681, 0.15737506747245789, 0.006907323375344276, 0.0030528665520250797, 0.13310739398002625, 0.12613855302333832, 0.01676396280527115, 0.14748108386993408, -0.0888776183128357, -0.09897096455097198, 0.026310227811336517, 0.06915479153394699, -0.06957174837589264, 0.14578185975551605, 0.08918933570384979, -0.027876021340489388, 0.09698202461004257, -0.03261999040842056, -0.06469704210758209, 0.07958975434303284, 0.019896656274795532, -0.07015851885080338, 0.050923239439725876, 0.08328408747911453, 0.028676044195890427, 0.08142358809709549, -0.03560644015669823, -0.19281180202960968, 0.014839955605566502, 0.01129714772105217, -0.04600781947374344, 0.02040165662765503, 0.03755278140306473, -0.07282482832670212, 0.1295028030872345, -0.05875537544488907, -0.034018661826848984, 0.04625523090362549, -0.037030287086963654, -0.2171970009803772, -0.05760178342461586, -0.00003862653466057964, -0.050039540976285934, 0.13985075056552887, -0.03741501644253731, 0.24061840772628784, -0.1444552093744278, 0.1545475721359253, 0.22012977302074432, -0.28103378415107727, -0.028805216774344444, 0.05971599742770195, 0.05291369557380676, 0.04539704695343971, -0.023055629804730415, -0.02050466649234295, 0.08849634230136871, 0.03987641632556915, -0.054361067712306976, -0.14251726865768433, -0.08824228495359421, 0.029162606224417686, -0.12161402404308319, -0.0380590446293354, 0.2809542119503021, 0.01123653445392847, -0.09800202399492264, 0.01844245009124279, -0.03320840746164322, -0.026922792196273804, -0.02453801967203617, 0.02695131115615368, 0.03929644078016281, -0.011681150645017624, 0.041060738265514374, -0.003339705290272832, -0.08191265910863876, -0.09069960564374924, -0.10023323446512222, 0.14438265562057495, 0.044803909957408905, 0.02139798365533352, -0.04541495442390442, 0.049567967653274536, -0.0029459332581609488, -0.1379944086074829, -0.07508005946874619, -0.06041601300239563, 0.0012361084809526801, 0.03411943092942238, -0.09247569739818573, -0.09260950982570648, 0.1411304473876953, 0.12066898494958878, -0.10811686515808105, 0.05434627830982208, -0.09123145788908005, 0.03504672273993492, -0.04887785390019417, 0.22008278965950012, -0.013758014887571335, -0.04741512984037399, 0.06854267418384552, 0.019944872707128525, 0.005201875697821379, 0.041698478162288666, -0.06392844021320343, -0.10519411414861679, 0.029865490272641182, 0.10014833509922028, -0.01728648878633976, 0.05795849859714508, -0.047724831849336624, 0.00306777679361403, 0.01313545648008585, -0.14258739352226257, 0.015467843972146511, 0.07194975018501282, -0.04004340618848801, 0.06042557954788208, 0.08947509527206421, -0.07444463670253754, -0.11418821662664413, -0.031415920704603195, -0.031973112374544144, 0.0060449144802987576, -0.05393964424729347, -0.10893146693706512, 0.05214037001132965, 0.020756948739290237, 0.032586369663476944, -0.13944129645824432, -0.10939884930849075, -0.05733524262905121, 0.01864638924598694, -0.012756697833538055, 0.0024550154339522123, -0.01777624897658825, -0.07211712002754211, 0.000028093656510463916, -0.025672389194369316, 0.03273715078830719, -0.0844188705086708, 0.1173270046710968, 0.07905924320220947, 0.06217707693576813, -0.05220579728484154, 0.04150031879544258, -0.14695580303668976, -0.012412970885634422, -0.12538473308086395, 0.06945545226335526, -0.1547926664352417, 0.05086146667599678, -0.07251859456300735, -0.09999320656061172, -0.028054237365722656, 0.06337408721446991, 0.04799262061715126, 0.17951512336730957, -0.149941086769104, -0.039705149829387665, 0.23149962723255157, -0.07646767050027847, -0.134146049618721, 0.11636309325695038, 0.009370583109557629, -0.046493105590343475, 0.04922683909535408, 0.17054595053195953, 0.050109926611185074, -0.06929605454206467, 0.043843865394592285, 0.10340282320976257, 0.035799022763967514, -0.06384313851594925, 0.11739569157361984, -0.05873677879571915, -0.08525685220956802, 0.06528051197528839, -0.08285512030124664, 0.05151605233550072, -0.0003431580262258649, -0.04126550257205963, -0.07930341362953186, -0.03977947682142258, 0.025594793260097504, 0.06417737156152725, 0.03772880882024765, -0.14386612176895142, -0.08715738356113434, -0.0018320977687835693, 0.10145124047994614, -0.058823611587285995, 0.030021147802472115, -0.03652879595756531, 0.1302710473537445, -0.06887393444776535, 0.03381652012467384, -0.14959776401519775, 0.03183585777878761, 0.03810388222336769, 0.012485620565712452, 0.06675324589014053, 0.06880508363246918, 0.038311172276735306, -0.05953599140048027, -0.01769239455461502, -0.018829934298992157, 0.050696589052677155, -0.03586346283555031, -0.06541185826063156, -0.16525310277938843, 0.051068417727947235, -0.02164318412542343, 0.00851207785308361, -0.15176108479499817, -0.021806510165333748, 0.052189622074365616, 0.06698866188526154, -0.01982823573052883, 0.05875661224126816, 0.03089393675327301, 0.037497326731681824, -0.038082484155893326, -0.010331831872463226, 0.017056895419955254, -0.0005896921502426267, -0.07363567501306534, 0.14449943602085114, -0.022227680310606956, 0.20804183185100555, 0.19882823526859283, -0.10075891017913818, -0.023101381957530975, 0.03909430280327797, -0.030424166470766068, 0.016339559108018875, 0.04916657507419586, 0.021832643076777458, 0.0510762482881546, -0.013503986410796642, 0.14850342273712158, -0.1525503396987915, -0.04559309408068657, -0.014470021240413189, -0.05239944905042648, -0.036713842302560806, 0.2124490588903427, 0.02999572642147541, -0.14212819933891296, 0.12474474310874939, 0.15890385210514069, -0.12068851292133331, 0.19919851422309875, -0.08988672494888306, -0.08958815783262253, 0.05769222974777222, 0.09548446536064148, -0.030016906559467316, 0.10971609503030777, -0.21140697598457336, 0.024566814303398132, 0.05139703303575516, 0.013224281370639801, 0.05820264667272568, -0.10347265005111694, -0.012277981266379356, 0.0061090365052223206, -0.10641849786043167, -0.022357042878866196, 0.06825921684503555, 0.044448550790548325, 0.09808289259672165, -0.0508539155125618, -0.05175432562828064, 0.016823317855596542, -0.024547146633267403, -0.15308645367622375, 0.24162712693214417, -0.12182930111885071, -0.2158852517604828, -0.10510771721601486, 0.07943174242973328, -0.1252603977918625, -0.022962210699915886, 0.10379598289728165, -0.10635247826576233, -0.05283290520310402, -0.0830342173576355, 0.00794888474047184, -0.00046801663120277226, -0.01670762337744236, -0.06580420583486557, 0.05051217973232269, 0.044318828731775284, -0.14784495532512665, -0.03436582162976265, -0.00707364734262228, -0.016671882942318916, 0.04660797491669655, -0.12739035487174988, 0.10254189372062683, 0.07915318757295609, -0.030582739040255547, 0.046935804188251495, -0.01632527820765972, 0.21320894360542297, -0.06898386776447296, -0.05214546620845795, 0.1526516079902649, 0.03372020274400711, -0.010665214620530605, 0.06485487520694733, -0.027408279478549957, -0.07262704521417618, 0.05180737376213074, 0.016564534977078438, 0.007379885762929916, -0.2958540618419647, -0.07489566504955292, -0.08862874656915665, 0.0415002815425396, -0.01883138343691826, 0.06113723665475845, -0.0655810534954071, 0.04595218226313591, -0.009735080413520336, 0.036850783973932266, -0.010879936628043652, 0.04338306933641434, 0.19135621190071106, 0.0028768726624548435, 0.11262616515159607, -0.10465096682310104, -0.04613494500517845, 0.08725076168775558, 0.018121104687452316, 0.05707519128918648, -0.05653519928455353, 0.09577811509370804, 0.06059468537569046, 0.17161881923675537, 0.02418484166264534, 0.05540904030203819, -0.0050362152978777885, -0.005667363293468952, 0.00648586405441165, -0.0884963646531105, -0.0562916100025177, 0.030528245493769646, 0.01798327825963497, 0.01763959415256977, -0.10192646831274033, -0.08681736141443253, 0.08727757632732391, 0.11140672862529755, 0.04896944761276245, -0.19629891216754913, -0.028019191697239876, 0.024126898497343063, -0.012437148950994015, -0.050937216728925705, 0.07900945097208023, 0.0244459081441164, -0.10444613546133041, 0.07804268598556519, 0.01931423507630825, 0.1174846962094307, 0.03175705298781395, 0.02328537404537201, -0.03497164696455002, -0.017186623066663742, 0.011619169265031815, 0.11913806200027466, -0.42570096254348755, 0.21638576686382294, 0.03305172920227051, 0.008092562668025494, -0.059122443199157715, 0.007313331123441458, 0.05266110226511955, 0.10995682328939438, 0.11584971100091934, -0.012204411439597607, -0.019715504720807076, -0.06995509564876556, 0.014970874413847923, 0.07254067808389664, 0.024628620594739914, 0.10023751109838486, 0.045017801225185394, -0.014367291703820229, -0.026008229702711105, -0.029370389878749847, 0.09969870001077652, -0.14146870374679565, -0.03428865969181061, 0.013601736165583134, 0.03887265548110008, -0.07387573271989822, -0.048482734709978104, -0.06446605920791626, -0.08957467973232269, 0.2010171115398407, -0.023698007687926292, -0.08429610729217529, -0.11789736151695251, 0.009183702990412712, 0.152764692902565, -0.12881618738174438, -0.020009014755487442, -0.0798024833202362, -0.018555356189608574, 0.0001762772153597325, -0.14629779756069183, 0.09844458848237991, -0.0699261948466301, -0.10040868073701859, -0.016237672418355942, 0.14251594245433807, -0.09195109456777573, 0.06302112340927124, 0.031177811324596405, -0.040833890438079834, -0.047528963536024094, -0.10381010174751282, -0.036568231880664825, -0.05820278078317642, 0.054421551525592804, 0.11861752718687057, -0.1300819367170334, -0.08857948333024979, -0.02386728674173355, -0.030599629506468773, 0.16263480484485626, 0.17740757763385773, -0.05388352647423744, 0.0063691092655062675, 0.11176648736000061, -0.09473917633295059, -0.25716522336006165, 0.06070202589035034, -0.029564080759882927, 0.039160460233688354, -0.01246823463588953, -0.08361348509788513, 0.06415016204118729, -0.001196545665152371, -0.025689395144581795, 0.11965470761060715, -0.1609572470188141, -0.10684260725975037, 0.19399601221084595, 0.0948810875415802, 0.1835232675075531, -0.19750449061393738, -0.05739811435341835, -0.08087565749883652, -0.24313829839229584, 0.03332790359854698, -0.12076002359390259, 0.0781143382191658, -0.03962663188576698, -0.03750181198120117, 0.027148190885782242, -0.030682707205414772, 0.11539464443922043, -0.006715564522892237, 0.03830806165933609, -0.04409953951835632, 0.08376853168010712, -0.00417580408975482, 0.04514680802822113, 0.18092651665210724, -0.14368978142738342, 0.07725172489881516, -0.19459742307662964, -0.023126689717173576, -0.08538572490215302, 0.07195766270160675, -0.03859478607773781, -0.018063860014081, -0.05310945212841034, 0.02185744047164917, 0.026059990748763084, 0.012547035701572895, 0.097609743475914, -0.10446391254663467, 0.0455390103161335, 0.19084914028644562, 0.14733348786830902, -0.06561139225959778, 0.011861716397106647, 0.052964888513088226, -0.01992788165807724, 0.05451062321662903, -0.13881812989711761, 0.06717673689126968, 0.14525926113128662, -0.01022015418857336, 0.07846959680318832, 0.02788534387946129, -0.08656318485736847, -0.04123435541987419, 0.07049105316400528, -0.10840795189142227, 0.041694916784763336, -0.056703120470047, -0.21498194336891174, -0.004663537256419659, 0.03172101080417633, 0.17096175253391266, -0.02871362306177616, -0.021510450169444084, -0.026316825300455093, -0.010596356354653835, -0.08101330697536469, 0.16179440915584564, 0.10297857224941254, 0.02129439450800419, -0.10297137498855591, 0.0625511109828949, -0.025994418188929558, -0.07902202010154724, 0.025827035307884216, 0.15323586761951447, -0.09551334381103516, -0.12550221383571625, 0.11367715150117874, 0.14088284969329834, -0.08824842423200607, -0.06402713060379028, -0.16175372898578644, -0.11195485293865204, 0.05244269594550133, 0.17644037306308746, 0.1374659538269043, 0.028714437037706375, 0.054107245057821274, -0.08530550450086594, -0.0007345783524215221, 0.10040907561779022, 0.05991370230913162, 0.01836538501083851, -0.0662456750869751, 0.029345279559493065, -0.04868488758802414, 0.12631471455097198, -0.033779025077819824, 0.042473819106817245, -0.17335666716098785, 0.04885736480355263, -0.2547283470630646, 0.026644235476851463, -0.002829229924827814, 0.008075729943811893, -0.006166372913867235, -0.08259781450033188, -0.04485047236084938, 0.0335649736225605, -0.128555029630661, -0.022792423143982887, -0.00044031289871782064, 0.06564072519540787, -0.12956567108631134, -0.015197839587926865, 0.045382291078567505, -0.05196709930896759, 0.06713663041591644, 0.056300174444913864, -0.07430732250213623, 0.09280373156070709, -0.13093045353889465, -0.009863806888461113, 0.023451630026102066, 0.05629246309399605, 0.04844363033771515, -0.011039553210139275, 0.07017078995704651, 0.13440318405628204, 0.08372998982667923, 0.0727517232298851, 0.11515537649393082, -0.1110999807715416, -0.06699689477682114, -0.09687406569719315, -0.07881106436252594, -0.008999884128570557, 0.053188104182481766, 0.08336220681667328, 0.06347275525331497, 0.11471039801836014, -0.07248327881097794, 0.00001591892578289844, -0.1533159613609314, -0.014539412222802639, -0.013161475770175457, -0.09092298895120621, -0.0980658307671547, -0.0005356784677132964, 0.08120209723711014, -0.0037243287079036236, 0.19576288759708405, 0.04919563978910446, 0.08551745116710663, 0.023616455495357513, -0.06507612764835358, 0.1742866486310959, 0.02285655587911606, 0.16376358270645142, -0.025067977607250214, 0.014878644607961178, -0.032302387058734894, -0.010178587399423122, 0.05544760078191757, 0.0329824835062027, 0.10758626461029053, 0.21914465725421906, 0.09368075430393219, 0.16604435443878174, 0.0054669613018631935, 0.01863117702305317, 0.037044305354356766, -0.0740198865532875, 0.022466011345386505, 0.10617075860500336, -0.0023925744462758303, 0.13517047464847565, 0.12655888497829437, -0.13268119096755981, 0.053862303495407104, -0.059140924364328384, -0.05310164391994476, -0.1673705130815506, -0.09731246531009674, -0.12534956634044647, -0.17314043641090393, 0.029592351987957954, -0.11679074168205261, 0.013666060753166676, -0.023420335724949837, 0.07081157714128494, -0.08052793890237808, 0.07894923537969589, 0.03612330183386803, -0.09611903131008148, 0.1364155262708664, -0.02310982532799244, 0.010093005374073982, 0.08437860757112503, 0.022776806727051735, 0.047866158187389374, -0.06282968074083328, -0.004523163195699453, 0.038279883563518524, -0.09306147694587708, 0.025911841541528702, -0.07158463448286057, -0.04660266265273094, -0.025987524539232254, 0.05009688064455986, 0.07096809893846512, 0.22966012358665466, 0.04695514962077141, 0.0072652664966881275, 0.017985554412007332, 0.15386806428432465, -0.03316105902194977, -0.08880461752414703, -0.11297103762626648, 0.14510120451450348, 0.042539503425359726, 0.06548567861318588, 0.0037079318426549435, -0.07374303787946701, 0.0005084884469397366, 0.2993502616882324, 0.1897091418504715, -0.0755448043346405, 0.009775664657354355, 0.06360635161399841, 0.007387308869510889, 0.04112892970442772, 0.09694301337003708, 0.13129593431949615, 0.2030954211950302, -0.04472789540886879, -0.07390643656253815, -0.05556574836373329, -0.034406278282403946, -0.07247547805309296, 0.0690302699804306, 0.03606355935335159, -0.10398594290018082, 0.00757833756506443, 0.061920639127492905, -0.05712728574872017, -0.03600049391388893, 0.0010153710609301925, -0.15649451315402985, -0.08583974093198776, -0.06622333079576492, 0.017105162143707275, 0.028688712045550346, -0.020929474383592606, -0.05154212936758995, -0.016596458852291107, 0.07449515908956528, -0.06108219921588898, -0.10904930531978607, -0.13184182345867157, 0.03356144577264786, -0.11398348957300186, 0.10189700126647949, 0.0077155535109341145, 0.15499109029769897, 0.1084548607468605, 0.04974999651312828, -0.034515365958213806, 0.10932320356369019, 0.05309629067778587, -0.054549094289541245, 0.07035250961780548, 0.03011808916926384, 0.0021888369228690863, 0.06269388645887375, 0.046386756002902985, 0.0011794230667874217, 0.06638233363628387, -0.06204776465892792, -0.0767374336719513, -0.1501128077507019, 0.025454821065068245, -0.17353078722953796, 0.052328113466501236, 0.19519571959972382, -0.018561406061053276, 0.009267060086131096, -0.0804709643125534, 0.06814035028219223, -0.011628207750618458, -0.018901308998465538, -0.014015723019838333, -0.1114121824502945, 0.013761552050709724, 0.03146858140826225, 0.004513701889663935, -0.2437002956867218, -0.004470390733331442, -0.05982096493244171, -0.0300232395529747, -0.07701376080513, 0.10507870465517044, 0.03898932784795761, 0.021976783871650696, -0.02168899215757847, -0.1970130205154419, 0.02401486225426197, 0.08340232074260712, -0.1524471491575241, -0.08503605425357819 ]
null
null
transformers
### opus-mt-en-fr * source languages: en * target languages: fr * OPUS readme: [en-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-02-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-fr/opus-2020-02-26.zip) * test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fr/opus-2020-02-26.test.txt) * test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-fr/opus-2020-02-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdiscussdev2015-enfr.en.fr | 33.8 | 0.602 | | newsdiscusstest2015-enfr.en.fr | 40.0 | 0.643 | | newssyscomb2009.en.fr | 29.8 | 0.584 | | news-test2008.en.fr | 27.5 | 0.554 | | newstest2009.en.fr | 29.4 | 0.577 | | newstest2010.en.fr | 32.7 | 0.596 | | newstest2011.en.fr | 34.3 | 0.611 | | newstest2012.en.fr | 31.8 | 0.592 | | newstest2013.en.fr | 33.2 | 0.589 | | Tatoeba.en.fr | 50.5 | 0.672 |
{"license": "apache-2.0", "pipeline_tag": "translation"}
translation
Helsinki-NLP/opus-mt-en-fr
[ "transformers", "pytorch", "tf", "jax", "marian", "text2text-generation", "translation", "en", "fr", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #jax #marian #text2text-generation #translation #en #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-fr * source languages: en * target languages: fr * OPUS readme: en-fr * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 33.8, chr-F: 0.602 testset: URL, BLEU: 40.0, chr-F: 0.643 testset: URL, BLEU: 29.8, chr-F: 0.584 testset: URL, BLEU: 27.5, chr-F: 0.554 testset: URL, BLEU: 29.4, chr-F: 0.577 testset: URL, BLEU: 32.7, chr-F: 0.596 testset: URL, BLEU: 34.3, chr-F: 0.611 testset: URL, BLEU: 31.8, chr-F: 0.592 testset: URL, BLEU: 33.2, chr-F: 0.589 testset: URL, BLEU: 50.5, chr-F: 0.672
[ "### opus-mt-en-fr\n\n\n* source languages: en\n* target languages: fr\n* OPUS readme: en-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.8, chr-F: 0.602\ntestset: URL, BLEU: 40.0, chr-F: 0.643\ntestset: URL, BLEU: 29.8, chr-F: 0.584\ntestset: URL, BLEU: 27.5, chr-F: 0.554\ntestset: URL, BLEU: 29.4, chr-F: 0.577\ntestset: URL, BLEU: 32.7, chr-F: 0.596\ntestset: URL, BLEU: 34.3, chr-F: 0.611\ntestset: URL, BLEU: 31.8, chr-F: 0.592\ntestset: URL, BLEU: 33.2, chr-F: 0.589\ntestset: URL, BLEU: 50.5, chr-F: 0.672" ]
[ "TAGS\n#transformers #pytorch #tf #jax #marian #text2text-generation #translation #en #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-fr\n\n\n* source languages: en\n* target languages: fr\n* OPUS readme: en-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.8, chr-F: 0.602\ntestset: URL, BLEU: 40.0, chr-F: 0.643\ntestset: URL, BLEU: 29.8, chr-F: 0.584\ntestset: URL, BLEU: 27.5, chr-F: 0.554\ntestset: URL, BLEU: 29.4, chr-F: 0.577\ntestset: URL, BLEU: 32.7, chr-F: 0.596\ntestset: URL, BLEU: 34.3, chr-F: 0.611\ntestset: URL, BLEU: 31.8, chr-F: 0.592\ntestset: URL, BLEU: 33.2, chr-F: 0.589\ntestset: URL, BLEU: 50.5, chr-F: 0.672" ]
[ 64, 256 ]
[ "passage: TAGS\n#transformers #pytorch #tf #jax #marian #text2text-generation #translation #en #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-fr\n\n\n* source languages: en\n* target languages: fr\n* OPUS readme: en-fr\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.8, chr-F: 0.602\ntestset: URL, BLEU: 40.0, chr-F: 0.643\ntestset: URL, BLEU: 29.8, chr-F: 0.584\ntestset: URL, BLEU: 27.5, chr-F: 0.554\ntestset: URL, BLEU: 29.4, chr-F: 0.577\ntestset: URL, BLEU: 32.7, chr-F: 0.596\ntestset: URL, BLEU: 34.3, chr-F: 0.611\ntestset: URL, BLEU: 31.8, chr-F: 0.592\ntestset: URL, BLEU: 33.2, chr-F: 0.589\ntestset: URL, BLEU: 50.5, chr-F: 0.672" ]
[ -0.17738406360149384, 0.1565646082162857, -0.007643359713256359, 0.06381945312023163, -0.010974038392305374, 0.05328941345214844, 0.08691857010126114, 0.15227101743221283, 0.0760044977068901, 0.10290906578302383, 0.13557754456996918, 0.0886053740978241, 0.009527832269668579, 0.1549590826034546, -0.05367084965109825, 0.00670138094574213, -0.0396406315267086, 0.04308035969734192, -0.08918292075395584, 0.1472565233707428, 0.054867226630449295, -0.02269412763416767, 0.04801173135638237, -0.07814700901508331, -0.02098509855568409, 0.06756369769573212, 0.03526871278882027, -0.009795984253287315, 0.028773237019777298, 0.07315643876791, 0.04443053901195526, 0.0693572536110878, -0.0136583736166358, -0.26606857776641846, 0.000816919025965035, -0.007125752046704292, -0.030804133042693138, -0.003414240200072527, 0.021757066249847412, -0.07017707824707031, 0.07048600912094116, -0.03051283024251461, -0.00787326693534851, 0.04159912094473839, -0.027046330273151398, -0.18240639567375183, -0.0517483651638031, 0.042509086430072784, -0.073265440762043, 0.11703797429800034, -0.03467101976275444, 0.22756938636302948, -0.1468007117509842, 0.15286238491535187, 0.2714805603027344, -0.21238717436790466, -0.026509862393140793, 0.0909879058599472, 0.10374107211828232, 0.029477328062057495, -0.0680626705288887, -0.047671087086200714, 0.09346401691436768, 0.036272160708904266, -0.09005004167556763, -0.10770030319690704, -0.007825776003301144, 0.013298704288899899, -0.07928221672773361, -0.05328260362148285, 0.200289785861969, 0.04252925515174866, -0.10125680267810822, 0.01513718068599701, -0.005073778331279755, -0.1150604858994484, -0.0007966008270159364, 0.054683342576026917, 0.06324166804552078, -0.04803264141082764, -0.0010786211350932717, 0.06992027908563614, -0.014854407869279385, -0.12082826346158981, 0.03938300907611847, 0.1171276792883873, 0.04236297309398651, -0.005143528338521719, -0.04452336207032204, 0.0398661233484745, 0.10259171575307846, -0.1530141681432724, -0.09860856831073761, -0.03749158978462219, -0.023524079471826553, 0.04596217721700668, -0.08083311468362808, -0.016234425827860832, 0.18616314232349396, 0.23549188673496246, -0.1260763257741928, 0.11124280095100403, -0.09031468629837036, -0.0009459913708269596, -0.05229968950152397, 0.2024330049753189, 0.07326095551252365, -0.07250591367483139, 0.028465636074543, 0.109089694917202, 0.007968083955347538, 0.05991020426154137, 0.02316896617412567, -0.04708937555551529, 0.06669189035892487, 0.11592686176300049, -0.024573171511292458, 0.001138931605964899, -0.08713296800851822, 0.02917284518480301, -0.04256964474916458, -0.15395908057689667, 0.038361556828022, 0.150444895029068, -0.04619868844747543, -0.046175532042980194, 0.06955593079328537, -0.16542597115039825, -0.07361157983541489, -0.04090731963515282, -0.027349330484867096, -0.04128994047641754, -0.031008562073111534, -0.10698643326759338, 0.055403199046850204, 0.007767201866954565, 0.024293819442391396, -0.036530379205942154, -0.06288833171129227, -0.12719754874706268, 0.012388987466692924, -0.027204152196645737, 0.04012443497776985, -0.04269511625170708, -0.07176478952169418, 0.023811882361769676, -0.0061532435938715935, 0.0014128416078165174, -0.06787663698196411, 0.14978674054145813, 0.11499372124671936, 0.04529086500406265, 0.052206121385097504, -0.007822475396096706, -0.09703516960144043, 0.04158135503530502, -0.07590682059526443, 0.02966196835041046, -0.23702223598957062, 0.05969831719994545, -0.05494851991534233, -0.1105702742934227, -0.002544742776080966, 0.05995683744549751, 0.09282010048627853, 0.1435815989971161, -0.13145124912261963, -0.051622238010168076, 0.2536793649196625, -0.07413854449987411, -0.10787257552146912, 0.018715327605605125, 0.011740359477698803, -0.12097186595201492, 0.02645103447139263, 0.15155526995658875, 0.09813902527093887, -0.08773268014192581, -0.011328735388815403, 0.05496830865740776, 0.10921165347099304, 0.007547390181571245, 0.1133214682340622, -0.07244496047496796, -0.06842917203903198, 0.0510060116648674, -0.07004515081644058, 0.004061374347656965, -0.02500103786587715, -0.02655106410384178, -0.10232283920049667, -0.056102603673934937, 0.01957843080163002, 0.08533012866973877, -0.04045983403921127, -0.15346486866474152, -0.12815460562705994, 0.02969488315284252, 0.1489349752664566, -0.07051399350166321, 0.019137630239129066, -0.04151668772101402, 0.14209750294685364, -0.02385656349360943, -0.00283789518289268, -0.16108348965644836, -0.043297868221998215, 0.08314745128154755, -0.07880864292383194, 0.04972609877586365, 0.03135770186781883, 0.04183558002114296, -0.06593182682991028, -0.016448812559247017, -0.03183548152446747, -0.02795114554464817, -0.06348171085119247, -0.03941302001476288, -0.22230376303195953, 0.02148161455988884, -0.0440029501914978, 0.020024022087454796, -0.2192198485136032, -0.050261955708265305, 0.06391122937202454, 0.09563753008842468, -0.015286230482161045, 0.00024378069792874157, 0.04502417892217636, 0.01442718505859375, -0.059580255299806595, -0.029091261327266693, -0.008346939459443092, -0.039630547165870667, -0.07421461492776871, -0.025545895099639893, 0.03354177251458168, 0.08946070820093155, 0.14426536858081818, 0.0259384848177433, -0.08402765542268753, 0.04853854700922966, -0.06174134463071823, 0.025227956473827362, 0.057804886251688004, 0.0008488828898407519, -0.024171343073248863, -0.006338154897093773, 0.11813624203205109, -0.1505328118801117, -0.07510089129209518, -0.01697753742337227, 0.0020369640551507473, -0.02730526775121689, 0.25880107283592224, 0.007736452389508486, -0.05685132369399071, 0.07857705652713776, 0.04531446099281311, -0.07923489809036255, 0.18860922753810883, -0.13495849072933197, -0.10666583478450775, 0.014349746517837048, 0.14086152613162994, -0.017183424904942513, 0.19887320697307587, -0.12306319177150726, 0.05144266411662102, 0.00804931577295065, -0.02337000146508217, 0.01946583203971386, -0.0812741070985794, 0.006003648042678833, -0.017876699566841125, -0.12307116389274597, -0.040087904781103134, 0.02710256166756153, 0.022079380229115486, 0.09020781517028809, -0.05661711096763611, -0.08029899001121521, -0.045750852674245834, -0.05743297562003136, -0.150791734457016, 0.23660311102867126, -0.09700271487236023, -0.1512134075164795, -0.0587410032749176, 0.1342151015996933, -0.11466891318559647, -0.06401680409908295, 0.06382682174444199, -0.15239298343658447, -0.048257071524858475, -0.10579895973205566, -0.06503058224916458, 0.0514477975666523, 0.0017178746638819575, -0.019263826310634613, 0.085211381316185, 0.09543734788894653, -0.19074934720993042, 0.0028594934847205877, -0.04965237155556679, 0.0534900426864624, -0.004778382834047079, -0.08428619056940079, 0.085549496114254, 0.09476490318775177, 0.009561209008097649, 0.06839277595281601, 0.022230375558137894, 0.2506328523159027, -0.05613749101758003, -0.06037208065390587, 0.011636406183242798, 0.013338115066289902, -0.028342464938759804, 0.062411025166511536, -0.016215870156884193, -0.11691385507583618, 0.04025917127728462, 0.05521200969815254, 0.062372442334890366, -0.3674226999282837, -0.02494354546070099, -0.030694281682372093, -0.0007470325217582285, -0.011926607228815556, 0.10078209638595581, -0.14935891330242157, 0.003154920879751444, 0.012451539747416973, -0.007401057053357363, -0.015311670489609241, 0.021975724026560783, 0.13912181556224823, 0.02077415958046913, 0.05812699720263481, -0.10895489156246185, 0.018649369478225708, 0.050365936011075974, 0.011860641650855541, 0.12579713761806488, -0.06018632650375366, 0.10538224875926971, 0.07699097692966461, 0.09707782417535782, -0.02893690951168537, -0.020390251651406288, -0.0299332644790411, 0.021400483325123787, 0.06058148294687271, -0.08070380985736847, -0.017539845779538155, 0.003250387730076909, 0.005760807543992996, 0.08524508774280548, -0.06603982299566269, -0.1035037711262703, 0.07606182247400284, 0.10843881964683533, 0.11081689596176147, -0.16450750827789307, -0.028434252366423607, 0.014546939171850681, -0.0232443455606699, -0.05708923563361168, 0.05228325352072716, 0.01817983202636242, -0.057477157562971115, 0.1003551110625267, 0.04222209379076958, 0.10234031826257706, 0.060106370598077774, 0.002795916749164462, 0.013974638655781746, 0.006575148086994886, -0.006009365431964397, 0.07418768107891083, -0.34896397590637207, 0.21066920459270477, 0.0380839966237545, 0.006410980597138405, 0.000395300769014284, 0.014370415359735489, 0.008942683227360249, 0.0036120263393968344, 0.10550598800182343, 0.0033969106152653694, -0.08519493043422699, -0.10653926432132721, 0.026005495339632034, 0.0879342332482338, 0.09230745583772659, 0.11160075664520264, 0.0928642600774765, -0.031132886186242104, -0.06849869340658188, -0.024951858446002007, -0.10035587847232819, -0.18325228989124298, 0.03558732569217682, 0.027171485126018524, -0.033101726323366165, -0.12378694862127304, -0.04676004499197006, -0.04458515718579292, -0.004465661942958832, 0.18713116645812988, -0.15398134291172028, -0.03969720005989075, -0.10034569352865219, 0.051087137311697006, 0.19345887005329132, -0.10689980536699295, 0.0033481044229120016, -0.052131135016679764, 0.006872409489005804, 0.021146567538380623, -0.09892117232084274, 0.0676150768995285, -0.029050303623080254, -0.17946986854076385, -0.06100555881857872, 0.19271248579025269, -0.08285883069038391, 0.06588006764650345, 0.020060889422893524, -0.040699705481529236, 0.011202841997146606, -0.09001968801021576, -0.006039461586624384, -0.0629415288567543, -0.021713655441999435, 0.11528889089822769, -0.16701577603816986, -0.07116473466157913, -0.023856479674577713, -0.047434039413928986, 0.06499917805194855, 0.2667993903160095, -0.06270108371973038, 0.028492862358689308, 0.056043196469545364, -0.12844274938106537, -0.16343310475349426, 0.10095519572496414, 0.019893264397978783, 0.023184884339571, 0.006811833009123802, -0.11472511291503906, 0.01602957211434841, -0.031098218634724617, -0.008838375099003315, 0.1907341331243515, -0.17208397388458252, -0.11410711705684662, 0.1413280963897705, 0.10730595141649246, 0.07029269635677338, -0.22195325791835785, -0.11430796980857849, -0.09133526682853699, -0.18793635070323944, -0.029695481061935425, -0.02458905056118965, 0.10066235810518265, -0.08484261482954025, -0.1382036954164505, 0.052876755595207214, -0.02285504899919033, 0.11255630105733871, 0.0006047419155947864, 0.05513114854693413, -0.021082056686282158, 0.0754418820142746, 0.04610747471451759, 0.035487670451402664, 0.15417522192001343, -0.16407640278339386, 0.1174001544713974, -0.2159985601902008, -0.021574467420578003, -0.08702060580253601, 0.03250417113304138, -0.09443077445030212, 0.0360453799366951, -0.073573537170887, 0.04390563443303108, 0.04463843256235123, 0.022711947560310364, 0.0017967234598472714, -0.09509831666946411, 0.05013835057616234, 0.14113396406173706, 0.11303804069757462, 0.08281880617141724, -0.07164117693901062, 0.10786918550729752, -0.012388239614665508, 0.006755557842552662, -0.1651286482810974, 0.037808872759342194, 0.1673617660999298, 0.058331090956926346, 0.06465903669595718, -0.007399292662739754, -0.11715785413980484, -0.05313699692487717, 0.08652015030384064, -0.06063035503029823, 0.060244183987379074, -0.011641276068985462, -0.28159651160240173, -0.07169663906097412, 0.00040282990084961057, 0.18064425885677338, 0.012556293979287148, 0.000526509596966207, -0.014361643232405186, 0.0061925905756652355, -0.0411502830684185, 0.19398590922355652, 0.11419446766376495, 0.05495906248688698, -0.06970062106847763, 0.03363248333334923, -0.04431051015853882, -0.019660670310258865, 0.06958641111850739, 0.12787967920303345, -0.05391700193285942, -0.07628804445266724, 0.13328135013580322, 0.1426348090171814, -0.024644048884510994, -0.023482808843255043, -0.21832534670829773, -0.0960751548409462, 0.07196197658777237, 0.2568317651748657, 0.09882624447345734, 0.04450226575136185, 0.1456332802772522, -0.049734268337488174, 0.0023111398331820965, 0.128273144364357, 0.07471711188554764, 0.04153028130531311, -0.049747221171855927, -0.045382365584373474, -0.01228140015155077, 0.059400759637355804, 0.00157482351642102, 0.05147891119122505, -0.23196156322956085, 0.048187006264925, -0.2622443735599518, 0.05563083663582802, 0.06443831324577332, 0.007320629898458719, 0.0011412205640226603, -0.08488386869430542, -0.05071563646197319, 0.029527222737669945, -0.10054803639650345, -0.02779894322156906, 0.029538551345467567, 0.06976501643657684, -0.1955602914094925, 0.005612381733953953, 0.04842628166079521, -0.10551241040229797, 0.07502744346857071, 0.005280701443552971, -0.04362858831882477, 0.0769943967461586, -0.13776524364948273, 0.002946786815300584, -0.017897512763738632, 0.03194433078169823, -0.006911808159202337, -0.055334314703941345, 0.09357720613479614, 0.07049314677715302, 0.08309152722358704, 0.09509315341711044, 0.13735435903072357, -0.0969635397195816, -0.05563310906291008, -0.11371038109064102, -0.08286597579717636, 0.007014773320406675, 0.056420307606458664, 0.08587419986724854, 0.013127296231687069, 0.07723680138587952, -0.06636863946914673, -0.0058821444399654865, -0.21379454433918, -0.04745446890592575, -0.00860142707824707, -0.03258179873228073, -0.12508656084537506, 0.06266078352928162, 0.0932421162724495, -0.03464002534747124, 0.16336189210414886, -0.036391932517290115, 0.07524088770151138, 0.021872885525226593, -0.07111095637083054, 0.0993628054857254, 0.04448239877820015, 0.12541987001895905, -0.050597451627254486, 0.028167789801955223, -0.017131175845861435, -0.07161856442689896, 0.018783530220389366, -0.03264336287975311, 0.11941215395927429, 0.25466564297676086, 0.10914555191993713, 0.12259970605373383, 0.07906215637922287, -0.04466310888528824, 0.054686322808265686, 0.03018789179623127, 0.00025889568496495485, 0.13912074267864227, 0.023882711306214333, 0.20520617067813873, 0.06687913835048676, -0.1529569923877716, 0.07894152402877808, -0.09819857031106949, -0.0688478872179985, -0.13710886240005493, -0.004866627044975758, -0.10787460207939148, -0.14752434194087982, 0.07785898447036743, -0.09509451687335968, 0.03218310698866844, -0.013817322440445423, 0.055218759924173355, -0.03502002730965614, 0.06110058352351189, 0.11623784154653549, -0.022737819701433182, 0.13418295979499817, 0.018048614263534546, -0.050009846687316895, 0.084885373711586, 0.021123278886079788, 0.08639942854642868, -0.08664575964212418, -0.034938082098960876, 0.06291481852531433, -0.07547521591186523, 0.013254302553832531, -0.01700952835381031, -0.03751763328909874, 0.002608786104246974, 0.033674389123916626, 0.06515108048915863, 0.17165711522102356, 0.0645277127623558, 0.01388923916965723, -0.00023877841886132956, 0.12151727825403214, 0.0029975040815770626, -0.06000153720378876, -0.0607740618288517, 0.09702841192483902, 0.03399726375937462, 0.052925609052181244, 0.014516736380755901, -0.08000251650810242, 0.010415412485599518, 0.20989398658275604, 0.10934842377901077, -0.035178933292627335, -0.0023518805392086506, 0.08352076262235641, 0.006487934850156307, 0.024150338023900986, 0.09374217689037323, 0.08021500706672668, 0.19923779368400574, 0.016398780047893524, -0.1278914213180542, -0.023634595796465874, -0.055347759276628494, -0.004307853523641825, 0.05664994940161705, 0.04350200667977333, -0.07630997896194458, -0.03424924239516258, 0.021110214293003082, -0.03598188981413841, -0.10649912804365158, 0.10735519975423813, -0.18583065271377563, -0.12204483151435852, -0.1037658080458641, 0.011988808400928974, 0.008687865920364857, -0.051996272057294846, -0.03717350587248802, -0.05878407135605812, 0.11555801331996918, -0.10072929412126541, -0.07872173935174942, -0.19280683994293213, 0.011520500294864178, -0.17247368395328522, 0.16123084723949432, 0.014631171710789204, 0.21132834255695343, 0.13905547559261322, -0.00032062618993222713, -0.06575888395309448, 0.07838412374258041, 0.1181810274720192, -0.10643883794546127, 0.06256165355443954, 0.05634133517742157, 0.008010257966816425, 0.1583719402551651, 0.051430489867925644, 0.10232294350862503, 0.044243015348911285, 0.02212553285062313, -0.06900511682033539, -0.18837952613830566, 0.017624355852603912, -0.15757061541080475, 0.03811218589544296, 0.21810220181941986, -0.04315449297428131, 0.01749265007674694, -0.055738791823387146, 0.09523084759712219, -0.028164798393845558, 0.06362774968147278, 0.021380329504609108, -0.16592252254486084, 0.08737970888614655, 0.06929454952478409, 0.00694682402536273, -0.2824048697948456, -0.05802621319890022, 0.015376816503703594, -0.027780182659626007, -0.03687881678342819, 0.15184661746025085, 0.04136408865451813, 0.06785579770803452, -0.02851317636668682, -0.16940176486968994, 0.03432280942797661, 0.11147265881299973, -0.1675909161567688, -0.08964879810810089 ]
null
null
transformers
### eng-gle * source group: English * target group: Irish * OPUS readme: [eng-gle](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gle/README.md) * model: transformer-align * source language(s): eng * target language(s): gle * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gle/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gle/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gle/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.gle | 37.5 | 0.593 | ### System Info: - hf_name: eng-gle - source_languages: eng - target_languages: gle - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gle/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'ga'] - src_constituents: {'eng'} - tgt_constituents: {'gle'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gle/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gle/opus-2020-06-17.test.txt - src_alpha3: eng - tgt_alpha3: gle - short_pair: en-ga - chrF2_score: 0.593 - bleu: 37.5 - brevity_penalty: 1.0 - ref_len: 12200.0 - src_name: English - tgt_name: Irish - train_date: 2020-06-17 - src_alpha2: en - tgt_alpha2: ga - prefer_old: False - long_pair: eng-gle - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "ga"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ga
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ga", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "ga" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ga #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-gle * source group: English * target group: Irish * OPUS readme: eng-gle * model: transformer-align * source language(s): eng * target language(s): gle * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 37.5, chr-F: 0.593 ### System Info: * hf\_name: eng-gle * source\_languages: eng * target\_languages: gle * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'ga'] * src\_constituents: {'eng'} * tgt\_constituents: {'gle'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: gle * short\_pair: en-ga * chrF2\_score: 0.593 * bleu: 37.5 * brevity\_penalty: 1.0 * ref\_len: 12200.0 * src\_name: English * tgt\_name: Irish * train\_date: 2020-06-17 * src\_alpha2: en * tgt\_alpha2: ga * prefer\_old: False * long\_pair: eng-gle * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-gle\n\n\n* source group: English\n* target group: Irish\n* OPUS readme: eng-gle\n* model: transformer-align\n* source language(s): eng\n* target language(s): gle\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 37.5, chr-F: 0.593", "### System Info:\n\n\n* hf\\_name: eng-gle\n* source\\_languages: eng\n* target\\_languages: gle\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ga']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'gle'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gle\n* short\\_pair: en-ga\n* chrF2\\_score: 0.593\n* bleu: 37.5\n* brevity\\_penalty: 1.0\n* ref\\_len: 12200.0\n* src\\_name: English\n* tgt\\_name: Irish\n* train\\_date: 2020-06-17\n* src\\_alpha2: en\n* tgt\\_alpha2: ga\n* prefer\\_old: False\n* long\\_pair: eng-gle\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ga #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-gle\n\n\n* source group: English\n* target group: Irish\n* OPUS readme: eng-gle\n* model: transformer-align\n* source language(s): eng\n* target language(s): gle\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 37.5, chr-F: 0.593", "### System Info:\n\n\n* hf\\_name: eng-gle\n* source\\_languages: eng\n* target\\_languages: gle\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ga']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'gle'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gle\n* short\\_pair: en-ga\n* chrF2\\_score: 0.593\n* bleu: 37.5\n* brevity\\_penalty: 1.0\n* ref\\_len: 12200.0\n* src\\_name: English\n* tgt\\_name: Irish\n* train\\_date: 2020-06-17\n* src\\_alpha2: en\n* tgt\\_alpha2: ga\n* prefer\\_old: False\n* long\\_pair: eng-gle\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 119, 385 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ga #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-gle\n\n\n* source group: English\n* target group: Irish\n* OPUS readme: eng-gle\n* model: transformer-align\n* source language(s): eng\n* target language(s): gle\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 37.5, chr-F: 0.593" ]
[ -0.1283135563135147, 0.12293926626443863, -0.003447622759267688, 0.0679798573255539, 0.06762626022100449, 0.025667201727628708, 0.08060219138860703, 0.13295136392116547, 0.03164026886224747, 0.02146509848535061, 0.1300569623708725, 0.11305305361747742, 0.011982870288193226, 0.10885278135538101, -0.02914770320057869, -0.12417236715555191, 0.06133287772536278, 0.0473765954375267, -0.09257861971855164, 0.1229250505566597, 0.08332782983779907, -0.01880493573844433, 0.10423766821622849, -0.019434848800301552, -0.02665075846016407, 0.10592566430568695, -0.003539994591847062, -0.06513640284538269, 0.07743141800165176, 0.0898241475224495, 0.0078814085572958, 0.042850662022829056, -0.03939927741885185, -0.20512895286083221, 0.017410729080438614, 0.011574300937354565, -0.04903337359428406, 0.024457618594169617, 0.013574975542724133, -0.0645296648144722, 0.12937524914741516, -0.0728633850812912, -0.026427293196320534, 0.04100317880511284, -0.03448498994112015, -0.18942613899707794, -0.06701523065567017, 0.031901873648166656, -0.027424084022641182, 0.129060760140419, -0.04283120483160019, 0.19390682876110077, -0.12489225715398788, 0.11139822006225586, 0.27915120124816895, -0.3151344060897827, -0.008648999035358429, 0.1462891846895218, 0.013172444887459278, 0.07170537114143372, 0.0018353316700085998, 0.0140324542298913, 0.0528276190161705, 0.03536968305706978, -0.08300738036632538, -0.09670902043581009, -0.05451608821749687, 0.054456762969493866, -0.11909893155097961, -0.018093852326273918, 0.26764795184135437, 0.020331110805273056, -0.060092974454164505, -0.02095363661646843, -0.04220760241150856, 0.03823167458176613, -0.026798538863658905, 0.0356692299246788, 0.04201865568757057, 0.01768026500940323, 0.0007100881775841117, -0.06432251632213593, -0.089002326130867, -0.08078348636627197, -0.13361717760562897, 0.21190978586673737, 0.049808818846940994, 0.015077715739607811, -0.0012808312894776464, 0.08493626862764359, -0.052388135343790054, -0.10381454974412918, -0.08402854949235916, -0.020769566297531128, 0.020804744213819504, 0.06761669367551804, -0.07902981340885162, -0.06261811405420303, 0.12264849990606308, 0.1218688040971756, -0.07613859325647354, 0.040088068693876266, -0.05756578594446182, 0.06563986092805862, -0.04991526156663895, 0.22881348431110382, -0.0589790903031826, -0.08177869021892548, 0.0609414204955101, -0.0067621818743646145, 0.06181654706597328, 0.034039732068777084, -0.11240089684724808, -0.07097001373767853, -0.022499149665236473, 0.07023647427558899, 0.008666112087666988, 0.07906199991703033, -0.07925758510828018, -0.033953048288822174, 0.0963839516043663, -0.12254252284765244, 0.012579225935041904, 0.034039270132780075, -0.03546401858329773, 0.10259781777858734, 0.1034616008400917, -0.009820720180869102, -0.11751233041286469, 0.0024185774382203817, -0.05109483748674393, 0.000898502767086029, -0.03147357329726219, -0.10319365561008453, 0.04536547511816025, 0.024329470470547676, 0.004087481647729874, -0.11058010160923004, -0.16422617435455322, -0.032504867762327194, 0.017504870891571045, 0.011478116735816002, -0.028225841000676155, -0.05864017456769943, -0.033672116696834564, -0.012896011583507061, -0.020808767527341843, -0.06445349007844925, -0.07350733131170273, 0.07708388566970825, 0.0328671969473362, 0.033653341233730316, -0.09466492384672165, 0.05517522618174553, -0.17889319360256195, -0.048813898116350174, -0.20392289757728577, 0.07936178147792816, -0.15154670178890228, 0.08377648144960403, -0.09339528530836105, -0.09902949631214142, -0.02290171943604946, 0.06611082702875137, 0.03403737396001816, 0.1323937028646469, -0.12879152595996857, -0.06519769132137299, 0.18943127989768982, -0.11530973762273788, -0.130216583609581, 0.12428022176027298, 0.016715161502361298, -0.04982232674956322, 0.09509436786174774, 0.17934589087963104, 0.03852606192231178, -0.06722677499055862, 0.028329577296972275, 0.0767328143119812, 0.006228157784789801, -0.09596004337072372, 0.11240241676568985, -0.10408780723810196, -0.08448740839958191, 0.06041527912020683, -0.16528329253196716, 0.08585607260465622, 0.029188452288508415, -0.03449207544326782, -0.0448768250644207, -0.030249323695898056, 0.01728065311908722, 0.05764427036046982, 0.023325296118855476, -0.11985460668802261, -0.10023707896471024, -0.00014555713278241456, 0.11550579220056534, -0.07794004678726196, 0.04828108474612236, -0.052940260618925095, 0.14912579953670502, -0.06152858957648277, 0.053789813071489334, -0.09864010661840439, -0.025548715144395828, 0.011829819530248642, 0.026117265224456787, 0.10495605319738388, 0.025728674605488777, 0.03083062171936035, -0.04091128706932068, -0.019227711483836174, -0.027032794430851936, 0.060873955488204956, -0.055886197835206985, -0.03338543325662613, -0.14763088524341583, 0.05876670032739639, -0.0008277735905721784, 0.010747960768640041, -0.1407429277896881, 0.00472282012924552, 0.07811630517244339, 0.03423735126852989, -0.03354339674115181, 0.025352755561470985, 0.009434722363948822, 0.029877975583076477, -0.07552123069763184, -0.03599834069609642, 0.0360264927148819, -0.0026686890050768852, -0.13838960230350494, 0.16481882333755493, -0.0503300316631794, 0.1652074009180069, 0.20547820627689362, -0.1018683984875679, 0.02361452765762806, -0.012808787636458874, -0.021736256778240204, 0.01514051016420126, 0.042358286678791046, -0.004857243504375219, 0.0969349816441536, 0.012894697487354279, 0.1403738260269165, -0.1549917608499527, -0.04681236669421196, -0.05349612608551979, -0.02561376988887787, -0.041391514241695404, 0.17743900418281555, 0.015721317380666733, -0.1231023520231247, 0.10728252679109573, 0.1371152698993683, -0.08466203510761261, 0.1646934151649475, -0.05108568072319031, -0.06038866937160492, 0.05436687543988228, 0.06678993254899979, -0.027968203648924828, 0.06816627830266953, -0.15476803481578827, 0.016129452735185623, 0.05209682881832123, 0.02826686017215252, 0.055312324315309525, -0.12004992365837097, -0.03006354533135891, 0.004278111737221479, -0.12060632556676865, -0.016217587515711784, 0.05659082531929016, 0.008976987563073635, 0.07616878300905228, -0.03914601728320122, -0.016739679500460625, 0.015473601408302784, -0.013609168119728565, -0.12858347594738007, 0.2279229313135147, -0.1369181126356125, -0.20489254593849182, -0.1467452198266983, 0.03381091728806496, -0.13015088438987732, -0.010069875977933407, 0.1137477308511734, -0.11479181051254272, -0.08054973930120468, -0.09568831324577332, 0.07693368941545486, -0.02745429240167141, -0.05951966345310211, -0.05953140929341316, -0.009731866419315338, 0.008450387977063656, -0.17598466575145721, -0.0341169573366642, -0.023404696956276894, -0.029312239959836006, 0.013731366023421288, -0.14739719033241272, 0.08985413610935211, 0.12787368893623352, -0.009808969683945179, 0.04604353755712509, -0.03856344893574715, 0.18851959705352783, -0.062466610223054886, -0.019886760041117668, 0.11043766140937805, 0.04939408227801323, 0.03684354946017265, 0.037017494440078735, -0.005502171348780394, -0.05603739619255066, 0.03451032191514969, 0.028460772708058357, -0.023931901901960373, -0.29465875029563904, -0.11837008595466614, -0.06919107586145401, 0.05056207254528999, 0.007386786863207817, 0.08183161169290543, -0.04331991821527481, 0.08373836427927017, -0.04214680567383766, 0.01856054738163948, 0.0183950774371624, 0.07511751353740692, 0.25015419721603394, 0.0045415982604026794, 0.11611008644104004, -0.10692849010229111, -0.03383854031562805, 0.12286689132452011, 0.008634323254227638, 0.09477486461400986, -0.04542601481080055, 0.13198919594287872, 0.04997258260846138, 0.12921306490898132, 0.019327234476804733, 0.08088204264640808, -0.0375969298183918, 0.0023838619235903025, -0.023652058094739914, -0.08945433795452118, -0.01264503039419651, 0.04452457278966904, -0.00306132435798645, -0.01741100661456585, -0.05072472244501114, -0.033421844244003296, 0.09038880467414856, 0.12525257468223572, 0.007431585341691971, -0.19430796802043915, -0.01640152744948864, 0.03317980840802193, 0.009609736502170563, -0.0004565198323689401, 0.09858701378107071, 0.008078410290181637, -0.06648498773574829, 0.11208149790763855, 0.020204173400998116, 0.10283827036619186, -0.013597749173641205, 0.004788354504853487, -0.035897914320230484, 0.004071785602718592, 0.008454066701233387, 0.13637468218803406, -0.28140416741371155, 0.22394122183322906, 0.011509117670357227, -0.007568187080323696, -0.04132312163710594, -0.0037060726899653673, 0.06376414000988007, 0.11985400319099426, 0.11379525065422058, 0.01679140515625477, 0.005874032620340586, -0.05634620413184166, 0.00165458838455379, 0.05467884987592697, 0.0000882483582245186, 0.03456354886293411, 0.04048404097557068, -0.03014565072953701, -0.006662316154688597, -0.018260400742292404, 0.044654153287410736, -0.11607492715120316, -0.09113478660583496, -0.006538341287523508, 0.11214369535446167, -0.034890901297330856, -0.05172570422291756, -0.07560371607542038, -0.1602097451686859, 0.2742823362350464, -0.04248626157641411, -0.10231560468673706, -0.10089115798473358, 0.00047696917317807674, 0.14973248541355133, -0.12336283177137375, -0.031246626749634743, -0.07221707701683044, -0.026738682761788368, -0.022253599017858505, -0.13552379608154297, 0.10205569118261337, -0.06062103807926178, -0.09600605815649033, 0.006449323613196611, 0.15374860167503357, -0.06536547839641571, 0.0390857495367527, 0.011777805164456367, -0.014917836524546146, -0.052799291908741, -0.1409870684146881, -0.040324773639440536, -0.014276636764407158, 0.01200856827199459, 0.17820711433887482, -0.0824647918343544, -0.04468441382050514, -0.028262149542570114, -0.037083614617586136, 0.18215790390968323, 0.1914174109697342, -0.057428475469350815, -0.00048113969387486577, 0.13519322872161865, -0.10088510811328888, -0.2407640963792801, 0.010708692483603954, -0.08914656192064285, 0.0005193526740185916, 0.02511485479772091, -0.11945558339357376, 0.10880175977945328, 0.04060346633195877, -0.022498853504657745, 0.056195177137851715, -0.20693561434745789, -0.12228763848543167, 0.18289364874362946, 0.08331555873155594, 0.2595086693763733, -0.16652809083461761, -0.06594789773225784, -0.06777532398700714, -0.2050744742155075, 0.0125810531899333, -0.07544133067131042, 0.09183557331562042, -0.04365157708525658, 0.046689268201589584, 0.02564750611782074, -0.02933887206017971, 0.10413603484630585, 0.01938568241894245, 0.03578212857246399, -0.07595300674438477, 0.028269397094845772, 0.03643641620874405, 0.018084263429045677, 0.19327856600284576, -0.1747959852218628, 0.07913285493850708, -0.11547859758138657, -0.0345756858587265, -0.05293846130371094, 0.056195925921201706, -0.009694492444396019, -0.004642368294298649, -0.11333735287189484, 0.024169983342289925, -0.00042844717972911894, 0.048091188073158264, 0.17799906432628632, -0.07312776148319244, 0.017473116517066956, 0.05077485367655754, 0.11937994509935379, -0.07501304149627686, -0.028379445895552635, 0.012585699558258057, -0.012138963676989079, 0.05539810284972191, -0.15646570920944214, 0.05230958014726639, 0.15855181217193604, -0.004598059691488743, 0.06715352833271027, 0.044297538697719574, -0.09116169810295105, -0.0268331877887249, 0.09156463295221329, -0.12077585607767105, -0.051142383366823196, -0.05467023700475693, -0.20466063916683197, 0.010510058142244816, 0.05455318093299866, 0.16538448631763458, 0.006114162039011717, -0.018945207819342613, 0.009002863429486752, -0.011424167081713676, -0.06041906774044037, 0.13494865596294403, 0.05897385627031326, -0.013192674145102501, -0.1225138008594513, 0.08039572089910507, 0.013245104812085629, -0.05786585435271263, 0.02250545099377632, 0.154981791973114, -0.08347811549901962, -0.11552929878234863, 0.03103570267558098, 0.13954925537109375, -0.15415333211421967, -0.06347496807575226, -0.1250842660665512, -0.09061227738857269, 0.0495077408850193, 0.08612959086894989, 0.13967470824718475, 0.027704564854502678, 0.009198726154863834, -0.05703556537628174, 0.02658395655453205, 0.08031819760799408, 0.05696630850434303, 0.032029926776885986, -0.12024007737636566, -0.03166153281927109, 0.0009956980356946588, 0.07923120260238647, -0.0182906873524189, 0.0045209163799881935, -0.12844935059547424, 0.02306065894663334, -0.1986052691936493, 0.015983376652002335, -0.03168527036905289, 0.015528065152466297, 0.00309166731312871, -0.09722688049077988, -0.03125027194619179, 0.04102865606546402, -0.10153347253799438, -0.03758688271045685, -0.0015523807378485799, 0.07824612408876419, -0.13565923273563385, -0.03201541304588318, 0.050114501267671585, -0.015551123768091202, 0.08146273344755173, 0.02603689208626747, -0.06610698997974396, 0.0611964575946331, -0.1721608191728592, -0.004440245218575001, 0.04265976324677467, 0.047974616289138794, 0.02555604837834835, 0.013059413060545921, 0.03545127063989639, 0.1113191768527031, 0.0952511578798294, 0.0557873509824276, 0.11539063602685928, -0.13009773194789886, -0.03593131899833679, -0.08156242966651917, -0.11282406747341156, -0.007682389114052057, 0.017048168927431107, 0.09261559695005417, 0.06852038204669952, 0.1433819830417633, -0.08719128370285034, -0.008375038392841816, -0.1317775696516037, 0.0189580749720335, 0.011441409587860107, -0.07289435714483261, -0.11229229718446732, -0.013576014898717403, 0.03215770795941353, 0.003327008569613099, 0.23208124935626984, 0.009997732937335968, 0.05134328082203865, 0.0343865230679512, -0.004951902199536562, 0.17005908489227295, -0.024868493899703026, 0.1441878229379654, -0.024374378845095634, 0.0021113187540322542, -0.024950983002781868, 0.002401787554845214, 0.06948751211166382, -0.030016468837857246, 0.09539148211479187, 0.11981023102998734, 0.10706813633441925, 0.14973925054073334, 0.002630941802635789, 0.025824017822742462, -0.034797169268131256, -0.06754224747419357, 0.03731143847107887, 0.06954126060009003, 0.024073543027043343, 0.19713376462459564, 0.15054906904697418, -0.1055997684597969, 0.04854826256632805, 0.018002832308411598, -0.036466073244810104, -0.14743572473526, -0.1431266814470291, -0.11613001674413681, -0.22613881528377533, 0.02935977093875408, -0.12098611891269684, 0.0009091912652365863, 0.024807672947645187, 0.0774819627404213, -0.061110563576221466, 0.10020403563976288, -0.009717682376503944, -0.10071127116680145, 0.07937522232532501, -0.03989480808377266, 0.005565231200307608, 0.08575515449047089, 0.009486204944550991, 0.04917832463979721, -0.03202372416853905, 0.017142465338110924, 0.07162262499332428, -0.047054242342710495, 0.055749088525772095, -0.08013201504945755, -0.028592392802238464, -0.0615275576710701, 0.07709953933954239, 0.05174710974097252, 0.21602411568164825, 0.05327143892645836, -0.004978902637958527, 0.00894677359610796, 0.12152180820703506, -0.03705648332834244, -0.12111454457044601, -0.061180390417575836, 0.14815160632133484, 0.04671149328351021, 0.06461996585130692, -0.024833329021930695, -0.07965321093797684, -0.0070907375775277615, 0.3043367266654968, 0.22467298805713654, -0.03968856856226921, -0.010194388218224049, 0.031097834929823875, -0.0019898146856576204, 0.06134087219834328, 0.03665105253458023, 0.14605915546417236, 0.2442280799150467, -0.02810249850153923, -0.09209807962179184, -0.061984896659851074, -0.00000414892065236927, -0.10805050283670425, 0.05372926592826843, 0.02825276181101799, -0.08941101282835007, -0.011875116266310215, 0.07075486332178116, -0.04243334010243416, 0.004123890772461891, -0.024742888286709785, -0.1279493123292923, -0.04920539632439613, -0.055028412491083145, 0.04511789232492447, 0.030057653784751892, 0.007391996216028929, -0.03103402443230152, -0.04673903062939644, 0.02957102097570896, -0.03461861237883568, -0.2020990550518036, -0.08963703364133835, 0.0391002893447876, -0.12672995030879974, 0.15372143685817719, -0.009341230615973473, 0.11726956814527512, 0.11009807884693146, 0.04875219240784645, -0.038914743810892105, 0.0745263397693634, -0.001029300969094038, -0.05362610146403313, 0.05758955329656601, -0.049164675176143646, 0.00021213747095316648, 0.06473343819379807, 0.06302551925182343, 0.014929722063243389, 0.06685638427734375, 0.06292719393968582, -0.07102653384208679, -0.13244913518428802, 0.006175327114760876, -0.16621389985084534, 0.07200365513563156, 0.1359322965145111, 0.002473072614520788, -0.007621964905411005, -0.07866861671209335, 0.03382959961891174, -0.03283793851733208, -0.011112993583083153, 0.011139811016619205, -0.08666639029979706, 0.01536093931645155, 0.04253688082098961, 0.02187221124768257, -0.2751183807849884, -0.009665796533226967, -0.071243055164814, -0.0002301741624251008, -0.08306733518838882, 0.11135490238666534, 0.09761901199817657, 0.01807144097983837, -0.01406832318753004, -0.18931517004966736, 0.017651166766881943, 0.08406663686037064, -0.15418371558189392, -0.08767326176166534 ]
null
null
transformers
### opus-mt-en-gaa * source languages: en * target languages: gaa * OPUS readme: [en-gaa](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-gaa/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-gaa/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gaa/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gaa/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.gaa | 39.9 | 0.593 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gaa
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "gaa", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #gaa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-gaa * source languages: en * target languages: gaa * OPUS readme: en-gaa * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 39.9, chr-F: 0.593
[ "### opus-mt-en-gaa\n\n\n* source languages: en\n* target languages: gaa\n* OPUS readme: en-gaa\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.9, chr-F: 0.593" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gaa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-gaa\n\n\n* source languages: en\n* target languages: gaa\n* OPUS readme: en-gaa\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.9, chr-F: 0.593" ]
[ 62, 102 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gaa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-gaa\n\n\n* source languages: en\n* target languages: gaa\n* OPUS readme: en-gaa\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.9, chr-F: 0.593" ]
[ -0.11100855469703674, 0.15266986191272736, -0.003926665522158146, 0.06673437356948853, 0.07313773781061172, 0.010421929880976677, 0.04456634446978569, 0.1334843784570694, 0.00422779330983758, 0.0014680973254144192, 0.12468641996383667, 0.08812469244003296, 0.043544694781303406, 0.15055587887763977, -0.06880082190036774, -0.1302126944065094, 0.03245615214109421, 0.03955793380737305, -0.05682770907878876, 0.15100447833538055, 0.09467445313930511, -0.00865321047604084, 0.10143424570560455, -0.010565792210400105, -0.030896084383130074, 0.08631762862205505, 0.017969971522688866, -0.10726064443588257, 0.05492861568927765, 0.05622231215238571, 0.008348049595952034, 0.056920573115348816, -0.04226318374276161, -0.18519912660121918, 0.01276018749922514, 0.008200528100132942, -0.031061021611094475, 0.011035741306841373, 0.024400994181632996, -0.0791579931974411, 0.15307383239269257, -0.04272327572107315, -0.024266257882118225, 0.05711206793785095, -0.06059255078434944, -0.21805837750434875, -0.05831638351082802, -0.032282888889312744, -0.03606763482093811, 0.1420493721961975, -0.057982467114925385, 0.2016131728887558, -0.1182904914021492, 0.10582200437784195, 0.19839859008789062, -0.34031856060028076, -0.0346432663500309, 0.08839317411184311, 0.06426259130239487, 0.09253573417663574, -0.0009004137245938182, 0.013275446370244026, 0.07655895501375198, 0.045086558908224106, -0.05218395218253136, -0.13205698132514954, -0.05995698645710945, 0.044050294905900955, -0.11734650284051895, -0.0322079211473465, 0.2997245192527771, -0.0048416550271213055, -0.08575104176998138, -0.005297770723700523, -0.018865635618567467, -0.0032220412977039814, -0.015935668721795082, 0.031065508723258972, 0.03815660998225212, 0.03249965235590935, 0.006973113864660263, -0.008737830445170403, -0.10011640936136246, -0.08332312852144241, -0.1307857781648636, 0.1654728651046753, 0.05337850749492645, 0.01163721363991499, -0.046666018664836884, 0.06343971192836761, -0.023398257791996002, -0.13154280185699463, -0.07394765317440033, -0.048305265605449677, -0.003447240684181452, 0.05303167551755905, -0.07402699440717697, -0.06834088265895844, 0.16058719158172607, 0.1580202877521515, -0.06785448640584946, 0.05443017929792404, -0.0786200612783432, 0.04059320315718651, -0.02884303405880928, 0.22268980741500854, -0.047841690480709076, -0.09458118677139282, 0.05382247269153595, -0.001812711008824408, 0.03200462460517883, 0.02086191438138485, -0.07220955938100815, -0.10387294739484787, 0.014902584254741669, 0.09888950735330582, 0.020683670416474342, 0.05358096957206726, -0.05780241638422012, 0.004892188124358654, 0.02606668323278427, -0.12640322744846344, -0.0013097022892907262, 0.02312992885708809, -0.011014146730303764, 0.05079858750104904, 0.0609198696911335, -0.019503602758049965, -0.09515799582004547, -0.033189352601766586, -0.048542458564043045, -0.03369167074561119, -0.024738691747188568, -0.055540211498737335, 0.03702249005436897, 0.033002812415361404, 0.023333435878157616, -0.15111009776592255, -0.10051196068525314, -0.04333977773785591, 0.04219132661819458, -0.025001361966133118, -0.002803220646455884, -0.00005995198443997651, -0.03932121768593788, 0.000021043277229182422, -0.03938717022538185, 0.03530307486653328, -0.08682510256767273, 0.10833638906478882, 0.08505358546972275, 0.062462545931339264, -0.036769185215234756, 0.03658711910247803, -0.16310107707977295, -0.012062357738614082, -0.11451001465320587, 0.0667140856385231, -0.14175695180892944, 0.0605602040886879, -0.11414080858230591, -0.08432354032993317, -0.02008344791829586, 0.0649324357509613, 0.04940913990139961, 0.15257883071899414, -0.11370564997196198, -0.049572188407182693, 0.2423291951417923, -0.08607493340969086, -0.15314443409442902, 0.1451902985572815, 0.023035617545247078, -0.006413583178073168, 0.07085591554641724, 0.19698092341423035, -0.029178814962506294, -0.04246680438518524, 0.03277847170829773, 0.03886513411998749, 0.042649392038583755, -0.06078757718205452, 0.14074571430683136, -0.07239832729101181, -0.10389548540115356, 0.06305698305368423, -0.10792721807956696, 0.08851367235183716, 0.010319807566702366, -0.055658429861068726, -0.06108838692307472, -0.03350988030433655, 0.003467493923380971, 0.046270471066236496, 0.030656352639198303, -0.14182575047016144, -0.11037256568670273, -0.10789108276367188, 0.09270641952753067, -0.04345910623669624, 0.02596629038453102, -0.0667598620057106, 0.1251639574766159, -0.07813046127557755, 0.041968923062086105, -0.10896950960159302, 0.03796110674738884, 0.01686239056289196, 0.007136906962841749, 0.09590186178684235, -0.007278794422745705, 0.037283699959516525, -0.08110379427671432, -0.030834214761853218, -0.015110180713236332, 0.06488101929426193, -0.01922747679054737, -0.05042407661676407, -0.1512521356344223, 0.08321668952703476, -0.006193459965288639, 0.001829535816796124, -0.11193721741437912, -0.017829492688179016, 0.06969229131937027, 0.04214920103549957, -0.023317845538258553, 0.033878713846206665, 0.0324527733027935, 0.018760064616799355, -0.052318379282951355, -0.02602793276309967, 0.0034488262608647346, 0.00617590919137001, -0.10432826727628708, 0.16488464176654816, -0.06501792371273041, 0.17971007525920868, 0.191669300198555, -0.09759751707315445, -0.023252185434103012, 0.0488874725997448, -0.01957029476761818, 0.007957780733704567, 0.04386007785797119, 0.02773076854646206, 0.06734468042850494, -0.014031258411705494, 0.12667806446552277, -0.13460832834243774, -0.012476514093577862, -0.016396690160036087, -0.07907678931951523, -0.02793562039732933, 0.17335693538188934, 0.04791441559791565, -0.1765907108783722, 0.12661106884479523, 0.19615527987480164, -0.1170039176940918, 0.1872844398021698, -0.0609363429248333, -0.07202018052339554, 0.044250618666410446, 0.06886502355337143, -0.011287168599665165, 0.07256579399108887, -0.20611107349395752, 0.012806974351406097, 0.05721374228596687, 0.032266467809677124, 0.06706389784812927, -0.11289522796869278, -0.03278757631778717, 0.008140240795910358, -0.08009067922830582, 0.011683287099003792, 0.0833858847618103, -0.014277584850788116, 0.08604542165994644, -0.024091947823762894, -0.03706258162856102, 0.008363072760403156, -0.007521620020270348, -0.12686173617839813, 0.23282329738140106, -0.09071628004312515, -0.21599547564983368, -0.10096327215433121, 0.037766892462968826, -0.11318489164113998, -0.004995471797883511, 0.12241975218057632, -0.1397378295660019, -0.05465920269489288, -0.05829697102308273, 0.01979178376495838, -0.01473174523562193, -0.011011998169124126, -0.06068666651844978, 0.032755546271800995, 0.00836431048810482, -0.11923625320196152, -0.05319495499134064, -0.0008718994213268161, -0.062102288007736206, 0.05593230202794075, -0.15491537749767303, 0.11474253237247467, 0.11103395372629166, 0.005662245210260153, 0.04107065871357918, -0.017122427001595497, 0.17041242122650146, -0.09432929009199142, -0.04067742079496384, 0.1865120530128479, 0.05184326693415642, -0.0012402398278936744, 0.05912045016884804, -0.026027461513876915, -0.07929974794387817, 0.04578780382871628, 0.014671266078948975, -0.03390897437930107, -0.3036387860774994, -0.07820864766836166, -0.0941796824336052, 0.04031549021601677, 0.004222624935209751, 0.06499728560447693, -0.046474210917949677, 0.08811727166175842, -0.013136982917785645, 0.016594234853982925, 0.00794696994125843, 0.06437832862138748, 0.185478076338768, 0.004787781275808811, 0.1334894448518753, -0.10137256234884262, -0.06121842563152313, 0.11163245141506195, 0.07959543168544769, 0.0737239196896553, -0.0031577018089592457, 0.10880833864212036, 0.07542657852172852, 0.12053554505109787, 0.022580454126000404, 0.0109617430716753, 0.008530741557478905, -0.006751271430402994, -0.017341211438179016, -0.08379457890987396, -0.04486960917711258, 0.058319948613643646, 0.0006032665260136127, -0.055489420890808105, -0.06647145748138428, -0.09473520517349243, 0.10081462562084198, 0.09483548253774643, 0.02843995951116085, -0.1834413707256317, -0.02009488269686699, 0.05272546783089638, -0.0063492548651993275, -0.051234692335128784, 0.09791536629199982, -0.022182121872901917, -0.09584754705429077, 0.10556168854236603, 0.011452250182628632, 0.11085512489080429, 0.011809839867055416, 0.0072752018459141254, -0.0392741933465004, -0.01829318143427372, 0.00265034893527627, 0.12744446098804474, -0.37438926100730896, 0.2347724586725235, 0.009894046932458878, 0.0012560839531943202, -0.06078469008207321, 0.016317633911967278, 0.06052810326218605, 0.10320264101028442, 0.13410310447216034, -0.010396803729236126, -0.04450973868370056, -0.027126269415020943, 0.018602076917886734, 0.08682135492563248, 0.00446087634190917, 0.05738278105854988, 0.034332431852817535, -0.02883848175406456, 0.004008697811514139, -0.022059084847569466, 0.0686270073056221, -0.1412973254919052, -0.06440600752830505, 0.03703604266047478, 0.10205362737178802, -0.06775668263435364, -0.052005358040332794, -0.05608039349317551, -0.10664165765047073, 0.2800794541835785, 0.0029805395752191544, -0.09595640748739243, -0.09780055284500122, -0.004240927752107382, 0.16211222112178802, -0.12256895005702972, -0.009448456577956676, -0.08927784860134125, -0.0353023000061512, -0.010299394838511944, -0.11927381157875061, 0.1290017068386078, -0.06483916193246841, -0.08870786428451538, -0.011904215440154076, 0.11447697877883911, -0.07743891328573227, 0.036006733775138855, 0.020147081464529037, -0.00011535343946889043, -0.08179320394992828, -0.12457478791475296, 0.0029740373138338327, -0.04754048213362694, 0.03960935398936272, 0.11384003609418869, -0.06060788780450821, -0.13145186007022858, -0.027464959770441055, -0.0840533971786499, 0.16112716495990753, 0.17463146150112152, -0.03862307593226433, 0.013816196471452713, 0.14410196244716644, -0.08030261099338531, -0.2329326868057251, 0.01080175768584013, -0.06808210164308548, 0.020148012787103653, 0.006805866025388241, -0.11503893882036209, 0.05572071671485901, 0.015307318419218063, -0.06357763707637787, 0.07733947038650513, -0.18441149592399597, -0.1076740100979805, 0.1946818232536316, 0.07444120943546295, 0.23744453489780426, -0.21581323444843292, -0.05228891223669052, -0.08624535799026489, -0.22343094646930695, 0.010753143578767776, -0.08624391257762909, 0.1015583872795105, -0.035250212997198105, 0.008047573268413544, 0.013744993135333061, -0.04131938889622688, 0.1532098799943924, -0.012723816558718681, -0.002699300181120634, -0.0531095452606678, 0.06188955903053284, 0.014866272918879986, 0.045955590903759, 0.14923466742038727, -0.16198064386844635, 0.0706673264503479, -0.13190248608589172, -0.05138372257351875, -0.057149738073349, 0.05842810496687889, 0.0014438079670071602, -0.0403047651052475, -0.0800294503569603, 0.04739876091480255, 0.007264717016369104, 0.011365873739123344, 0.1163051575422287, -0.11602572351694107, 0.0499471016228199, 0.11918260902166367, 0.10655581206083298, -0.0576411671936512, 0.029142286628484726, 0.017209745943546295, -0.03731275349855423, 0.06682083010673523, -0.1872245967388153, 0.06082933768630028, 0.12697835266590118, -0.0329737551510334, 0.06548868119716644, 0.03374733030796051, -0.10076626390218735, -0.006934185046702623, 0.10150610655546188, -0.08894592523574829, 0.005596197675913572, -0.0445081926882267, -0.16076625883579254, 0.012000544928014278, 0.05026307702064514, 0.15839946269989014, -0.008753259666264057, -0.03300664946436882, -0.012748437002301216, 0.016827557235956192, -0.08379384875297546, 0.15279050171375275, 0.05522990971803665, -0.012155676260590553, -0.09917974472045898, 0.07544362545013428, 0.02569052204489708, -0.06312761455774307, 0.04034196957945824, 0.12792281806468964, -0.08394196629524231, -0.11758162081241608, 0.04844661056995392, 0.0828711986541748, -0.13366763293743134, -0.06602132320404053, -0.13179640471935272, -0.10007300972938538, 0.03474732115864754, 0.05568968504667282, 0.13216431438922882, 0.02545957826077938, 0.025326739996671677, -0.07124006748199463, 0.02976033464074135, 0.06912754476070404, 0.076192207634449, 0.0369754396378994, -0.08109571039676666, -0.03303148224949837, -0.016547974199056625, 0.09505587071180344, -0.03328750655055046, 0.0192168690264225, -0.14764533936977386, 0.058914899826049805, -0.24177058041095734, 0.008836188353598118, -0.04966115206480026, 0.0020516200456768274, -0.007856370881199837, -0.10615240782499313, -0.05988762527704239, 0.025110797956585884, -0.11749661713838577, -0.024928098544478416, -0.02444145269691944, 0.08320031315088272, -0.1206451803445816, -0.009493803605437279, 0.07527362555265427, -0.04142827168107033, 0.08804433792829514, 0.027478385716676712, -0.06605751067399979, 0.07174693048000336, -0.17916357517242432, 0.0050328983925282955, 0.024180792272090912, 0.035478610545396805, 0.01486352551728487, -0.03403952717781067, 0.0662994459271431, 0.12368327379226685, 0.07443525642156601, 0.06819747388362885, 0.12769483029842377, -0.12084025144577026, -0.0584549605846405, -0.08282115310430527, -0.09004900604486465, 0.0029767502564936876, 0.037137988954782486, 0.10264958441257477, 0.06245298683643341, 0.09445007890462875, -0.06922993808984756, -0.012070517055690289, -0.13169090449810028, 0.006724865175783634, -0.029221167787909508, -0.08742092549800873, -0.08043648302555084, -0.01891510747373104, 0.05698193982243538, -0.011416183784604073, 0.24247968196868896, 0.04203586280345917, 0.05610642954707146, 0.023499323055148125, -0.018546411767601967, 0.22358329594135284, 0.013772660866379738, 0.17874790728092194, -0.0034558516927063465, 0.0034608845598995686, -0.04565981775522232, -0.021549589931964874, 0.04687190800905228, 0.007699231151491404, 0.07246368378400803, 0.17827102541923523, 0.06634321808815002, 0.1366678774356842, -0.03623150661587715, 0.016388943418860435, -0.02330450341105461, -0.06896375119686127, 0.0007156362407840788, 0.07308092713356018, 0.01933194324374199, 0.09435759484767914, 0.18294896185398102, -0.12022563070058823, 0.02836219221353531, -0.056211069226264954, -0.029685167595744133, -0.16266420483589172, -0.13884563744068146, -0.13475823402404785, -0.1642104983329773, 0.036647599190473557, -0.09551795572042465, 0.028224175795912743, 0.00819458533078432, 0.07309475541114807, -0.07239256054162979, 0.0911681056022644, 0.02562783658504486, -0.1073666512966156, 0.10730116814374924, -0.030947057530283928, 0.014660528860986233, 0.10100451111793518, 0.014823509380221367, 0.03281766548752785, -0.013224370777606964, 0.003898951690644026, 0.04160518944263458, -0.10517622530460358, 0.04032498598098755, -0.090709388256073, -0.024708066135644913, -0.05879165604710579, 0.05482235550880432, 0.07240237295627594, 0.1985657960176468, 0.03860754147171974, 0.0020651661325246096, 0.0502883717417717, 0.18260696530342102, -0.03273928537964821, -0.10073768347501755, -0.11965715140104294, 0.1599246859550476, 0.009389696642756462, 0.03860017657279968, -0.014481723308563232, -0.07103008776903152, 0.007249230518937111, 0.2996997833251953, 0.2000333070755005, -0.0632723793387413, -0.007662821561098099, 0.04825584217905998, 0.0066108619794249535, 0.0543026477098465, 0.09438005089759827, 0.10679055750370026, 0.2291807383298874, -0.05861659720540047, -0.07120423763990402, -0.06731850653886795, -0.033803749829530716, -0.0820402055978775, 0.09402007609605789, 0.05031882971525192, -0.09513276815414429, -0.013404068537056446, 0.10457321256399155, -0.03829372674226761, 0.008379087783396244, -0.012300382368266582, -0.1564820110797882, -0.10618017613887787, -0.03806564211845398, 0.05344704911112785, 0.022232240065932274, -0.0060031660832464695, -0.03542753681540489, -0.029254350811243057, -0.014104119502007961, -0.014544074423611164, -0.11152846366167068, -0.09888067841529846, 0.04727088660001755, -0.03973756358027458, 0.1294192373752594, -0.001868142280727625, 0.12103129923343658, 0.11995881050825119, 0.05584608390927315, -0.039374858140945435, 0.1195075511932373, 0.039921555668115616, -0.015044470317661762, 0.08494606614112854, -0.00875772163271904, -0.012517246417701244, 0.024159105494618416, 0.07111112773418427, 0.04209759458899498, 0.06703826040029526, -0.0368388295173645, -0.048257146030664444, -0.14470252394676208, 0.02862323261797428, -0.18133820593357086, 0.06901849806308746, 0.134877547621727, -0.034592319279909134, 0.00583603186532855, -0.08053673803806305, 0.07584013789892197, 0.0017139003612101078, -0.0014478323282673955, -0.018561258912086487, -0.11928217858076096, -0.004305072128772736, 0.05710919573903084, 0.03464893996715546, -0.23234689235687256, 0.019560303539037704, -0.07176262885332108, 0.008129913359880447, -0.089035764336586, 0.11654036492109299, 0.07766946405172348, 0.00014754841686226428, -0.0226886048913002, -0.1826208531856537, 0.033634915947914124, 0.06640737503767014, -0.1602017879486084, -0.0816461592912674 ]
null
null
transformers
### eng-gem * source group: English * target group: Germanic languages * OPUS readme: [eng-gem](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gem/README.md) * model: transformer * source language(s): eng * target language(s): afr ang_Latn dan deu enm_Latn fao frr fry gos got_Goth gsw isl ksh ltz nds nld nno nob nob_Hebr non_Latn pdc sco stq swe swg yid * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009-engdeu.eng.deu | 20.9 | 0.521 | | news-test2008-engdeu.eng.deu | 21.1 | 0.511 | | newstest2009-engdeu.eng.deu | 20.5 | 0.516 | | newstest2010-engdeu.eng.deu | 22.5 | 0.526 | | newstest2011-engdeu.eng.deu | 20.5 | 0.508 | | newstest2012-engdeu.eng.deu | 20.8 | 0.507 | | newstest2013-engdeu.eng.deu | 24.6 | 0.534 | | newstest2015-ende-engdeu.eng.deu | 27.9 | 0.569 | | newstest2016-ende-engdeu.eng.deu | 33.2 | 0.607 | | newstest2017-ende-engdeu.eng.deu | 26.5 | 0.560 | | newstest2018-ende-engdeu.eng.deu | 39.4 | 0.648 | | newstest2019-ende-engdeu.eng.deu | 35.0 | 0.613 | | Tatoeba-test.eng-afr.eng.afr | 56.5 | 0.745 | | Tatoeba-test.eng-ang.eng.ang | 6.7 | 0.154 | | Tatoeba-test.eng-dan.eng.dan | 58.0 | 0.726 | | Tatoeba-test.eng-deu.eng.deu | 40.3 | 0.615 | | Tatoeba-test.eng-enm.eng.enm | 1.4 | 0.215 | | Tatoeba-test.eng-fao.eng.fao | 7.2 | 0.304 | | Tatoeba-test.eng-frr.eng.frr | 5.5 | 0.159 | | Tatoeba-test.eng-fry.eng.fry | 19.4 | 0.433 | | Tatoeba-test.eng-gos.eng.gos | 1.0 | 0.182 | | Tatoeba-test.eng-got.eng.got | 0.3 | 0.012 | | Tatoeba-test.eng-gsw.eng.gsw | 0.9 | 0.130 | | Tatoeba-test.eng-isl.eng.isl | 23.4 | 0.505 | | Tatoeba-test.eng-ksh.eng.ksh | 1.1 | 0.141 | | Tatoeba-test.eng-ltz.eng.ltz | 20.3 | 0.379 | | Tatoeba-test.eng.multi | 46.5 | 0.641 | | Tatoeba-test.eng-nds.eng.nds | 20.6 | 0.458 | | Tatoeba-test.eng-nld.eng.nld | 53.4 | 0.702 | | Tatoeba-test.eng-non.eng.non | 0.6 | 0.166 | | Tatoeba-test.eng-nor.eng.nor | 50.3 | 0.679 | | Tatoeba-test.eng-pdc.eng.pdc | 3.9 | 0.189 | | Tatoeba-test.eng-sco.eng.sco | 33.0 | 0.542 | | Tatoeba-test.eng-stq.eng.stq | 2.3 | 0.274 | | Tatoeba-test.eng-swe.eng.swe | 57.9 | 0.719 | | Tatoeba-test.eng-swg.eng.swg | 1.2 | 0.171 | | Tatoeba-test.eng-yid.eng.yid | 7.2 | 0.304 | ### System Info: - hf_name: eng-gem - source_languages: eng - target_languages: gem - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gem/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'lb', 'yi', 'gem'] - src_constituents: {'eng'} - tgt_constituents: {'ksh', 'enm_Latn', 'got_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob_Hebr', 'ang_Latn', 'frr', 'non_Latn', 'yid', 'nds'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: gem - short_pair: en-gem - chrF2_score: 0.6409999999999999 - bleu: 46.5 - brevity_penalty: 0.9790000000000001 - ref_len: 73328.0 - src_name: English - tgt_name: Germanic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: gem - prefer_old: False - long_pair: eng-gem - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "da", "sv", "af", "nn", "fy", "fo", "de", "nb", "nl", "is", "lb", "yi", "gem"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gem
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "da", "sv", "af", "nn", "fy", "fo", "de", "nb", "nl", "is", "lb", "yi", "gem", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "da", "sv", "af", "nn", "fy", "fo", "de", "nb", "nl", "is", "lb", "yi", "gem" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #da #sv #af #nn #fy #fo #de #nb #nl #is #lb #yi #gem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-gem * source group: English * target group: Germanic languages * OPUS readme: eng-gem * model: transformer * source language(s): eng * target language(s): afr ang\_Latn dan deu enm\_Latn fao frr fry gos got\_Goth gsw isl ksh ltz nds nld nno nob nob\_Hebr non\_Latn pdc sco stq swe swg yid * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 20.9, chr-F: 0.521 testset: URL, BLEU: 21.1, chr-F: 0.511 testset: URL, BLEU: 20.5, chr-F: 0.516 testset: URL, BLEU: 22.5, chr-F: 0.526 testset: URL, BLEU: 20.5, chr-F: 0.508 testset: URL, BLEU: 20.8, chr-F: 0.507 testset: URL, BLEU: 24.6, chr-F: 0.534 testset: URL, BLEU: 27.9, chr-F: 0.569 testset: URL, BLEU: 33.2, chr-F: 0.607 testset: URL, BLEU: 26.5, chr-F: 0.560 testset: URL, BLEU: 39.4, chr-F: 0.648 testset: URL, BLEU: 35.0, chr-F: 0.613 testset: URL, BLEU: 56.5, chr-F: 0.745 testset: URL, BLEU: 6.7, chr-F: 0.154 testset: URL, BLEU: 58.0, chr-F: 0.726 testset: URL, BLEU: 40.3, chr-F: 0.615 testset: URL, BLEU: 1.4, chr-F: 0.215 testset: URL, BLEU: 7.2, chr-F: 0.304 testset: URL, BLEU: 5.5, chr-F: 0.159 testset: URL, BLEU: 19.4, chr-F: 0.433 testset: URL, BLEU: 1.0, chr-F: 0.182 testset: URL, BLEU: 0.3, chr-F: 0.012 testset: URL, BLEU: 0.9, chr-F: 0.130 testset: URL, BLEU: 23.4, chr-F: 0.505 testset: URL, BLEU: 1.1, chr-F: 0.141 testset: URL, BLEU: 20.3, chr-F: 0.379 testset: URL, BLEU: 46.5, chr-F: 0.641 testset: URL, BLEU: 20.6, chr-F: 0.458 testset: URL, BLEU: 53.4, chr-F: 0.702 testset: URL, BLEU: 0.6, chr-F: 0.166 testset: URL, BLEU: 50.3, chr-F: 0.679 testset: URL, BLEU: 3.9, chr-F: 0.189 testset: URL, BLEU: 33.0, chr-F: 0.542 testset: URL, BLEU: 2.3, chr-F: 0.274 testset: URL, BLEU: 57.9, chr-F: 0.719 testset: URL, BLEU: 1.2, chr-F: 0.171 testset: URL, BLEU: 7.2, chr-F: 0.304 ### System Info: * hf\_name: eng-gem * source\_languages: eng * target\_languages: gem * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'lb', 'yi', 'gem'] * src\_constituents: {'eng'} * tgt\_constituents: {'ksh', 'enm\_Latn', 'got\_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob\_Hebr', 'ang\_Latn', 'frr', 'non\_Latn', 'yid', 'nds'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: gem * short\_pair: en-gem * chrF2\_score: 0.6409999999999999 * bleu: 46.5 * brevity\_penalty: 0.9790000000000001 * ref\_len: 73328.0 * src\_name: English * tgt\_name: Germanic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: gem * prefer\_old: False * long\_pair: eng-gem * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-gem\n\n\n* source group: English\n* target group: Germanic languages\n* OPUS readme: eng-gem\n* model: transformer\n* source language(s): eng\n* target language(s): afr ang\\_Latn dan deu enm\\_Latn fao frr fry gos got\\_Goth gsw isl ksh ltz nds nld nno nob nob\\_Hebr non\\_Latn pdc sco stq swe swg yid\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 20.9, chr-F: 0.521\ntestset: URL, BLEU: 21.1, chr-F: 0.511\ntestset: URL, BLEU: 20.5, chr-F: 0.516\ntestset: URL, BLEU: 22.5, chr-F: 0.526\ntestset: URL, BLEU: 20.5, chr-F: 0.508\ntestset: URL, BLEU: 20.8, chr-F: 0.507\ntestset: URL, BLEU: 24.6, chr-F: 0.534\ntestset: URL, BLEU: 27.9, chr-F: 0.569\ntestset: URL, BLEU: 33.2, chr-F: 0.607\ntestset: URL, BLEU: 26.5, chr-F: 0.560\ntestset: URL, BLEU: 39.4, chr-F: 0.648\ntestset: URL, BLEU: 35.0, chr-F: 0.613\ntestset: URL, BLEU: 56.5, chr-F: 0.745\ntestset: URL, BLEU: 6.7, chr-F: 0.154\ntestset: URL, BLEU: 58.0, chr-F: 0.726\ntestset: URL, BLEU: 40.3, chr-F: 0.615\ntestset: URL, BLEU: 1.4, chr-F: 0.215\ntestset: URL, BLEU: 7.2, chr-F: 0.304\ntestset: URL, BLEU: 5.5, chr-F: 0.159\ntestset: URL, BLEU: 19.4, chr-F: 0.433\ntestset: URL, BLEU: 1.0, chr-F: 0.182\ntestset: URL, BLEU: 0.3, chr-F: 0.012\ntestset: URL, BLEU: 0.9, chr-F: 0.130\ntestset: URL, BLEU: 23.4, chr-F: 0.505\ntestset: URL, BLEU: 1.1, chr-F: 0.141\ntestset: URL, BLEU: 20.3, chr-F: 0.379\ntestset: URL, BLEU: 46.5, chr-F: 0.641\ntestset: URL, BLEU: 20.6, chr-F: 0.458\ntestset: URL, BLEU: 53.4, chr-F: 0.702\ntestset: URL, BLEU: 0.6, chr-F: 0.166\ntestset: URL, BLEU: 50.3, chr-F: 0.679\ntestset: URL, BLEU: 3.9, chr-F: 0.189\ntestset: URL, BLEU: 33.0, chr-F: 0.542\ntestset: URL, BLEU: 2.3, chr-F: 0.274\ntestset: URL, BLEU: 57.9, chr-F: 0.719\ntestset: URL, BLEU: 1.2, chr-F: 0.171\ntestset: URL, BLEU: 7.2, chr-F: 0.304", "### System Info:\n\n\n* hf\\_name: eng-gem\n* source\\_languages: eng\n* target\\_languages: gem\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'lb', 'yi', 'gem']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'ksh', 'enm\\_Latn', 'got\\_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob\\_Hebr', 'ang\\_Latn', 'frr', 'non\\_Latn', 'yid', 'nds'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gem\n* short\\_pair: en-gem\n* chrF2\\_score: 0.6409999999999999\n* bleu: 46.5\n* brevity\\_penalty: 0.9790000000000001\n* ref\\_len: 73328.0\n* src\\_name: English\n* tgt\\_name: Germanic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: gem\n* prefer\\_old: False\n* long\\_pair: eng-gem\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #da #sv #af #nn #fy #fo #de #nb #nl #is #lb #yi #gem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-gem\n\n\n* source group: English\n* target group: Germanic languages\n* OPUS readme: eng-gem\n* model: transformer\n* source language(s): eng\n* target language(s): afr ang\\_Latn dan deu enm\\_Latn fao frr fry gos got\\_Goth gsw isl ksh ltz nds nld nno nob nob\\_Hebr non\\_Latn pdc sco stq swe swg yid\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 20.9, chr-F: 0.521\ntestset: URL, BLEU: 21.1, chr-F: 0.511\ntestset: URL, BLEU: 20.5, chr-F: 0.516\ntestset: URL, BLEU: 22.5, chr-F: 0.526\ntestset: URL, BLEU: 20.5, chr-F: 0.508\ntestset: URL, BLEU: 20.8, chr-F: 0.507\ntestset: URL, BLEU: 24.6, chr-F: 0.534\ntestset: URL, BLEU: 27.9, chr-F: 0.569\ntestset: URL, BLEU: 33.2, chr-F: 0.607\ntestset: URL, BLEU: 26.5, chr-F: 0.560\ntestset: URL, BLEU: 39.4, chr-F: 0.648\ntestset: URL, BLEU: 35.0, chr-F: 0.613\ntestset: URL, BLEU: 56.5, chr-F: 0.745\ntestset: URL, BLEU: 6.7, chr-F: 0.154\ntestset: URL, BLEU: 58.0, chr-F: 0.726\ntestset: URL, BLEU: 40.3, chr-F: 0.615\ntestset: URL, BLEU: 1.4, chr-F: 0.215\ntestset: URL, BLEU: 7.2, chr-F: 0.304\ntestset: URL, BLEU: 5.5, chr-F: 0.159\ntestset: URL, BLEU: 19.4, chr-F: 0.433\ntestset: URL, BLEU: 1.0, chr-F: 0.182\ntestset: URL, BLEU: 0.3, chr-F: 0.012\ntestset: URL, BLEU: 0.9, chr-F: 0.130\ntestset: URL, BLEU: 23.4, chr-F: 0.505\ntestset: URL, BLEU: 1.1, chr-F: 0.141\ntestset: URL, BLEU: 20.3, chr-F: 0.379\ntestset: URL, BLEU: 46.5, chr-F: 0.641\ntestset: URL, BLEU: 20.6, chr-F: 0.458\ntestset: URL, BLEU: 53.4, chr-F: 0.702\ntestset: URL, BLEU: 0.6, chr-F: 0.166\ntestset: URL, BLEU: 50.3, chr-F: 0.679\ntestset: URL, BLEU: 3.9, chr-F: 0.189\ntestset: URL, BLEU: 33.0, chr-F: 0.542\ntestset: URL, BLEU: 2.3, chr-F: 0.274\ntestset: URL, BLEU: 57.9, chr-F: 0.719\ntestset: URL, BLEU: 1.2, chr-F: 0.171\ntestset: URL, BLEU: 7.2, chr-F: 0.304", "### System Info:\n\n\n* hf\\_name: eng-gem\n* source\\_languages: eng\n* target\\_languages: gem\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'lb', 'yi', 'gem']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'ksh', 'enm\\_Latn', 'got\\_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob\\_Hebr', 'ang\\_Latn', 'frr', 'non\\_Latn', 'yid', 'nds'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gem\n* short\\_pair: en-gem\n* chrF2\\_score: 0.6409999999999999\n* bleu: 46.5\n* brevity\\_penalty: 0.9790000000000001\n* ref\\_len: 73328.0\n* src\\_name: English\n* tgt\\_name: Germanic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: gem\n* prefer\\_old: False\n* long\\_pair: eng-gem\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 86, 834, 596 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #da #sv #af #nn #fy #fo #de #nb #nl #is #lb #yi #gem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-gem\n\n\n* source group: English\n* target group: Germanic languages\n* OPUS readme: eng-gem\n* model: transformer\n* source language(s): eng\n* target language(s): afr ang\\_Latn dan deu enm\\_Latn fao frr fry gos got\\_Goth gsw isl ksh ltz nds nld nno nob nob\\_Hebr non\\_Latn pdc sco stq swe swg yid\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 20.9, chr-F: 0.521\ntestset: URL, BLEU: 21.1, chr-F: 0.511\ntestset: URL, BLEU: 20.5, chr-F: 0.516\ntestset: URL, BLEU: 22.5, chr-F: 0.526\ntestset: URL, BLEU: 20.5, chr-F: 0.508\ntestset: URL, BLEU: 20.8, chr-F: 0.507\ntestset: URL, BLEU: 24.6, chr-F: 0.534\ntestset: URL, BLEU: 27.9, chr-F: 0.569\ntestset: URL, BLEU: 33.2, chr-F: 0.607\ntestset: URL, BLEU: 26.5, chr-F: 0.560\ntestset: URL, BLEU: 39.4, chr-F: 0.648\ntestset: URL, BLEU: 35.0, chr-F: 0.613\ntestset: URL, BLEU: 56.5, chr-F: 0.745\ntestset: URL, BLEU: 6.7, chr-F: 0.154\ntestset: URL, BLEU: 58.0, chr-F: 0.726\ntestset: URL, BLEU: 40.3, chr-F: 0.615\ntestset: URL, BLEU: 1.4, chr-F: 0.215\ntestset: URL, BLEU: 7.2, chr-F: 0.304\ntestset: URL, BLEU: 5.5, chr-F: 0.159\ntestset: URL, BLEU: 19.4, chr-F: 0.433\ntestset: URL, BLEU: 1.0, chr-F: 0.182\ntestset: URL, BLEU: 0.3, chr-F: 0.012\ntestset: URL, BLEU: 0.9, chr-F: 0.130\ntestset: URL, BLEU: 23.4, chr-F: 0.505\ntestset: URL, BLEU: 1.1, chr-F: 0.141\ntestset: URL, BLEU: 20.3, chr-F: 0.379\ntestset: URL, BLEU: 46.5, chr-F: 0.641\ntestset: URL, BLEU: 20.6, chr-F: 0.458\ntestset: URL, BLEU: 53.4, chr-F: 0.702\ntestset: URL, BLEU: 0.6, chr-F: 0.166\ntestset: URL, BLEU: 50.3, chr-F: 0.679\ntestset: URL, BLEU: 3.9, chr-F: 0.189\ntestset: URL, BLEU: 33.0, chr-F: 0.542\ntestset: URL, BLEU: 2.3, chr-F: 0.274\ntestset: URL, BLEU: 57.9, chr-F: 0.719\ntestset: URL, BLEU: 1.2, chr-F: 0.171\ntestset: URL, BLEU: 7.2, chr-F: 0.304" ]
[ -0.09268060326576233, 0.08696040511131287, -0.00818073283880949, 0.057453688234090805, 0.011308673769235611, 0.027414318174123764, 0.0770869255065918, 0.12059475481510162, 0.04991137981414795, 0.06327513605356216, 0.14491567015647888, 0.08603741228580475, 0.012759408913552761, 0.08262862265110016, -0.013721113093197346, -0.1293640285730362, 0.017884721979498863, 0.0112393107265234, -0.09423315525054932, 0.10087616741657257, 0.08516304194927216, -0.022743627429008484, 0.05369989573955536, -0.06041943281888962, -0.021938787773251534, 0.041478969156742096, 0.007327966392040253, -0.022731583565473557, 0.0641937181353569, 0.09205904603004456, 0.016656242311000824, 0.07900594174861908, -0.014661510474979877, -0.23482349514961243, 0.011258714832365513, -0.013669709675014019, -0.07091447710990906, 0.007677219808101654, 0.0013561160303652287, -0.054743699729442596, 0.13112962245941162, -0.02896968647837639, -0.06124675273895264, 0.0362124964594841, -0.08762592822313309, -0.19983068108558655, -0.055531855672597885, 0.08969271183013916, -0.036468200385570526, 0.09537789225578308, -0.027199100703001022, 0.10058148205280304, -0.10266298800706863, 0.11202141642570496, 0.20562613010406494, -0.261474072933197, -0.033145494759082794, 0.05148281157016754, 0.06830009818077087, 0.050706591457128525, -0.04669962078332901, 0.03400205448269844, 0.08530541509389877, 0.023811375722289085, -0.05248793959617615, -0.08858196437358856, 0.004619798623025417, 0.041963670402765274, -0.10929062962532043, -0.04807286709547043, 0.23578259348869324, 0.024329936131834984, -0.029038943350315094, 0.031106336042284966, -0.020676547661423683, -0.04745741933584213, -0.014462780207395554, 0.00000879727303981781, 0.01993582770228386, 0.018996795639395714, 0.04977983981370926, -0.030512114986777306, -0.08132726699113846, -0.023077309131622314, -0.07582876086235046, 0.13139605522155762, 0.024376818910241127, 0.011858985759317875, -0.0608927346765995, 0.05256028473377228, -0.010443130508065224, -0.15532225370407104, -0.06485598534345627, -0.047850169241428375, 0.039615828543901443, 0.04675339534878731, -0.047601889818906784, 0.039712075144052505, 0.13913792371749878, 0.18467456102371216, -0.07877825200557709, 0.06644619256258011, -0.07361459732055664, 0.06055852025747299, -0.021697944030165672, 0.12207724899053574, 0.00045532360672950745, -0.079209104180336, 0.00861506350338459, 0.004600834101438522, 0.01967725157737732, 0.0057355668395757675, -0.09424055367708206, -0.03423091396689415, 0.020456956699490547, 0.08155497908592224, 0.017646312713623047, 0.03160737827420235, -0.03044033795595169, 0.039065778255462646, 0.016192231327295303, -0.09439090639352798, 0.0372190997004509, 0.08403687924146652, -0.00505349226295948, 0.001965027302503586, 0.04648425057530403, -0.061457883566617966, -0.048257242888212204, -0.008220655843615532, -0.03220104053616524, -0.022327009588479996, -0.011226540431380272, -0.06737031042575836, 0.061145469546318054, -0.010060828179121017, 0.029539767652750015, -0.10270195454359055, -0.0625583678483963, -0.0481111966073513, 0.008617360144853592, -0.043726712465286255, -0.009730605408549309, -0.0423615500330925, -0.09002554416656494, 0.044806309044361115, -0.02190317213535309, 0.013210924342274666, -0.06446810811758041, 0.10886920988559723, 0.03103533200919628, 0.049290403723716736, -0.05096781998872757, 0.010042543523013592, -0.09149003028869629, 0.030101872980594635, -0.08249936252832413, 0.03512515127658844, -0.14647814631462097, 0.05418927222490311, -0.028019333258271217, -0.08027929067611694, -0.055045925080776215, 0.05462523549795151, 0.03451935946941376, 0.15004201233386993, -0.154012069106102, -0.06565074622631073, 0.215993270277977, -0.09936635196208954, -0.10963901877403259, 0.059005312621593475, 0.03161107003688812, -0.04659990593791008, 0.01630256697535515, 0.1967329978942871, 0.09934251010417938, -0.06448528915643692, -0.0003240741789340973, 0.08971286565065384, 0.04501252993941307, 0.025548910722136497, 0.07249470800161362, -0.023481907323002815, -0.0667133703827858, 0.04085236042737961, -0.060012783855199814, 0.060990966856479645, -0.02445618435740471, -0.05461716651916504, -0.065095916390419, -0.031986720860004425, 0.03562801331281662, 0.05261322855949402, -0.026399683207273483, -0.0862048864364624, -0.07650285959243774, -0.010266903787851334, 0.09110566228628159, -0.0030492283403873444, 0.029982643201947212, -0.02998354844748974, 0.12531684339046478, 0.022687196731567383, 0.023397451266646385, -0.10669007897377014, -0.015291551128029823, 0.02152908407151699, -0.009042829275131226, 0.06127147376537323, 0.12177225947380066, 0.06154726445674896, -0.025310367345809937, -0.037922196090221405, -0.028503382578492165, 0.02395642362535, -0.005371821112930775, -0.01311500370502472, -0.20641857385635376, 0.04372616857290268, -0.03707162290811539, 0.05355226248502731, -0.18034274876117706, -0.002784028649330139, 0.11506926268339157, 0.10265691578388214, -0.05069117248058319, 0.05363701283931732, -0.012435715645551682, 0.017544955015182495, -0.06133224070072174, -0.0057229697704315186, 0.02043413184583187, -0.012189172208309174, -0.09126967191696167, 0.09145066142082214, -0.04700418561697006, 0.11228184401988983, 0.15340334177017212, -0.04427201673388481, -0.03999345377087593, 0.023555628955364227, -0.059347569942474365, 0.009375307708978653, 0.0747808963060379, -0.03166147321462631, 0.04074786603450775, -0.0059981876984238625, 0.10681965947151184, -0.08466511964797974, -0.06250150501728058, 0.0022144741378724575, -0.03429185971617699, -0.06734897196292877, 0.18541359901428223, 0.01133912056684494, -0.09966877847909927, 0.14682316780090332, 0.17707562446594238, -0.004623163491487503, 0.18730925023555756, -0.07743726670742035, -0.04237020015716553, -0.02151906117796898, 0.06754028052091599, -0.036124326288700104, 0.1373337358236313, -0.13167938590049744, 0.016814034432172775, 0.030995741486549377, 0.01367348711937666, 0.029996316879987717, -0.08736323565244675, -0.03243057429790497, 0.006133478134870529, -0.07376044243574142, 0.021940944716334343, 0.04175129160284996, -0.009542793035507202, 0.100270576775074, -0.037452518939971924, -0.09748469293117523, 0.011016655713319778, -0.028708962723612785, -0.11193379759788513, 0.18151900172233582, -0.14811813831329346, -0.21819336712360382, -0.06990735232830048, 0.000706743448972702, -0.08453302085399628, -0.03518630936741829, 0.0972943902015686, -0.10915926098823547, -0.033190615475177765, -0.06251121312379837, -0.0128835029900074, -0.045990146696567535, -0.019523996859788895, -0.05377865210175514, 0.02329590544104576, 0.04091093689203262, -0.13037845492362976, -0.03317491337656975, -0.004776990041136742, 0.0037835706025362015, 0.04165465757250786, -0.04556199163198471, 0.09206517785787582, 0.11154021322727203, 0.03279387205839157, 0.055883027613162994, -0.001572225708514452, 0.22499990463256836, -0.0950976014137268, 0.02406241185963154, 0.046264905482530594, 0.013843132182955742, 0.027826398611068726, 0.1254521757364273, 0.0009860815480351448, -0.06730787456035614, 0.0006665652617812157, 0.00319099985063076, -0.011203207075595856, -0.26665371656417847, -0.09014679491519928, -0.06295385956764221, 0.030893275514245033, -0.024686697870492935, 0.09767240285873413, 0.035710353404283524, 0.013749564066529274, -0.01619705557823181, -0.014757993631064892, -0.005524561274796724, 0.032056715339422226, 0.19771701097488403, -0.02650761418044567, 0.07269743084907532, -0.07366126775741577, -0.0336725227534771, 0.08942686021327972, 0.035699665546417236, 0.07071559876203537, 0.010675933212041855, 0.04784849286079407, 0.08375079929828644, 0.12637193500995636, -0.014976711943745613, -0.014483999460935593, -0.0026595592498779297, -0.017524562776088715, 0.002298519015312195, -0.07818211615085602, 0.017613722011446953, 0.039143554866313934, 0.011511139571666718, -0.009599842131137848, -0.045375194400548935, -0.07330590486526489, 0.09533057361841202, 0.07827445864677429, 0.08018103241920471, -0.0914522185921669, 0.001057230867445469, 0.052424319088459015, 0.01099056750535965, -0.07543781399726868, 0.06706096231937408, 0.06833462417125702, -0.05654183775186539, 0.10147885233163834, 0.05718028545379639, 0.07939596474170685, 0.04109697788953781, 0.05363097041845322, -0.021209893748164177, -0.02908296138048172, 0.028626512736082077, 0.09491443634033203, -0.3341596722602844, 0.22442376613616943, 0.013222943060100079, -0.03244234248995781, -0.02304750308394432, -0.0016332222148776054, 0.007742021232843399, 0.11256124079227448, 0.1413809061050415, 0.04510585591197014, -0.09950562566518784, -0.06741458922624588, 0.01555333286523819, 0.04072631523013115, 0.10011310875415802, 0.02407853677868843, 0.02107071503996849, -0.026577677577733994, -0.04498711973428726, -0.011839027516543865, 0.049497105181217194, -0.11319195479154587, -0.06912654638290405, 0.07611803710460663, 0.011166749522089958, -0.040068913251161575, -0.04838304966688156, -0.02460206300020218, -0.07940074801445007, 0.18561920523643494, -0.1506737321615219, -0.02979770302772522, -0.09668847918510437, -0.016689805313944817, 0.11637762188911438, -0.08714848756790161, -0.009155560284852982, -0.04354251176118851, -0.0021699629724025726, -0.04800311103463173, -0.10076172649860382, 0.07310477644205093, -0.06741631031036377, -0.11519698798656464, -0.035824839025735855, 0.16869720816612244, -0.03951207175850868, 0.06944328546524048, 0.008960854262113571, -0.011301138438284397, -0.026962826028466225, -0.11896301060914993, 0.005709228105843067, -0.04295957088470459, -0.03198075667023659, 0.01653202436864376, -0.10846330225467682, -0.017283707857131958, -0.029184265062212944, -0.05841384828090668, 0.11762673407793045, 0.25665169954299927, -0.09764939546585083, 0.09016831964254379, 0.10607504844665527, -0.10960385203361511, -0.23558135330677032, -0.03503980115056038, -0.06308160722255707, -0.006478184834122658, -0.025053905323147774, -0.13759802281856537, 0.02169746533036232, 0.004718899726867676, -0.02650662325322628, 0.15139847993850708, -0.2096213400363922, -0.07691268622875214, 0.1466917097568512, 0.009238209575414658, 0.168157160282135, -0.18582162261009216, -0.10056744515895844, -0.036420807242393494, -0.11028976738452911, 0.022427506744861603, -0.08564125746488571, 0.06768850982189178, -0.027975354343652725, -0.03908511996269226, 0.04496918246150017, -0.021125903353095055, 0.1417035311460495, 0.0005697328597307205, 0.028558161109685898, -0.0777164176106453, 0.006348060443997383, 0.053193122148513794, 0.010298041626811028, 0.0781150609254837, -0.15112170577049255, 0.044115785509347916, -0.1279543936252594, 0.000848548486828804, -0.10095676779747009, 0.07277189940214157, -0.0798092782497406, -0.029821079224348068, -0.07077087461948395, 0.039687592536211014, 0.04184268042445183, 0.012926359660923481, 0.07178451120853424, -0.06263227760791779, 0.05817461013793945, 0.13886024057865143, 0.10204090178012848, -0.0031242668628692627, -0.008703775703907013, 0.020246092230081558, -0.02429896965622902, 0.02108800783753395, -0.14446121454238892, 0.02876400388777256, 0.13760557770729065, 0.015787426382303238, 0.08874809741973877, 0.01514560915529728, -0.08895230293273926, -0.07181473076343536, 0.11050638556480408, -0.13392972946166992, -0.0657457485795021, -0.05145135521888733, -0.10466603934764862, 0.02411150187253952, -0.003985758870840073, 0.17172497510910034, -0.01182017382234335, 0.009824985638260841, 0.0035866303369402885, 0.007408566772937775, -0.06215285509824753, 0.10022714734077454, 0.09577183425426483, 0.041570428758859634, -0.07119013369083405, 0.03696062043309212, -0.007803075481206179, -0.0525691993534565, 0.05421929806470871, 0.14221419394016266, -0.056199073791503906, -0.1312810182571411, 0.005326561629772186, 0.07725468277931213, -0.06874784827232361, -0.054457858204841614, -0.08381666243076324, -0.12101680040359497, 0.05920570343732834, 0.20177589356899261, 0.053538158535957336, 0.04333008453249931, 0.06921881437301636, -0.03186425939202309, 0.034844640642404556, 0.07916159927845001, -0.0030515529215335846, 0.021937072277069092, -0.06477829068899155, 0.020298168063163757, -0.012147091329097748, 0.12395474314689636, -0.02570820227265358, 0.0058264052495360374, -0.15446528792381287, 0.022571386769413948, -0.19562861323356628, -0.004712969064712524, -0.0013357102870941162, -0.02996084839105606, 0.009887566789984703, -0.11218626797199249, -0.02938338927924633, 0.0033434610813856125, -0.09689657390117645, -0.014086855575442314, 0.013455922715365887, 0.07580483704805374, -0.14087599515914917, -0.03549569100141525, 0.05777260661125183, -0.06393797695636749, 0.08385910838842392, 0.05556600168347359, -0.03479523956775665, 0.07559579610824585, -0.1236962378025055, -0.009409381076693535, 0.024904891848564148, 0.04289302974939346, 0.016786042600870132, -0.02613389864563942, 0.020280055701732635, 0.036590490490198135, 0.04029114544391632, 0.061596788465976715, 0.023570217192173004, -0.08732229471206665, 0.02221020683646202, -0.06052368879318237, -0.10939234495162964, -0.006318486761301756, 0.020764635875821114, 0.07128779590129852, 0.003135964274406433, 0.05502931773662567, -0.06684335321187973, 0.03073519840836525, -0.12595625221729279, -0.00025071389973163605, -0.006807226222008467, -0.08701103925704956, -0.06465638428926468, -0.010225601494312286, 0.036237865686416626, -0.02115105651319027, 0.16098880767822266, -0.03694107383489609, -0.0054452382028102875, 0.02952590398490429, -0.049752213060855865, 0.03570261597633362, 0.026560455560684204, 0.10342705249786377, 0.01789795234799385, -0.012100862339138985, -0.08406107872724533, -0.0027090664952993393, 0.0006293549668043852, -0.008293461054563522, 0.0910242348909378, 0.14316217601299286, 0.12193424999713898, 0.09328807890415192, 0.06919887661933899, -0.06538841128349304, -0.021302828565239906, -0.020137468352913857, 0.0008587474003434181, 0.08642736822366714, -0.0323556624352932, 0.16574722528457642, 0.13315877318382263, -0.1127132922410965, 0.05804593861103058, -0.05784885585308075, -0.04606509953737259, -0.12764480710029602, -0.09884042292833328, -0.06869252771139145, -0.10202530026435852, 0.026079410687088966, -0.0842563807964325, 0.03878815472126007, -0.04815278947353363, 0.06215405464172363, -0.046250537037849426, 0.04932566359639168, 0.09111848473548889, -0.04659857228398323, 0.09003283828496933, 0.009620031341910362, 0.0004273476079106331, -0.013229891657829285, 0.009083478711545467, 0.003921773284673691, -0.05536069720983505, -0.03613658994436264, 0.06162860989570618, -0.009720969013869762, -0.00009443843737244606, -0.0626915991306305, -0.048776112496852875, -0.027967743575572968, 0.026556048542261124, 0.04634147509932518, 0.14658871293067932, 0.04149730131030083, -0.011390117928385735, 0.019503219053149223, 0.1363997459411621, -0.029296476393938065, -0.10580405592918396, -0.029548797756433487, 0.14423653483390808, 0.015294463373720646, 0.08421576768159866, -0.03321725130081177, -0.03106464259326458, -0.03209307789802551, 0.24802830815315247, 0.2019035816192627, -0.05331447720527649, 0.035427793860435486, 0.06254233419895172, 0.020444944500923157, 0.05183377489447594, 0.032917387783527374, 0.09863243252038956, 0.2261742651462555, -0.04047665372490883, -0.06509312242269516, -0.056086715310811996, -0.016779184341430664, -0.057055629789829254, 0.09946265816688538, 0.012878534384071827, -0.05751950293779373, -0.030578143894672394, 0.028076764196157455, -0.09819041937589645, -0.04469386860728264, 0.01701044850051403, -0.15623265504837036, -0.07792211323976517, -0.04669009521603584, 0.06544693559408188, 0.05036410316824913, 0.00684659369289875, -0.02567518875002861, -0.06802442669868469, 0.09863864630460739, -0.028467461466789246, -0.11854715645313263, -0.06609108299016953, 0.0343245230615139, -0.12422297894954681, 0.14424072206020355, -0.001049194484949112, 0.0891953557729721, 0.119749516248703, 0.03940526023507118, -0.05442673712968826, 0.06545823812484741, 0.09469026327133179, -0.08484063297510147, -0.011453822255134583, 0.01903776079416275, 0.015897080302238464, 0.04233657941222191, 0.08915837854146957, 0.005125895142555237, 0.058220259845256805, 0.11124581098556519, -0.06342079490423203, -0.0642651617527008, 0.04568175971508026, -0.08551895618438721, 0.046979911625385284, 0.13920295238494873, -0.014678707346320152, -0.03217489272356033, -0.07503388077020645, 0.0048988740891218185, -0.005768169183284044, 0.03771509230136871, 0.00716768391430378, -0.06689655780792236, 0.01812630705535412, 0.05358808487653732, 0.03734974563121796, -0.18653196096420288, -0.07381924986839294, 0.005769278854131699, 0.017253737896680832, -0.050572317093610764, 0.11764229834079742, 0.06529490649700165, 0.03443645313382149, -0.017496682703495026, -0.10951751470565796, 0.033502623438835144, 0.0842372477054596, -0.11855874955654144, -0.05067173391580582 ]
null
null
transformers
### opus-mt-en-gil * source languages: en * target languages: gil * OPUS readme: [en-gil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-gil/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-gil/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gil/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gil/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.gil | 38.8 | 0.604 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gil
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "gil", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #gil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-gil * source languages: en * target languages: gil * OPUS readme: en-gil * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 38.8, chr-F: 0.604
[ "### opus-mt-en-gil\n\n\n* source languages: en\n* target languages: gil\n* OPUS readme: en-gil\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.8, chr-F: 0.604" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-gil\n\n\n* source languages: en\n* target languages: gil\n* OPUS readme: en-gil\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.8, chr-F: 0.604" ]
[ 61, 101 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-gil\n\n\n* source languages: en\n* target languages: gil\n* OPUS readme: en-gil\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.8, chr-F: 0.604" ]
[ -0.15381841361522675, 0.1116439625620842, -0.004093547817319632, 0.0701797753572464, 0.07388217747211456, 0.013353141956031322, 0.0799940899014473, 0.1623232215642929, 0.047342635691165924, 0.025554588064551353, 0.12725064158439636, 0.14119182527065277, 0.029084337875247, 0.11959245055913925, -0.08009299635887146, -0.1352020502090454, 0.033364616334438324, 0.05858328938484192, -0.0712967962026596, 0.14676538109779358, 0.09354929625988007, 0.0001268456835532561, 0.09883713722229004, -0.013964668847620487, -0.0352461002767086, 0.0793645903468132, 0.033125318586826324, -0.05774207413196564, 0.08585165441036224, 0.07058132439851761, 0.00485192472115159, 0.07154230028390884, -0.03095819614827633, -0.1935160607099533, 0.019511142745614052, 0.010988669469952583, -0.051139600574970245, 0.033354174345731735, 0.04715679958462715, -0.05920577794313431, 0.11647561937570572, -0.10596078634262085, -0.05326516926288605, 0.0358758419752121, -0.04297131299972534, -0.15164196491241455, -0.06876315176486969, -0.028541861101984978, -0.038525160402059555, 0.12028089910745621, -0.040064554661512375, 0.27890491485595703, -0.10745996236801147, 0.12861941754817963, 0.22199563682079315, -0.3230769634246826, -0.029942169785499573, 0.08754418045282364, 0.08690893650054932, 0.07274448126554489, -0.010318142361938953, 0.01632414199411869, 0.06307153403759003, 0.03421113267540932, -0.08875739574432373, -0.11660771071910858, -0.0296789538115263, 0.030718950554728508, -0.11787185817956924, -0.023185357451438904, 0.2685422897338867, -0.014318661764264107, -0.07270278036594391, -0.012860176153481007, -0.06592443585395813, 0.032161202281713486, -0.009008108638226986, -0.00490645132958889, 0.036986976861953735, 0.021993473172187805, 0.03535517305135727, -0.03255661949515343, -0.08262664824724197, -0.07379119843244553, -0.12421001493930817, 0.15860019624233246, 0.05609827861189842, 0.00016031725681386888, -0.06217499077320099, 0.05683625489473343, 0.021169746294617653, -0.1009792760014534, -0.06714336574077606, -0.02871590293943882, 0.009721346199512482, 0.054378677159547806, -0.08844633400440216, -0.10221738368272781, 0.14894306659698486, 0.17774845659732819, -0.09148090332746506, 0.06165556237101555, -0.07512051612138748, 0.04689749330282211, -0.038577307015657425, 0.21655170619487762, -0.024298667907714844, -0.05800517648458481, 0.08138948678970337, -0.024646107107400894, 0.054713260382413864, 0.009015092626214027, -0.09279883652925491, -0.08915890008211136, 0.056592803448438644, 0.08791986852884293, 0.01630031317472458, 0.06343966722488403, -0.05184144899249077, -0.016882138326764107, 0.08342694491147995, -0.13132785260677338, 0.030412526801228523, 0.04887846112251282, -0.0030005767475813627, 0.0688493549823761, 0.05807493254542351, -0.03776395693421364, -0.12747229635715485, -0.02160155400633812, -0.0440329983830452, -0.013426020741462708, -0.01752234436571598, -0.09897401183843613, 0.043710801750421524, 0.006563854403793812, 0.031444910913705826, -0.1346973180770874, -0.08899836987257004, -0.05289877951145172, 0.03577928990125656, -0.020412448793649673, -0.030573802068829536, -0.023922819644212723, -0.024529339745640755, -0.0004221904673613608, -0.036917198449373245, 0.013003645464777946, -0.08402973413467407, 0.08420320600271225, 0.05944269150495529, 0.05173271894454956, -0.07357174903154373, 0.02918585203588009, -0.15646249055862427, -0.01057762373238802, -0.06402616202831268, 0.06423243880271912, -0.12784306704998016, 0.028888799250125885, -0.0863763615489006, -0.09856277704238892, -0.025589922443032265, 0.07368291914463043, 0.0585767962038517, 0.17497709393501282, -0.1293436586856842, -0.04723995551466942, 0.23717758059501648, -0.09078243374824524, -0.15517663955688477, 0.12300156056880951, 0.014224330894649029, -0.0247407928109169, 0.046369537711143494, 0.2333311289548874, 0.019785845652222633, -0.08235608041286469, 0.051340874284505844, 0.09761852025985718, 0.031045839190483093, -0.07992690801620483, 0.09465882927179337, -0.05628214031457901, -0.08472980558872223, 0.06071394681930542, -0.1390632539987564, 0.03926701471209526, 0.015475220046937466, -0.037878550589084625, -0.07507894933223724, -0.01565060392022133, 0.01882193610072136, 0.04539294168353081, 0.05628332868218422, -0.12531530857086182, -0.0802764818072319, -0.014288147911429405, 0.06387431174516678, -0.04034361615777016, 0.05580742284655571, -0.048473551869392395, 0.12386757135391235, -0.057742245495319366, 0.041625261306762695, -0.13329468667507172, -0.0019439217867329717, 0.031094545498490334, -0.044215127825737, 0.09909486025571823, 0.04479284957051277, 0.03122996725142002, -0.057235848158597946, -0.020466936752200127, 0.00033355396590195596, 0.09435033053159714, -0.02996230684220791, -0.07370719313621521, -0.15077544748783112, 0.04548269510269165, -0.01735755056142807, 0.00611356645822525, -0.12304519861936569, -0.007712130900472403, 0.06897401064634323, 0.03075781837105751, -0.03625061362981796, 0.046448081731796265, 0.010203567333519459, 0.02475193329155445, -0.0649418979883194, -0.018434442579746246, 0.031066566705703735, 0.019991589710116386, -0.14260368049144745, 0.1606808751821518, -0.04457812011241913, 0.17730429768562317, 0.18483833968639374, -0.12791530787944794, 0.022676846012473106, -0.006020301952958107, -0.030356429517269135, -0.003482154803350568, 0.04736030846834183, 0.02376403845846653, 0.060474567115306854, -0.012740937061607838, 0.11963056027889252, -0.1357422173023224, -0.027875084429979324, -0.03653991222381592, -0.0580030232667923, -0.05143294110894203, 0.18038566410541534, 0.027107885107398033, -0.12428036332130432, 0.10917864739894867, 0.15295104682445526, -0.09629780799150467, 0.15679112076759338, -0.06263740360736847, -0.049430977553129196, 0.04995734989643097, 0.08002529293298721, -0.006671660114079714, 0.059166137129068375, -0.22184932231903076, 0.007688485085964203, 0.04862488806247711, 0.04768350347876549, 0.06369580328464508, -0.13186080753803253, -0.013289833441376686, -0.009830515831708908, -0.08584762364625931, -0.03414984419941902, 0.08010178059339523, 0.011362525634467602, 0.08896057307720184, -0.03656819835305214, -0.010161958634853363, 0.01628613844513893, -0.0243182722479105, -0.15098166465759277, 0.2205628603696823, -0.10854767262935638, -0.20149819552898407, -0.11391167342662811, 0.07003186643123627, -0.14187106490135193, -0.006939423270523548, 0.11891569942235947, -0.10080238431692123, -0.033730436116456985, -0.07046949118375778, 0.00835325475782156, 0.011513563804328442, -0.021840745583176613, -0.08297453075647354, 0.019170889630913734, 0.03225957229733467, -0.15243548154830933, -0.03975694999098778, -0.007235259283334017, -0.030735811218619347, 0.050262290984392166, -0.1328442543745041, 0.11619105935096741, 0.08389848470687866, -0.01056189276278019, 0.035900358110666275, -0.029675409197807312, 0.21152055263519287, -0.06866034120321274, -0.02399393357336521, 0.14769768714904785, 0.04049277305603027, 0.0009172684513032436, 0.038080427795648575, -0.019177326932549477, -0.08066091686487198, 0.03150578588247299, 0.008689000271260738, -0.020895464345812798, -0.29700756072998047, -0.0908779427409172, -0.0944276973605156, 0.02637733519077301, 0.006786928977817297, 0.074215829372406, -0.08446771651506424, 0.06684397161006927, -0.01004726067185402, 0.040842149406671524, -0.01179254986345768, 0.05998898297548294, 0.19847862422466278, 0.007182858884334564, 0.12391457706689835, -0.06887296587228775, -0.04931023716926575, 0.10779060423374176, 0.08658166974782944, 0.05492706224322319, -0.01993050053715706, 0.12931013107299805, 0.05627957358956337, 0.1944718360900879, -0.00013686675811186433, 0.045782700181007385, 0.008103870786726475, 0.012438136152923107, -0.01215547975152731, -0.07049885392189026, -0.057038020342588425, 0.04511464387178421, -0.004104931838810444, -0.036431338638067245, -0.06627747416496277, -0.07028482854366302, 0.10234321653842926, 0.07495591789484024, 0.037046004086732864, -0.15327511727809906, -0.045071717351675034, 0.04164863005280495, -0.0015249457210302353, -0.04289707541465759, 0.10863462835550308, -0.022361407056450844, -0.08660516887903214, 0.10447436571121216, -0.023077791556715965, 0.11951516568660736, -0.00021704465325456113, 0.02161225862801075, -0.032831382006406784, -0.013580377213656902, 0.023774754256010056, 0.1330854445695877, -0.3807002902030945, 0.23129305243492126, 0.005214971490204334, -0.005781945306807756, -0.08148558437824249, 0.00241123978048563, 0.04635802283883095, 0.10642904043197632, 0.11317064613103867, 0.007843897677958012, -0.08743399381637573, 0.013963744044303894, 0.006635043304413557, 0.0789826437830925, 0.029174575582146645, 0.06980108469724655, 0.024458711966872215, -0.03926467522978783, -0.004179945681244135, -0.029816705733537674, 0.10765454918146133, -0.12555690109729767, -0.07511656731367111, 0.040555547922849655, 0.05242924392223358, -0.06791411340236664, -0.052528224885463715, -0.06650152802467346, -0.11069225519895554, 0.248749241232872, -0.014166911132633686, -0.08390969038009644, -0.10682154446840286, 0.015662705525755882, 0.12292878329753876, -0.12723290920257568, -0.03183145821094513, -0.07369393110275269, -0.022217480465769768, -0.009159606881439686, -0.13656087219715118, 0.13511481881141663, -0.07487394660711288, -0.09299925714731216, -0.01066895667463541, 0.13052810728549957, -0.08952094614505768, 0.047063782811164856, 0.026592403650283813, -0.009413604624569416, -0.0803145244717598, -0.12264472246170044, -0.005176234524697065, -0.10784081369638443, -0.036257799714803696, 0.10351407527923584, -0.10776615142822266, -0.05899153649806976, -0.034998707473278046, -0.06878820061683655, 0.1597849726676941, 0.18889907002449036, -0.04331756755709648, 0.018095823004841805, 0.1546860635280609, -0.11811286211013794, -0.2638506591320038, 0.019912784919142723, -0.07827875763177872, 0.014629025012254715, 0.021070346236228943, -0.09058104455471039, 0.05605210363864899, 0.0055489917285740376, -0.039925552904605865, 0.0917336642742157, -0.20233620703220367, -0.12272754311561584, 0.18209262192249298, 0.08299361169338226, 0.24382950365543365, -0.20885582268238068, -0.09129494428634644, -0.07382979989051819, -0.17791733145713806, 0.02171979658305645, -0.08374675363302231, 0.08315204828977585, -0.04282628372311592, 0.011167080141603947, 0.010463923215866089, -0.029821788892149925, 0.12336895614862442, 0.0018555413698777556, 0.02112414501607418, -0.058551982045173645, 0.05126611143350601, 0.02308022417128086, 0.04102574661374092, 0.14257028698921204, -0.15942467749118805, 0.08436672389507294, -0.1136360839009285, -0.022038625553250313, -0.07640598714351654, 0.06814231723546982, -0.023306842893362045, -0.029601065441966057, -0.07064872235059738, 0.011833497323095798, 0.030200619250535965, 0.014638068154454231, 0.17504870891571045, -0.07505325973033905, 0.07323819398880005, 0.14757589995861053, 0.10753008723258972, -0.09758660942316055, 0.02185518480837345, 0.035584498196840286, -0.017367461696267128, 0.05143792927265167, -0.0909968763589859, 0.059836577624082565, 0.15311495959758759, 0.0029861025977879763, 0.06160508096218109, 0.0421685129404068, -0.0748334601521492, -0.01718439906835556, 0.06649833917617798, -0.11857222020626068, -0.06261426955461502, -0.0436176098883152, -0.19568480551242828, 0.004482674412429333, 0.05664252117276192, 0.19017761945724487, -0.013079637661576271, -0.03966049477458, -0.011072688736021519, 0.02121727541089058, -0.05988912656903267, 0.15380054712295532, 0.08012367784976959, -0.0072031645104289055, -0.0949133113026619, 0.07053221017122269, -0.006287875585258007, -0.11609741300344467, 0.02424623817205429, 0.1492348313331604, -0.09450002759695053, -0.12972818315029144, 0.07260234653949738, 0.0830623134970665, -0.13015992939472198, -0.057339880615472794, -0.14558270573616028, -0.10575737804174423, 0.03803981468081474, 0.0343078076839447, 0.13009558618068695, 0.02027362585067749, 0.010305605828762054, -0.06532585620880127, 0.008395509794354439, 0.06912384927272797, 0.07812965661287308, 0.05577373504638672, -0.0797211304306984, -0.03756014257669449, -0.04077046737074852, 0.10289273411035538, -0.03354480862617493, 0.0285570677369833, -0.18034446239471436, 0.0300131943076849, -0.23554730415344238, 0.018216190859675407, -0.021048739552497864, 0.009531144984066486, -0.002176138339564204, -0.10487204790115356, -0.05387817695736885, 0.040772225707769394, -0.11015835404396057, -0.03155088424682617, -0.036158669739961624, 0.06684733927249908, -0.12083987891674042, -0.0011287522502243519, 0.07312101870775223, -0.0441599041223526, 0.08385834842920303, 0.05038611218333244, -0.0943421870470047, 0.08450907468795776, -0.1956559419631958, 0.008538943715393543, 0.023547299206256866, 0.05213803052902222, 0.044121257960796356, -0.04865799844264984, 0.050287000834941864, 0.1451902985572815, 0.07713302969932556, 0.05782222002744675, 0.13637416064739227, -0.11148736625909805, -0.031156083568930626, -0.09455724060535431, -0.09240413457155228, 0.0036884299479424953, 0.03325103595852852, 0.08240247517824173, 0.04474746063351631, 0.11204727739095688, -0.09029234200716019, -0.0014249836094677448, -0.15042980015277863, -0.0036976796109229326, 0.0059773302637040615, -0.09623143821954727, -0.09953927248716354, -0.03217867389321327, 0.07641163468360901, 0.012552008964121342, 0.2527829706668854, 0.03893302008509636, 0.0840643048286438, 0.025988122448325157, 0.023480547592043877, 0.11760972440242767, -0.0016243689460679889, 0.1658029705286026, -0.025278588756918907, 0.01524430327117443, -0.04215570539236069, -0.010143243707716465, 0.03305412828922272, 0.033203884959220886, 0.10867388546466827, 0.16941851377487183, 0.052944619208574295, 0.16800184547901154, -0.01938508450984955, 0.02465507574379444, -0.0590391606092453, -0.07991548627614975, 0.028773285448551178, 0.11374270170927048, -0.00015905786131042987, 0.1242017075419426, 0.11877121031284332, -0.12335236370563507, 0.04782095551490784, -0.05990617349743843, -0.04831066355109215, -0.17894001305103302, -0.13904912769794464, -0.1253768503665924, -0.17807841300964355, 0.01663224957883358, -0.10882508754730225, 0.016344889998435974, -0.01965538039803505, 0.060037992894649506, -0.07646840810775757, 0.10340074449777603, 0.035192251205444336, -0.10501284897327423, 0.08464778959751129, -0.03270764276385307, 0.008656390011310577, 0.10345581918954849, 0.011041942983865738, 0.012330261990427971, -0.0243761595338583, 0.008604325354099274, 0.04820845648646355, -0.06774799525737762, 0.03022748790681362, -0.09422630816698074, -0.03366168588399887, -0.054612819105386734, 0.04932871088385582, 0.029942968860268593, 0.2274765521287918, 0.028521070256829262, 0.005562931764870882, 0.032068800181150436, 0.1769091933965683, -0.03104395791888237, -0.08461431413888931, -0.07494422048330307, 0.17413267493247986, 0.030227959156036377, 0.051502957940101624, -0.012536812573671341, -0.0643104687333107, 0.012909311801195145, 0.30649441480636597, 0.24901367723941803, -0.06778067350387573, -0.0009266260312870145, 0.07993026822805405, 0.013904585503041744, 0.08061904460191727, 0.09157365560531616, 0.12561152875423431, 0.21050940454006195, -0.03541577234864235, -0.04557204991579056, -0.05904965102672577, -0.018191900104284286, -0.08119462430477142, 0.11706036329269409, 0.03530391305685043, -0.09524264931678772, -0.006891269236803055, 0.07460922002792358, -0.0430946946144104, -0.06309189647436142, -0.019173359498381615, -0.1705773025751114, -0.0805908739566803, -0.032999660819768906, 0.06805220991373062, 0.011545372195541859, 0.017805730924010277, -0.028106367215514183, -0.007162635680288076, 0.049149829894304276, -0.03606060892343521, -0.12457811832427979, -0.07084857672452927, 0.03393888473510742, -0.11757505685091019, 0.12530198693275452, 0.001796578406356275, 0.11878199875354767, 0.10209812968969345, 0.07140515744686127, -0.05392058938741684, 0.09617137908935547, 0.035577915608882904, -0.053295958787202835, 0.07884487509727478, -0.01682708039879799, -0.0013906714739277959, 0.013629324734210968, 0.06661318242549896, -0.019731011241674423, 0.06520980596542358, 0.0027480078861117363, -0.06961928308010101, -0.13898375630378723, 0.0214634221047163, -0.1838763803243637, 0.06701900064945221, 0.1441495567560196, -0.006985452491790056, 0.006183596793562174, -0.08044121414422989, 0.06067397817969322, -0.027525106444954872, 0.027861760929226875, -0.009506037458777428, -0.12887230515480042, 0.003957898356020451, 0.05162794515490532, 0.021301956847310066, -0.24820023775100708, -0.010514373891055584, -0.08091570436954498, -0.009258357807993889, -0.08667057752609253, 0.12333329766988754, 0.048718780279159546, 0.0024072513915598392, -0.014218593016266823, -0.1994044929742813, 0.027685116976499557, 0.07603149861097336, -0.14898674190044403, -0.06924731284379959 ]
null
null
transformers
### opus-mt-en-gl * source languages: en * target languages: gl * OPUS readme: [en-gl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-gl/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-gl/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gl/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gl/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.gl | 36.4 | 0.572 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gl
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "gl", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #gl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-gl * source languages: en * target languages: gl * OPUS readme: en-gl * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 36.4, chr-F: 0.572
[ "### opus-mt-en-gl\n\n\n* source languages: en\n* target languages: gl\n* OPUS readme: en-gl\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.4, chr-F: 0.572" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-gl\n\n\n* source languages: en\n* target languages: gl\n* OPUS readme: en-gl\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.4, chr-F: 0.572" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-gl\n\n\n* source languages: en\n* target languages: gl\n* OPUS readme: en-gl\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.4, chr-F: 0.572" ]
[ -0.11050761491060257, 0.14490492641925812, -0.004591101314872503, 0.07828018069267273, 0.06750787794589996, 0.010894866660237312, 0.06777404248714447, 0.1578696221113205, 0.0006514335400424898, -0.009397960267961025, 0.1314278095960617, 0.13145269453525543, 0.010737099684774876, 0.09620757400989532, -0.0653361976146698, -0.14044663310050964, 0.035600047558546066, 0.0522482804954052, -0.08055386692285538, 0.14104332029819489, 0.0952083170413971, -0.003901638323441148, 0.0963936597108841, -0.020439136773347855, -0.03182686120271683, 0.08257868140935898, 0.016263030469417572, -0.06435827165842056, 0.061911989003419876, 0.07046077400445938, 0.0017634510295465589, 0.06882573664188385, -0.02766231819987297, -0.20226126909255981, 0.012295103631913662, 0.0035869525745511055, -0.05640028789639473, 0.015472854487597942, 0.02475988306105137, -0.09419991075992584, 0.09833605587482452, -0.06781664490699768, -0.036690667271614075, 0.04782666265964508, -0.05168457701802254, -0.16470396518707275, -0.05314337834715843, -0.04421805590391159, -0.05287123844027519, 0.13194775581359863, -0.04392451047897339, 0.242590069770813, -0.14256428182125092, 0.1309223771095276, 0.2417316734790802, -0.33236753940582275, -0.0167995635420084, 0.09100265800952911, 0.04617857187986374, 0.06350983679294586, -0.020259032025933266, 0.02118629589676857, 0.06892678141593933, 0.027562368661165237, -0.05274912714958191, -0.12665289640426636, -0.06441593170166016, 0.048481933772563934, -0.12017762660980225, -0.031651820987463, 0.2642686665058136, 0.0013434512075036764, -0.0766773596405983, 0.01407985296100378, -0.03785180300474167, -0.026361361145973206, -0.008599499240517616, 0.03716818988323212, 0.05373521149158478, 0.027446839958429337, 0.03791351616382599, -0.03302570432424545, -0.07970556616783142, -0.09105826914310455, -0.11990093439817429, 0.16097983717918396, 0.050773195922374725, 0.008333232253789902, -0.022292040288448334, 0.07303523272275925, -0.005670888349413872, -0.1222042664885521, -0.07203817367553711, -0.03845591098070145, 0.009147752076387405, 0.0695972591638565, -0.09229804575443268, -0.052551478147506714, 0.14991943538188934, 0.1589951515197754, -0.04825849086046219, 0.04424228146672249, -0.0778530165553093, 0.045799460262060165, -0.0454208105802536, 0.22243115305900574, -0.03660725802183151, -0.04167736694216728, 0.07926894724369049, -0.003165636444464326, 0.039323847740888596, 0.023123161867260933, -0.09733019769191742, -0.10339990258216858, 0.026316745206713676, 0.1163439080119133, 0.009128589183092117, 0.07590363919734955, -0.055595483630895615, -0.00436805933713913, 0.011592735536396503, -0.15017203986644745, 0.01524544321000576, 0.02479737251996994, -0.023873571306467056, 0.040463611483573914, 0.07624126970767975, -0.027886463329195976, -0.11737065017223358, -0.024331744760274887, -0.04432258754968643, 0.0070001352578401566, -0.03548996150493622, -0.08007293939590454, 0.03343744948506355, 0.0009626856772229075, 0.021260151639580727, -0.1317567378282547, -0.12493564188480377, -0.03949148207902908, 0.028900593519210815, -0.016251474618911743, -0.023535996675491333, -0.0317753367125988, -0.04832612723112106, 0.004136287607252598, -0.04419826343655586, -0.005427907686680555, -0.09701746702194214, 0.09930519014596939, 0.06446042656898499, 0.054647743701934814, -0.08000825345516205, 0.04310600459575653, -0.1672617793083191, -0.020388271659612656, -0.09272158890962601, 0.07376272231340408, -0.12924723327159882, 0.06046348065137863, -0.0733182281255722, -0.09146223962306976, -0.019648190587759018, 0.06723462045192719, 0.03825030475854874, 0.16377277672290802, -0.13825328648090363, -0.046404264867305756, 0.24230675399303436, -0.0724395141005516, -0.1325855553150177, 0.1318063735961914, 0.008946788497269154, -0.04241645336151123, 0.06479626148939133, 0.21641921997070312, 0.005888768937438726, -0.04988308250904083, 0.03908848762512207, 0.08033685386180878, 0.023087918758392334, -0.052718278020620346, 0.11726516485214233, -0.06333804875612259, -0.08978024870157242, 0.07333505153656006, -0.12613627314567566, 0.057162459939718246, 0.017310695722699165, -0.055560994893312454, -0.07471694052219391, -0.03191613405942917, 0.029153399169445038, 0.03965090215206146, 0.029828647151589394, -0.13461938500404358, -0.10364855825901031, -0.010838788002729416, 0.07991418242454529, -0.04952361434698105, 0.05439535528421402, -0.05220019444823265, 0.12098538875579834, -0.06578578799962997, 0.03924284502863884, -0.11614034324884415, 0.008428938686847687, 0.01592508889734745, 0.009621880948543549, 0.12154442816972733, 0.05114530771970749, 0.02378956601023674, -0.06535211205482483, -0.035361986607313156, -0.012210260145366192, 0.060825515538454056, -0.032705143094062805, -0.047900810837745667, -0.15511317551136017, 0.0675763413310051, -0.00818647537380457, 0.007001988589763641, -0.0906875878572464, -0.01119563914835453, 0.043405115604400635, 0.04055274650454521, -0.04199573025107384, 0.04408803954720497, 0.021510474383831024, 0.02063971757888794, -0.05319727212190628, -0.019129499793052673, 0.024419788271188736, 0.013719817623496056, -0.12004667520523071, 0.16160045564174652, -0.05659019201993942, 0.21084125339984894, 0.2046346664428711, -0.13556241989135742, 0.005660714115947485, 0.017916960641741753, -0.02207120880484581, 0.01226640585809946, 0.040593165904283524, 0.016222549602389336, 0.08493925631046295, -0.034540340304374695, 0.1342906802892685, -0.1446109414100647, -0.036008067429065704, -0.04707326367497444, -0.075004443526268, -0.028840744867920876, 0.17968535423278809, 0.0252316165715456, -0.12355904281139374, 0.13148212432861328, 0.16859887540340424, -0.13029108941555023, 0.178263321518898, -0.06384686380624771, -0.051936324685811996, 0.049686774611473083, 0.06930898129940033, -0.021238168701529503, 0.06119457259774208, -0.2106202244758606, 0.01926577091217041, 0.0448017492890358, 0.047222524881362915, 0.06485064327716827, -0.12036866694688797, -0.023192018270492554, -0.0017284757923334837, -0.1100446879863739, -0.008401517756283283, 0.056378014385700226, 0.011229881085455418, 0.09743020683526993, -0.029361966997385025, -0.039050981402397156, 0.020057836547493935, -0.01976257935166359, -0.1282362937927246, 0.21900847554206848, -0.1287691593170166, -0.20815110206604004, -0.1130077913403511, 0.048955511301755905, -0.1496603935956955, 0.005713129416108131, 0.12399142235517502, -0.1205582246184349, -0.055195339024066925, -0.07559999823570251, 0.023868104442954063, -0.008488951250910759, -0.0009466750198043883, -0.07402145862579346, 0.036124974489212036, 0.02212941087782383, -0.15912280976772308, -0.0466531366109848, -0.00880856066942215, -0.06830514967441559, 0.03961171582341194, -0.12783047556877136, 0.10078351199626923, 0.1062704399228096, -0.01459148433059454, 0.046473246067762375, -0.015273930504918098, 0.1826675683259964, -0.0634731873869896, -0.06390008330345154, 0.13634924590587616, 0.04658791422843933, 0.007563076447695494, 0.06774641573429108, -0.015004564076662064, -0.08568743616342545, 0.0530875064432621, 0.03784075751900673, -0.023467857390642166, -0.2846887409687042, -0.09810928255319595, -0.0887422114610672, 0.0346582867205143, -0.010188277810811996, 0.07510130107402802, -0.031902674585580826, 0.061302680522203445, -0.025009622797369957, 0.028350891545414925, -0.002818480134010315, 0.06752744317054749, 0.1955728530883789, 0.002376845572143793, 0.13205596804618835, -0.08429821580648422, -0.07547685503959656, 0.0950675904750824, 0.0541774183511734, 0.06313960254192352, -0.04074576869606972, 0.11792349070310593, 0.0580986887216568, 0.15203054249286652, 0.024608291685581207, 0.04192887246608734, -0.006290894467383623, 0.011992499232292175, -0.010697586461901665, -0.08785627782344818, -0.048813965171575546, 0.05163963884115219, 0.024793509393930435, -0.03343211114406586, -0.07123276591300964, -0.10196855664253235, 0.11509983986616135, 0.08886570483446121, 0.035814858973026276, -0.1810259073972702, -0.002233590465039015, 0.04914399981498718, -0.0046857139095664024, -0.03914230689406395, 0.10349007695913315, -0.0461445115506649, -0.08138404041528702, 0.10493645071983337, 0.018118830397725105, 0.11752457916736603, 0.0029122803825885057, 0.021216701716184616, -0.04355830326676369, -0.025226695463061333, 0.011879824101924896, 0.13454493880271912, -0.38596534729003906, 0.22715327143669128, 0.020675145089626312, -0.01933974213898182, -0.05200127139687538, 0.006832966580986977, 0.06907154619693756, 0.10007298737764359, 0.12901943922042847, -0.0011575898388400674, -0.0172776747494936, -0.02651413157582283, -0.004003871697932482, 0.07824434340000153, 0.03277422860264778, 0.058761730790138245, 0.038890983909368515, -0.036767251789569855, -0.014023168943822384, -0.017183072865009308, 0.08439236134290695, -0.13034765422344208, -0.06758304685354233, 0.02809966169297695, 0.07406741380691528, -0.046744365245103836, -0.04313433915376663, -0.0676933005452156, -0.1099814772605896, 0.2755560278892517, 0.00158195779658854, -0.09772315621376038, -0.09811225533485413, 0.010982725769281387, 0.14374957978725433, -0.11324645578861237, -0.011317486874759197, -0.07644269615411758, -0.03678654506802559, 0.008711683563888073, -0.13737042248249054, 0.12073070555925369, -0.050028156489133835, -0.0859953835606575, -0.006705496460199356, 0.1448267102241516, -0.09454990923404694, 0.05621614679694176, 0.024182744324207306, -0.012255915440618992, -0.06741435825824738, -0.13010042905807495, -0.020470453426241875, -0.05186085402965546, 0.024439357221126556, 0.1446349024772644, -0.12089060246944427, -0.06683989614248276, -0.021058671176433563, -0.05844013765454292, 0.17897503077983856, 0.17976975440979004, -0.047477204352617264, 0.028051277622580528, 0.13557596504688263, -0.11098749935626984, -0.26936832070350647, 0.01666928268969059, -0.08001846820116043, 0.016195055097341537, -0.0031781818252056837, -0.0998769998550415, 0.06348484009504318, 0.007454760372638702, -0.0451456755399704, 0.08495165407657623, -0.17297843098640442, -0.11618281900882721, 0.19596874713897705, 0.06209901347756386, 0.24876615405082703, -0.20083697140216827, -0.07790805399417877, -0.09786433726549149, -0.22540460526943207, 0.03902437537908554, -0.0959048941731453, 0.10703731328248978, -0.03829266503453255, -0.022710377350449562, 0.019829588010907173, -0.021270330995321274, 0.14168526232242584, 0.02010173350572586, 0.017130866646766663, -0.06363029778003693, 0.05979704111814499, 0.0029924665577709675, 0.03772447258234024, 0.16440428793430328, -0.16539594531059265, 0.07176356017589569, -0.1335277259349823, -0.03930661454796791, -0.05956251919269562, 0.07411898672580719, -0.008747261017560959, -0.04440544918179512, -0.07721661776304245, 0.010471448302268982, 0.032633405178785324, 0.016634341329336166, 0.12340852618217468, -0.10123464465141296, 0.026438074186444283, 0.132816344499588, 0.11472488939762115, -0.10385652631521225, 0.01372737530618906, 0.04388615861535072, -0.017754679545760155, 0.05280327796936035, -0.11979401856660843, 0.07652336359024048, 0.14501070976257324, -0.016341818496584892, 0.06695417314767838, 0.050530631095170975, -0.06143851950764656, -0.02745944634079933, 0.0809541642665863, -0.1238025575876236, 0.014177188277244568, -0.05223127081990242, -0.20228274166584015, 0.024347785860300064, 0.05593470111489296, 0.17867715656757355, -0.012592019513249397, -0.02971695363521576, -0.006823542062193155, 0.013070573098957539, -0.07955443859100342, 0.1402032971382141, 0.07979117333889008, -0.006534457206726074, -0.10814252495765686, 0.08105054497718811, -0.0028105571400374174, -0.07230532169342041, 0.02572046034038067, 0.1485442817211151, -0.08902136981487274, -0.12196645140647888, 0.07656301558017731, 0.11359032243490219, -0.13535264134407043, -0.0550595261156559, -0.15471838414669037, -0.10562720149755478, 0.035515353083610535, 0.07402144372463226, 0.14486272633075714, 0.04698191583156586, 0.024073230102658272, -0.06919771432876587, 0.018897274509072304, 0.07272233068943024, 0.06534585356712341, 0.038763608783483505, -0.07982112467288971, -0.020445674657821655, -0.03286043182015419, 0.11893480271100998, -0.03565629944205284, 0.024209873750805855, -0.16051329672336578, 0.052298057824373245, -0.21255256235599518, 0.016961514949798584, -0.021428104490041733, 0.013853313401341438, -0.001674792729318142, -0.09464436769485474, -0.04727170243859291, 0.03293140232563019, -0.11819802224636078, -0.04571303352713585, -0.03185567632317543, 0.0686696246266365, -0.12722259759902954, -0.019203519448637962, 0.0692828893661499, -0.03740992397069931, 0.0872664675116539, 0.047592148184776306, -0.08090854436159134, 0.09276558458805084, -0.18149124085903168, -0.002916421042755246, 0.036766860634088516, 0.0472041480243206, 0.027546390891075134, -0.02681555412709713, 0.05614466965198517, 0.13276971876621246, 0.09302682429552078, 0.06024717539548874, 0.13337576389312744, -0.13039043545722961, -0.056064896285533905, -0.10272063314914703, -0.09154123067855835, 0.0012467311462387443, 0.022163255140185356, 0.08517598360776901, 0.06279652565717697, 0.10611069947481155, -0.07273037731647491, -0.004745949991047382, -0.13907933235168457, 0.005490417126566172, -0.0028763720765709877, -0.09420572966337204, -0.09167532622814178, -0.021084534004330635, 0.06856557726860046, 0.0060721104964613914, 0.25528642535209656, 0.05830147862434387, 0.059190914034843445, 0.02340530790388584, -0.008270418271422386, 0.21329693496227264, 0.015304838307201862, 0.17623883485794067, -0.011032353155314922, 0.002456447808071971, -0.0421861931681633, -0.01892603375017643, 0.05567225441336632, 0.0021797928493469954, 0.09802938997745514, 0.16986574232578278, 0.10898236185312271, 0.15477797389030457, -0.009841417893767357, 0.011805339716374874, -0.031628288328647614, -0.08086499571800232, 0.04663524031639099, 0.09311944991350174, 0.0006644810200668871, 0.12456732243299484, 0.13012835383415222, -0.10894742608070374, 0.06152373552322388, -0.04249506816267967, -0.04841659218072891, -0.17830614745616913, -0.1184087023139, -0.12594544887542725, -0.1905180960893631, 0.026070723310112953, -0.11163391917943954, 0.028762323781847954, 0.014998123049736023, 0.059764616191387177, -0.06491927057504654, 0.0946991816163063, -0.0002491044288035482, -0.09916137903928757, 0.0840008407831192, -0.04052071273326874, 0.015038257464766502, 0.10304763913154602, 0.01989925093948841, 0.020470701158046722, -0.025454245507717133, -0.005484251771122217, 0.054040733724832535, -0.08526033163070679, 0.028394320979714394, -0.08910252898931503, -0.030550723895430565, -0.05322901904582977, 0.05004430562257767, 0.056792136281728745, 0.22276657819747925, 0.035332947969436646, -0.01359499804675579, 0.03714444860816002, 0.17747871577739716, -0.04555794224143028, -0.09826937317848206, -0.08844117075204849, 0.13541129231452942, 0.03403051197528839, 0.05795808508992195, -0.00652232114225626, -0.07078421115875244, -0.0005476172082126141, 0.29426008462905884, 0.24351467192173004, -0.07422588765621185, 0.006503974553197622, 0.04711724445223808, 0.011995959095656872, 0.07200255990028381, 0.07988213747739792, 0.1433134526014328, 0.23322582244873047, -0.05612073838710785, -0.07547411322593689, -0.04870954155921936, -0.01880680024623871, -0.08654341846704483, 0.08284461498260498, 0.027763456106185913, -0.08915485441684723, -0.010668975301086903, 0.06858114153146744, -0.05455145612359047, -0.01041389349848032, -0.015274341218173504, -0.15823987126350403, -0.07648477703332901, -0.03350408747792244, 0.04165981337428093, 0.012272677384316921, 0.002930969465523958, -0.03706212341785431, -0.02679438702762127, 0.02919432520866394, -0.03740929812192917, -0.1580917239189148, -0.10474065691232681, 0.03813847154378891, -0.064547099173069, 0.12181170284748077, 0.005091143772006035, 0.13855746388435364, 0.10420741140842438, 0.05438656359910965, -0.038735173642635345, 0.11846503615379333, 0.03154337406158447, -0.05471765249967575, 0.07864660769701004, -0.008870751596987247, -0.008465073071420193, 0.021963169798254967, 0.047116469591856, 0.024340463802218437, 0.07673319429159164, -0.014254385605454445, -0.06896868348121643, -0.14538417756557465, 0.011310332454741001, -0.1893337368965149, 0.06425316631793976, 0.1521093249320984, -0.014796847477555275, 0.004583246540278196, -0.07649555057287216, 0.05957787111401558, -0.02427138388156891, -0.023561539128422737, -0.014852205291390419, -0.10920284688472748, 0.007225543260574341, 0.08559540659189224, 0.015405794605612755, -0.25950586795806885, -0.021760353818535805, -0.06817172467708588, -0.0024546775966882706, -0.09208383411169052, 0.1084333136677742, 0.05452348664402962, 0.013007387518882751, -0.020806897431612015, -0.219527006149292, 0.03354834020137787, 0.06729569286108017, -0.16082946956157684, -0.10042952001094818 ]
null
null
transformers
### eng-gmq * source group: English * target group: North Germanic languages * OPUS readme: [eng-gmq](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gmq/README.md) * model: transformer * source language(s): eng * target language(s): dan fao isl nno nob nob_Hebr non_Latn swe * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmq/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmq/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmq/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-dan.eng.dan | 57.7 | 0.724 | | Tatoeba-test.eng-fao.eng.fao | 9.2 | 0.322 | | Tatoeba-test.eng-isl.eng.isl | 23.8 | 0.506 | | Tatoeba-test.eng.multi | 52.8 | 0.688 | | Tatoeba-test.eng-non.eng.non | 0.7 | 0.196 | | Tatoeba-test.eng-nor.eng.nor | 50.3 | 0.678 | | Tatoeba-test.eng-swe.eng.swe | 57.8 | 0.717 | ### System Info: - hf_name: eng-gmq - source_languages: eng - target_languages: gmq - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gmq/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'da', 'nb', 'sv', 'is', 'nn', 'fo', 'gmq'] - src_constituents: {'eng'} - tgt_constituents: {'dan', 'nob', 'nob_Hebr', 'swe', 'isl', 'nno', 'non_Latn', 'fao'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmq/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmq/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: gmq - short_pair: en-gmq - chrF2_score: 0.688 - bleu: 52.8 - brevity_penalty: 0.973 - ref_len: 71881.0 - src_name: English - tgt_name: North Germanic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: gmq - prefer_old: False - long_pair: eng-gmq - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "da", "nb", "sv", "is", "nn", "fo", "gmq"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gmq
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "da", "nb", "sv", "is", "nn", "fo", "gmq", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "da", "nb", "sv", "is", "nn", "fo", "gmq" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #da #nb #sv #is #nn #fo #gmq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-gmq * source group: English * target group: North Germanic languages * OPUS readme: eng-gmq * model: transformer * source language(s): eng * target language(s): dan fao isl nno nob nob\_Hebr non\_Latn swe * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 57.7, chr-F: 0.724 testset: URL, BLEU: 9.2, chr-F: 0.322 testset: URL, BLEU: 23.8, chr-F: 0.506 testset: URL, BLEU: 52.8, chr-F: 0.688 testset: URL, BLEU: 0.7, chr-F: 0.196 testset: URL, BLEU: 50.3, chr-F: 0.678 testset: URL, BLEU: 57.8, chr-F: 0.717 ### System Info: * hf\_name: eng-gmq * source\_languages: eng * target\_languages: gmq * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'da', 'nb', 'sv', 'is', 'nn', 'fo', 'gmq'] * src\_constituents: {'eng'} * tgt\_constituents: {'dan', 'nob', 'nob\_Hebr', 'swe', 'isl', 'nno', 'non\_Latn', 'fao'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: gmq * short\_pair: en-gmq * chrF2\_score: 0.688 * bleu: 52.8 * brevity\_penalty: 0.973 * ref\_len: 71881.0 * src\_name: English * tgt\_name: North Germanic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: gmq * prefer\_old: False * long\_pair: eng-gmq * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-gmq\n\n\n* source group: English\n* target group: North Germanic languages\n* OPUS readme: eng-gmq\n* model: transformer\n* source language(s): eng\n* target language(s): dan fao isl nno nob nob\\_Hebr non\\_Latn swe\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 57.7, chr-F: 0.724\ntestset: URL, BLEU: 9.2, chr-F: 0.322\ntestset: URL, BLEU: 23.8, chr-F: 0.506\ntestset: URL, BLEU: 52.8, chr-F: 0.688\ntestset: URL, BLEU: 0.7, chr-F: 0.196\ntestset: URL, BLEU: 50.3, chr-F: 0.678\ntestset: URL, BLEU: 57.8, chr-F: 0.717", "### System Info:\n\n\n* hf\\_name: eng-gmq\n* source\\_languages: eng\n* target\\_languages: gmq\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'da', 'nb', 'sv', 'is', 'nn', 'fo', 'gmq']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'dan', 'nob', 'nob\\_Hebr', 'swe', 'isl', 'nno', 'non\\_Latn', 'fao'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gmq\n* short\\_pair: en-gmq\n* chrF2\\_score: 0.688\n* bleu: 52.8\n* brevity\\_penalty: 0.973\n* ref\\_len: 71881.0\n* src\\_name: English\n* tgt\\_name: North Germanic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: gmq\n* prefer\\_old: False\n* long\\_pair: eng-gmq\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #da #nb #sv #is #nn #fo #gmq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-gmq\n\n\n* source group: English\n* target group: North Germanic languages\n* OPUS readme: eng-gmq\n* model: transformer\n* source language(s): eng\n* target language(s): dan fao isl nno nob nob\\_Hebr non\\_Latn swe\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 57.7, chr-F: 0.724\ntestset: URL, BLEU: 9.2, chr-F: 0.322\ntestset: URL, BLEU: 23.8, chr-F: 0.506\ntestset: URL, BLEU: 52.8, chr-F: 0.688\ntestset: URL, BLEU: 0.7, chr-F: 0.196\ntestset: URL, BLEU: 50.3, chr-F: 0.678\ntestset: URL, BLEU: 57.8, chr-F: 0.717", "### System Info:\n\n\n* hf\\_name: eng-gmq\n* source\\_languages: eng\n* target\\_languages: gmq\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'da', 'nb', 'sv', 'is', 'nn', 'fo', 'gmq']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'dan', 'nob', 'nob\\_Hebr', 'swe', 'isl', 'nno', 'non\\_Latn', 'fao'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gmq\n* short\\_pair: en-gmq\n* chrF2\\_score: 0.688\n* bleu: 52.8\n* brevity\\_penalty: 0.973\n* ref\\_len: 71881.0\n* src\\_name: English\n* tgt\\_name: North Germanic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: gmq\n* prefer\\_old: False\n* long\\_pair: eng-gmq\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 76, 278, 473 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #da #nb #sv #is #nn #fo #gmq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-gmq\n\n\n* source group: English\n* target group: North Germanic languages\n* OPUS readme: eng-gmq\n* model: transformer\n* source language(s): eng\n* target language(s): dan fao isl nno nob nob\\_Hebr non\\_Latn swe\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 57.7, chr-F: 0.724\ntestset: URL, BLEU: 9.2, chr-F: 0.322\ntestset: URL, BLEU: 23.8, chr-F: 0.506\ntestset: URL, BLEU: 52.8, chr-F: 0.688\ntestset: URL, BLEU: 0.7, chr-F: 0.196\ntestset: URL, BLEU: 50.3, chr-F: 0.678\ntestset: URL, BLEU: 57.8, chr-F: 0.717" ]
[ -0.16363918781280518, 0.1417853981256485, -0.005968441721051931, 0.04928921163082123, -0.01799784228205681, 0.04371584579348564, 0.11045008152723312, 0.13663586974143982, 0.0692838504910469, 0.10033423453569412, 0.10303730517625809, 0.012370234355330467, 0.04001312330365181, 0.1106644719839096, -0.018136506900191307, -0.07433800399303436, 0.0059651262126863, 0.008204672485589981, -0.06116991117596626, 0.10714679956436157, 0.06358585506677628, -0.027262074872851372, 0.056459348648786545, -0.06003081426024437, -0.014237341471016407, 0.08088455349206924, 0.008484316989779472, -0.0017043192638084292, 0.019949281588196754, 0.07614175230264664, 0.005318499635905027, 0.07609276473522186, -0.008230266161262989, -0.26406732201576233, -0.011761481873691082, -0.014932271093130112, -0.042715851217508316, -0.007369611412286758, 0.06059142202138901, -0.061983756721019745, 0.11286536604166031, -0.0877884179353714, -0.037321433424949646, 0.04213569685816765, -0.02859344705939293, -0.19278457760810852, -0.06218574568629265, 0.06426133215427399, -0.05267753824591637, 0.10752559453248978, -0.05469006672501564, 0.1543871909379959, -0.14383268356323242, 0.1290024220943451, 0.24484500288963318, -0.21293635666370392, -0.029742341488599777, 0.08710496127605438, 0.07333040237426758, 0.06792330741882324, -0.075193390250206, -0.018876437097787857, 0.08426324278116226, 0.032203610986471176, -0.14411310851573944, -0.0870913714170456, 0.0021019040141254663, 0.009130817838013172, -0.1022258922457695, -0.04628617689013481, 0.1960350126028061, 0.038202717900276184, -0.0941331535577774, -0.0008601534063927829, 0.000632899405900389, -0.09869318455457687, -0.015082133002579212, 0.046434465795755386, 0.04005810618400574, -0.04697006940841675, 0.025569625198841095, 0.016462067142128944, -0.03985559195280075, -0.10096084326505661, 0.033180784434080124, 0.180738627910614, 0.04786738008260727, -0.008967465721070766, 0.009075574576854706, 0.05162881687283516, -0.001992462668567896, -0.1635012924671173, -0.11797380447387695, -0.039652131497859955, -0.03760024160146713, 0.03707311302423477, -0.05780424177646637, -0.033544138073921204, 0.15278500318527222, 0.20460113883018494, -0.13085460662841797, 0.1033511683344841, -0.07921687513589859, -0.0018325181445106864, -0.061114657670259476, 0.24024106562137604, 0.043527793139219284, -0.09712882339954376, 0.006172067020088434, 0.04910883679986, 0.02584644965827465, 0.04801799729466438, -0.02565334178507328, -0.08163657039403915, 0.05912797898054123, 0.09702415764331818, -0.019967496395111084, 0.019385969266295433, -0.04621850326657295, 0.019082175567746162, -0.007390729617327452, -0.14534592628479004, 0.03440208360552788, 0.13043929636478424, -0.029871631413698196, 0.0010239211842417717, 0.05230956897139549, -0.126392662525177, -0.10589393228292465, 0.00038848674739710987, -0.010510677471756935, -0.011219978332519531, -0.04048841446638107, -0.11639146506786346, 0.060862503945827484, 0.017949368804693222, 0.0010914466110989451, -0.06053892523050308, -0.07115297764539719, -0.07830662280321121, -0.00348553410731256, -0.030779976397752762, 0.07277412712574005, -0.06774629652500153, -0.08025150001049042, 0.0341021753847599, -0.015216111205518246, -0.031411055475473404, -0.060549650341272354, 0.08935276418924332, 0.09444160014390945, 0.03299843519926071, 0.03609316423535347, -0.003745761001482606, -0.14012998342514038, 0.018807396292686462, -0.14007659256458282, 0.07534229755401611, -0.23632358014583588, 0.02082197554409504, -0.05463554337620735, -0.0955214723944664, 0.0012654958991333842, 0.06337616592645645, 0.08300941437482834, 0.18249954283237457, -0.16735602915287018, -0.059411052614450455, 0.27379110455513, -0.12038164585828781, -0.08720272034406662, 0.07401193678379059, 0.025632085278630257, -0.11057501286268234, 0.05093320831656456, 0.1847129762172699, 0.1297736018896103, -0.10515434294939041, -0.03673446178436279, 0.0673106387257576, 0.11566426604986191, 0.04209946095943451, 0.09533030539751053, -0.09544320404529572, -0.06694042682647705, 0.05468292161822319, -0.12867429852485657, 0.017628103494644165, -0.022608522325754166, -0.031692326068878174, -0.07664971053600311, -0.022120952606201172, 0.05734953656792641, 0.07637893408536911, -0.037681788206100464, -0.1462620496749878, -0.14091961085796356, 0.019425923004746437, 0.11756004393100739, -0.08899243175983429, 0.02999083511531353, -0.013854419812560081, 0.11428482085466385, -0.0448121502995491, 0.014132620766758919, -0.12162813544273376, -0.058809537440538406, 0.07648652046918869, -0.05923325568437576, 0.08811990916728973, 0.07393837720155716, 0.07335830479860306, -0.017076674848794937, -0.036103468388319016, -0.06904864311218262, -0.02179618366062641, -0.032191600650548935, -0.020244421437382698, -0.2281113713979721, 0.009535337798297405, -0.03047819994390011, 0.02569122426211834, -0.2235075831413269, -0.04282157123088837, 0.07682520151138306, 0.0988825261592865, -0.02814793400466442, 0.006582651287317276, 0.013937758281826973, 0.027914250269532204, -0.05718524381518364, -0.03573567792773247, -0.021511975675821304, -0.040346235036849976, -0.10363219678401947, 0.02943016216158867, -0.011353111825883389, 0.0360444076359272, 0.1421107053756714, 0.029229503124952316, -0.06609813123941422, 0.03137698024511337, -0.05977990850806236, 0.010659532621502876, 0.0634501650929451, -0.046848371624946594, 0.029039889574050903, 0.0200952235609293, 0.09552006423473358, -0.13867461681365967, -0.053826045244932175, -0.021681087091565132, -0.023168249055743217, -0.042462218552827835, 0.24271120131015778, -0.023292968049645424, -0.04323391988873482, 0.10397152602672577, 0.08602039515972137, -0.07753704488277435, 0.23663657903671265, -0.11233402043581009, -0.10125216841697693, 0.01833459362387657, 0.1463763415813446, -0.018776893615722656, 0.1899109035730362, -0.10758248716592789, 0.048054300248622894, -0.002012896118685603, 0.010929717682301998, 0.03620205819606781, -0.08034830540418625, 0.006603304762393236, -0.02459225058555603, -0.1407565176486969, -0.006175849586725235, 0.019651666283607483, 0.015150457620620728, 0.08236303180456161, -0.05798138305544853, -0.05052807927131653, -0.02748352475464344, -0.05316099151968956, -0.15659670531749725, 0.24701814353466034, -0.12832026183605194, -0.1673205941915512, -0.08860260993242264, 0.11437344551086426, -0.1597028374671936, -0.04760926589369774, 0.0651475116610527, -0.16068361699581146, -0.06772883981466293, -0.10430876165628433, 0.030488260090351105, 0.024531172588467598, -0.033036358654499054, -0.08647456765174866, 0.018708987161517143, 0.07796342670917511, -0.18278935551643372, -0.011704268865287304, -0.04465150088071823, 0.014904869720339775, -0.012161281891167164, -0.07409791648387909, 0.08308147639036179, 0.09214413166046143, 0.004826923832297325, 0.043619465082883835, 0.011289636604487896, 0.2242976427078247, -0.06777635216712952, -0.03187936544418335, 0.017938688397407532, 0.01282315980643034, -0.0026618975680321455, 0.09327742457389832, -0.0018043131567537785, -0.08393394201993942, 0.005758718587458134, 0.03915015608072281, 0.04513139650225639, -0.3338161110877991, -0.07845645397901535, -0.05568770691752434, 0.027603980153799057, -0.010983003303408623, 0.08203083276748657, -0.08878655731678009, 0.004595847800374031, -0.03853992745280266, -0.039008334279060364, -0.0012086716014891863, 0.05875203758478165, 0.16440048813819885, 0.018761342391371727, 0.03867155313491821, -0.09503084421157837, 0.004880744498223066, 0.07047989964485168, 0.035590652376413345, 0.09211892634630203, -0.036884505301713943, 0.1264309287071228, 0.051491837948560715, 0.10104051232337952, -0.03701913729310036, 0.0062189288437366486, -0.012575975619256496, -0.005359103437513113, 0.04920370876789093, -0.11316905915737152, -0.014203297905623913, 0.030358102172613144, 0.013603798113763332, 0.04817550256848335, -0.060432642698287964, -0.06859034299850464, 0.10252103209495544, 0.09009014070034027, 0.09721969068050385, -0.16006813943386078, -0.037096112966537476, 0.0221289973706007, -0.00438813678920269, -0.04786139726638794, 0.043180812150239944, 0.05613875761628151, -0.0489225797355175, 0.12324300408363342, 0.03875662386417389, 0.08013827353715897, 0.04846254736185074, 0.007787422742694616, -0.0010179508244618773, 0.07576072216033936, 0.00016099664208013564, 0.10735340416431427, -0.331932008266449, 0.2053087055683136, 0.042816564440727234, 0.04089713469147682, -0.014392522163689137, 0.018041759729385376, 0.0014759611804038286, 0.03041507862508297, 0.12673667073249817, 0.029516007751226425, -0.13586308062076569, -0.0996759757399559, 0.0016439923783764243, 0.062451500445604324, 0.10854758322238922, 0.08547695726156235, 0.07847372442483902, 0.004364121239632368, -0.06032493710517883, -0.026131566613912582, -0.06504249572753906, -0.2067544162273407, -0.007526647299528122, 0.04782143235206604, -0.015643421560525894, -0.07591049373149872, -0.03396027162671089, -0.0519096739590168, -0.04957081004977226, 0.24151550233364105, -0.168967604637146, -0.06331484019756317, -0.10977392643690109, 0.025369197130203247, 0.1922655999660492, -0.11890827119350433, -0.021259931847453117, -0.044096510857343674, 0.027789201587438583, -0.01846482791006565, -0.1101873591542244, 0.07691586762666702, -0.0655287653207779, -0.17715983092784882, -0.0416075736284256, 0.19816970825195312, -0.030207857489585876, 0.05350186303257942, 0.020832234993577003, -0.03896268829703331, 0.028928613290190697, -0.1387091726064682, -0.02481652982532978, -0.014685265719890594, -0.038873445242643356, 0.10903183370828629, -0.1390470564365387, -0.07768017798662186, -0.02934248559176922, -0.02742896042764187, 0.06875158101320267, 0.2747257649898529, -0.07858400046825409, 0.02695615403354168, 0.08652633428573608, -0.13281390070915222, -0.18687212467193604, 0.1038537248969078, 0.039988186210393906, 0.02053789049386978, -0.014645418152213097, -0.11010363698005676, 0.05551321059465408, -0.007851636968553066, 0.00030865916050970554, 0.1519422084093094, -0.1459641009569168, -0.11818154901266098, 0.13880836963653564, 0.07148066908121109, 0.03990867733955383, -0.18483418226242065, -0.10257301479578018, -0.06758926063776016, -0.17638851702213287, 0.0024718386121094227, -0.009326014667749405, 0.08177687972784042, -0.033966779708862305, -0.08249829709529877, 0.05993090942502022, -0.03532685711979866, 0.12721049785614014, 0.068918876349926, 0.03912590071558952, -0.021246526390314102, 0.10825159400701523, 0.03309782221913338, 0.025888405740261078, 0.17752814292907715, -0.16670328378677368, 0.07271763682365417, -0.17820273339748383, -0.005314215086400509, -0.09365718066692352, 0.07541055232286453, -0.09808290004730225, 0.005319082178175449, -0.06301385164260864, 0.057316433638334274, 0.047158945351839066, 0.025777649134397507, 0.027162503451108932, -0.10271202027797699, 0.013251717202365398, 0.14219534397125244, 0.13313204050064087, 0.07890190929174423, -0.04867994785308838, 0.09005073457956314, -0.004920334089547396, 0.032627545297145844, -0.11571529507637024, 0.047547608613967896, 0.15255282819271088, 0.04020122438669205, 0.08131081610918045, -0.018906300887465477, -0.13437515497207642, -0.07029887288808823, 0.06423041969537735, -0.10456293076276779, -0.016254030168056488, -0.04017854854464531, -0.2328137457370758, -0.03195982798933983, 0.03768924996256828, 0.16475948691368103, -0.028336167335510254, 0.014978875406086445, -0.016507968306541443, 0.010696114972233772, -0.053340185433626175, 0.18286149203777313, 0.09971655160188675, 0.05284242331981659, -0.07232294976711273, 0.04944613203406334, -0.05302700400352478, -0.05607842653989792, 0.08116038143634796, 0.13139094412326813, -0.042806342244148254, -0.07314666360616684, 0.09038318693637848, 0.1466955542564392, -0.09133900701999664, -0.05493771284818649, -0.15285521745681763, -0.10347618162631989, 0.033656418323516846, 0.19513198733329773, 0.08265094459056854, 0.021915176883339882, 0.11178445816040039, -0.025948431342840195, 0.004438898526132107, 0.12207037955522537, 0.07147383689880371, 0.06157684326171875, -0.029770907014608383, -0.012324820272624493, -0.018507517874240875, 0.05329051986336708, -0.0022082054056227207, 0.03711536526679993, -0.19154225289821625, 0.01974763721227646, -0.24886922538280487, 0.052275512367486954, 0.03661032021045685, 0.022581052035093307, -0.009663763456046581, -0.08813957870006561, -0.022371578961610794, 0.023352567106485367, -0.10023117065429688, -0.022392185404896736, 0.011895313858985901, 0.05559531971812248, -0.1821153461933136, 0.007822472602128983, 0.016838883981108665, -0.10020412504673004, 0.07477805763483047, 0.016861973330378532, -0.0310328658670187, 0.09311063587665558, -0.17790865898132324, 0.007847299799323082, -0.00851394236087799, 0.035188764333724976, 0.005930173210799694, -0.032496895641088486, 0.06288927793502808, 0.07739898562431335, 0.08864135295152664, 0.06282176077365875, 0.0778251439332962, -0.09515076130628586, -0.002668398665264249, -0.09572375565767288, -0.09265176206827164, -0.008715369738638401, 0.0924079418182373, 0.0735326036810875, 0.0071443114429712296, 0.0896957740187645, -0.09511031955480576, 0.01429602038115263, -0.17053157091140747, -0.04045362398028374, 0.018384726718068123, -0.04210512712597847, -0.10876914858818054, 0.04146205633878708, 0.09142682701349258, -0.01862322725355625, 0.17328841984272003, -0.024371715262532234, 0.12342747300863266, 0.019475353881716728, -0.07229828834533691, 0.07858899235725403, 0.04755965992808342, 0.1295587569475174, -0.05372553691267967, 0.025266945362091064, -0.04845769330859184, -0.042967647314071655, 0.01763216406106949, -0.031223710626363754, 0.15943394601345062, 0.22778306901454926, 0.055098604410886765, 0.13161160051822662, 0.07837527245283127, -0.05455990880727768, -0.0229504331946373, 0.003391046542674303, 0.011236394755542278, 0.13535352051258087, -0.005890985950827599, 0.19656218588352203, 0.10096431523561478, -0.1846321076154709, 0.05990159511566162, -0.05646587908267975, -0.08109842240810394, -0.12737397849559784, -0.07474876940250397, -0.09335143119096756, -0.16462914645671844, 0.0805860161781311, -0.11373511701822281, 0.03351879119873047, -0.02844257466495037, 0.08143814653158188, -0.05826001614332199, 0.10452049225568771, 0.09296286106109619, -0.05365658178925514, 0.11856184899806976, 0.0163031667470932, 0.003717779414728284, 0.09193407744169235, -0.0032974258065223694, 0.08169553428888321, -0.048602472990751266, -0.006424082908779383, 0.06987513601779938, -0.032614629715681076, 0.010543112643063068, -0.03685251250863075, -0.05049875006079674, -0.003859235905110836, 0.034989580512046814, 0.08937991410493851, 0.19429384171962738, 0.05898406356573105, -0.016556082293391228, -0.011815830133855343, 0.07229015231132507, -0.02474904991686344, -0.10611256957054138, -0.06491249054670334, 0.14466582238674164, 0.008698477409780025, 0.08355066180229187, -0.0058232867158949375, -0.1010175347328186, -0.0027422665152698755, 0.2035883069038391, 0.1282677948474884, -0.015396981500089169, 0.0028296594973653555, 0.0384899266064167, 0.003563347738236189, 0.030181700363755226, 0.0924205556511879, 0.022855183109641075, 0.2277929186820984, 0.005385247524827719, -0.07459791749715805, -0.025274507701396942, -0.051367100328207016, -0.037580884993076324, 0.10583104938268661, 0.008160128258168697, -0.08901450783014297, -0.045628730207681656, 0.03959016501903534, -0.046646974980831146, -0.09361909329891205, 0.05350780859589577, -0.15253537893295288, -0.10653609782457352, -0.09208832681179047, 0.05851848050951958, 0.047350648790597916, -0.03372783213853836, -0.0341772586107254, -0.07135797291994095, 0.10017979890108109, -0.06937150657176971, -0.06453385949134827, -0.16198913753032684, -0.00004708966662292369, -0.13165630400180817, 0.17673596739768982, 0.030476119369268417, 0.18806922435760498, 0.1262366622686386, 0.03273789584636688, -0.0609244778752327, 0.06770583987236023, 0.10156819224357605, -0.12498757243156433, 0.06192340701818466, 0.07100097090005875, -0.004690385889261961, 0.15890522301197052, 0.05480629950761795, 0.03343848139047623, 0.05600978434085846, 0.06907401978969574, -0.07388055324554443, -0.15071675181388855, 0.04430028796195984, -0.13595429062843323, 0.07594834268093109, 0.20820054411888123, -0.020330721512436867, -0.011690712533891201, -0.0872664824128151, 0.0805884301662445, -0.046458665281534195, 0.09050185978412628, 0.0374114029109478, -0.16062846779823303, 0.0636196881532669, 0.1039699986577034, 0.024119678884744644, -0.2507677674293518, -0.045011863112449646, 0.012906619347631931, 0.00994654931128025, -0.043376315385103226, 0.15659689903259277, 0.04882483929395676, 0.04080023244023323, -0.025893615558743477, -0.17471083998680115, 0.032589513808488846, 0.10810566693544388, -0.1391049325466156, -0.06669158488512039 ]
null
null
transformers
### eng-gmw * source group: English * target group: West Germanic languages * OPUS readme: [eng-gmw](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gmw/README.md) * model: transformer * source language(s): eng * target language(s): afr ang_Latn deu enm_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmw/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmw/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmw/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009-engdeu.eng.deu | 21.4 | 0.518 | | news-test2008-engdeu.eng.deu | 21.0 | 0.510 | | newstest2009-engdeu.eng.deu | 20.4 | 0.513 | | newstest2010-engdeu.eng.deu | 22.9 | 0.528 | | newstest2011-engdeu.eng.deu | 20.5 | 0.508 | | newstest2012-engdeu.eng.deu | 21.0 | 0.507 | | newstest2013-engdeu.eng.deu | 24.7 | 0.533 | | newstest2015-ende-engdeu.eng.deu | 28.2 | 0.568 | | newstest2016-ende-engdeu.eng.deu | 33.3 | 0.605 | | newstest2017-ende-engdeu.eng.deu | 26.5 | 0.559 | | newstest2018-ende-engdeu.eng.deu | 39.9 | 0.649 | | newstest2019-ende-engdeu.eng.deu | 35.9 | 0.616 | | Tatoeba-test.eng-afr.eng.afr | 55.7 | 0.740 | | Tatoeba-test.eng-ang.eng.ang | 6.5 | 0.164 | | Tatoeba-test.eng-deu.eng.deu | 40.4 | 0.614 | | Tatoeba-test.eng-enm.eng.enm | 2.3 | 0.254 | | Tatoeba-test.eng-frr.eng.frr | 8.4 | 0.248 | | Tatoeba-test.eng-fry.eng.fry | 17.9 | 0.424 | | Tatoeba-test.eng-gos.eng.gos | 2.2 | 0.309 | | Tatoeba-test.eng-gsw.eng.gsw | 1.6 | 0.186 | | Tatoeba-test.eng-ksh.eng.ksh | 1.5 | 0.189 | | Tatoeba-test.eng-ltz.eng.ltz | 20.2 | 0.383 | | Tatoeba-test.eng.multi | 41.6 | 0.609 | | Tatoeba-test.eng-nds.eng.nds | 18.9 | 0.437 | | Tatoeba-test.eng-nld.eng.nld | 53.1 | 0.699 | | Tatoeba-test.eng-pdc.eng.pdc | 7.7 | 0.262 | | Tatoeba-test.eng-sco.eng.sco | 37.7 | 0.557 | | Tatoeba-test.eng-stq.eng.stq | 5.9 | 0.380 | | Tatoeba-test.eng-swg.eng.swg | 6.2 | 0.236 | | Tatoeba-test.eng-yid.eng.yid | 6.8 | 0.296 | ### System Info: - hf_name: eng-gmw - source_languages: eng - target_languages: gmw - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-gmw/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'nl', 'lb', 'af', 'de', 'fy', 'yi', 'gmw'] - src_constituents: {'eng'} - tgt_constituents: {'ksh', 'nld', 'eng', 'enm_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmw/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gmw/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: gmw - short_pair: en-gmw - chrF2_score: 0.609 - bleu: 41.6 - brevity_penalty: 0.9890000000000001 - ref_len: 74922.0 - src_name: English - tgt_name: West Germanic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: gmw - prefer_old: False - long_pair: eng-gmw - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "nl", "lb", "af", "de", "fy", "yi", "gmw"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gmw
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "nl", "lb", "af", "de", "fy", "yi", "gmw", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "nl", "lb", "af", "de", "fy", "yi", "gmw" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #nl #lb #af #de #fy #yi #gmw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-gmw * source group: English * target group: West Germanic languages * OPUS readme: eng-gmw * model: transformer * source language(s): eng * target language(s): afr ang\_Latn deu enm\_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 21.4, chr-F: 0.518 testset: URL, BLEU: 21.0, chr-F: 0.510 testset: URL, BLEU: 20.4, chr-F: 0.513 testset: URL, BLEU: 22.9, chr-F: 0.528 testset: URL, BLEU: 20.5, chr-F: 0.508 testset: URL, BLEU: 21.0, chr-F: 0.507 testset: URL, BLEU: 24.7, chr-F: 0.533 testset: URL, BLEU: 28.2, chr-F: 0.568 testset: URL, BLEU: 33.3, chr-F: 0.605 testset: URL, BLEU: 26.5, chr-F: 0.559 testset: URL, BLEU: 39.9, chr-F: 0.649 testset: URL, BLEU: 35.9, chr-F: 0.616 testset: URL, BLEU: 55.7, chr-F: 0.740 testset: URL, BLEU: 6.5, chr-F: 0.164 testset: URL, BLEU: 40.4, chr-F: 0.614 testset: URL, BLEU: 2.3, chr-F: 0.254 testset: URL, BLEU: 8.4, chr-F: 0.248 testset: URL, BLEU: 17.9, chr-F: 0.424 testset: URL, BLEU: 2.2, chr-F: 0.309 testset: URL, BLEU: 1.6, chr-F: 0.186 testset: URL, BLEU: 1.5, chr-F: 0.189 testset: URL, BLEU: 20.2, chr-F: 0.383 testset: URL, BLEU: 41.6, chr-F: 0.609 testset: URL, BLEU: 18.9, chr-F: 0.437 testset: URL, BLEU: 53.1, chr-F: 0.699 testset: URL, BLEU: 7.7, chr-F: 0.262 testset: URL, BLEU: 37.7, chr-F: 0.557 testset: URL, BLEU: 5.9, chr-F: 0.380 testset: URL, BLEU: 6.2, chr-F: 0.236 testset: URL, BLEU: 6.8, chr-F: 0.296 ### System Info: * hf\_name: eng-gmw * source\_languages: eng * target\_languages: gmw * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'nl', 'lb', 'af', 'de', 'fy', 'yi', 'gmw'] * src\_constituents: {'eng'} * tgt\_constituents: {'ksh', 'nld', 'eng', 'enm\_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang\_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: gmw * short\_pair: en-gmw * chrF2\_score: 0.609 * bleu: 41.6 * brevity\_penalty: 0.9890000000000001 * ref\_len: 74922.0 * src\_name: English * tgt\_name: West Germanic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: gmw * prefer\_old: False * long\_pair: eng-gmw * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-gmw\n\n\n* source group: English\n* target group: West Germanic languages\n* OPUS readme: eng-gmw\n* model: transformer\n* source language(s): eng\n* target language(s): afr ang\\_Latn deu enm\\_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.4, chr-F: 0.518\ntestset: URL, BLEU: 21.0, chr-F: 0.510\ntestset: URL, BLEU: 20.4, chr-F: 0.513\ntestset: URL, BLEU: 22.9, chr-F: 0.528\ntestset: URL, BLEU: 20.5, chr-F: 0.508\ntestset: URL, BLEU: 21.0, chr-F: 0.507\ntestset: URL, BLEU: 24.7, chr-F: 0.533\ntestset: URL, BLEU: 28.2, chr-F: 0.568\ntestset: URL, BLEU: 33.3, chr-F: 0.605\ntestset: URL, BLEU: 26.5, chr-F: 0.559\ntestset: URL, BLEU: 39.9, chr-F: 0.649\ntestset: URL, BLEU: 35.9, chr-F: 0.616\ntestset: URL, BLEU: 55.7, chr-F: 0.740\ntestset: URL, BLEU: 6.5, chr-F: 0.164\ntestset: URL, BLEU: 40.4, chr-F: 0.614\ntestset: URL, BLEU: 2.3, chr-F: 0.254\ntestset: URL, BLEU: 8.4, chr-F: 0.248\ntestset: URL, BLEU: 17.9, chr-F: 0.424\ntestset: URL, BLEU: 2.2, chr-F: 0.309\ntestset: URL, BLEU: 1.6, chr-F: 0.186\ntestset: URL, BLEU: 1.5, chr-F: 0.189\ntestset: URL, BLEU: 20.2, chr-F: 0.383\ntestset: URL, BLEU: 41.6, chr-F: 0.609\ntestset: URL, BLEU: 18.9, chr-F: 0.437\ntestset: URL, BLEU: 53.1, chr-F: 0.699\ntestset: URL, BLEU: 7.7, chr-F: 0.262\ntestset: URL, BLEU: 37.7, chr-F: 0.557\ntestset: URL, BLEU: 5.9, chr-F: 0.380\ntestset: URL, BLEU: 6.2, chr-F: 0.236\ntestset: URL, BLEU: 6.8, chr-F: 0.296", "### System Info:\n\n\n* hf\\_name: eng-gmw\n* source\\_languages: eng\n* target\\_languages: gmw\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'nl', 'lb', 'af', 'de', 'fy', 'yi', 'gmw']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'ksh', 'nld', 'eng', 'enm\\_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang\\_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gmw\n* short\\_pair: en-gmw\n* chrF2\\_score: 0.609\n* bleu: 41.6\n* brevity\\_penalty: 0.9890000000000001\n* ref\\_len: 74922.0\n* src\\_name: English\n* tgt\\_name: West Germanic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: gmw\n* prefer\\_old: False\n* long\\_pair: eng-gmw\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #nl #lb #af #de #fy #yi #gmw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-gmw\n\n\n* source group: English\n* target group: West Germanic languages\n* OPUS readme: eng-gmw\n* model: transformer\n* source language(s): eng\n* target language(s): afr ang\\_Latn deu enm\\_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.4, chr-F: 0.518\ntestset: URL, BLEU: 21.0, chr-F: 0.510\ntestset: URL, BLEU: 20.4, chr-F: 0.513\ntestset: URL, BLEU: 22.9, chr-F: 0.528\ntestset: URL, BLEU: 20.5, chr-F: 0.508\ntestset: URL, BLEU: 21.0, chr-F: 0.507\ntestset: URL, BLEU: 24.7, chr-F: 0.533\ntestset: URL, BLEU: 28.2, chr-F: 0.568\ntestset: URL, BLEU: 33.3, chr-F: 0.605\ntestset: URL, BLEU: 26.5, chr-F: 0.559\ntestset: URL, BLEU: 39.9, chr-F: 0.649\ntestset: URL, BLEU: 35.9, chr-F: 0.616\ntestset: URL, BLEU: 55.7, chr-F: 0.740\ntestset: URL, BLEU: 6.5, chr-F: 0.164\ntestset: URL, BLEU: 40.4, chr-F: 0.614\ntestset: URL, BLEU: 2.3, chr-F: 0.254\ntestset: URL, BLEU: 8.4, chr-F: 0.248\ntestset: URL, BLEU: 17.9, chr-F: 0.424\ntestset: URL, BLEU: 2.2, chr-F: 0.309\ntestset: URL, BLEU: 1.6, chr-F: 0.186\ntestset: URL, BLEU: 1.5, chr-F: 0.189\ntestset: URL, BLEU: 20.2, chr-F: 0.383\ntestset: URL, BLEU: 41.6, chr-F: 0.609\ntestset: URL, BLEU: 18.9, chr-F: 0.437\ntestset: URL, BLEU: 53.1, chr-F: 0.699\ntestset: URL, BLEU: 7.7, chr-F: 0.262\ntestset: URL, BLEU: 37.7, chr-F: 0.557\ntestset: URL, BLEU: 5.9, chr-F: 0.380\ntestset: URL, BLEU: 6.2, chr-F: 0.236\ntestset: URL, BLEU: 6.8, chr-F: 0.296", "### System Info:\n\n\n* hf\\_name: eng-gmw\n* source\\_languages: eng\n* target\\_languages: gmw\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'nl', 'lb', 'af', 'de', 'fy', 'yi', 'gmw']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'ksh', 'nld', 'eng', 'enm\\_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang\\_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: gmw\n* short\\_pair: en-gmw\n* chrF2\\_score: 0.609\n* bleu: 41.6\n* brevity\\_penalty: 0.9890000000000001\n* ref\\_len: 74922.0\n* src\\_name: English\n* tgt\\_name: West Germanic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: gmw\n* prefer\\_old: False\n* long\\_pair: eng-gmw\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 75, 689, 524 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #nl #lb #af #de #fy #yi #gmw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-gmw\n\n\n* source group: English\n* target group: West Germanic languages\n* OPUS readme: eng-gmw\n* model: transformer\n* source language(s): eng\n* target language(s): afr ang\\_Latn deu enm\\_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 21.4, chr-F: 0.518\ntestset: URL, BLEU: 21.0, chr-F: 0.510\ntestset: URL, BLEU: 20.4, chr-F: 0.513\ntestset: URL, BLEU: 22.9, chr-F: 0.528\ntestset: URL, BLEU: 20.5, chr-F: 0.508\ntestset: URL, BLEU: 21.0, chr-F: 0.507\ntestset: URL, BLEU: 24.7, chr-F: 0.533\ntestset: URL, BLEU: 28.2, chr-F: 0.568\ntestset: URL, BLEU: 33.3, chr-F: 0.605\ntestset: URL, BLEU: 26.5, chr-F: 0.559\ntestset: URL, BLEU: 39.9, chr-F: 0.649\ntestset: URL, BLEU: 35.9, chr-F: 0.616\ntestset: URL, BLEU: 55.7, chr-F: 0.740\ntestset: URL, BLEU: 6.5, chr-F: 0.164\ntestset: URL, BLEU: 40.4, chr-F: 0.614\ntestset: URL, BLEU: 2.3, chr-F: 0.254\ntestset: URL, BLEU: 8.4, chr-F: 0.248\ntestset: URL, BLEU: 17.9, chr-F: 0.424\ntestset: URL, BLEU: 2.2, chr-F: 0.309\ntestset: URL, BLEU: 1.6, chr-F: 0.186\ntestset: URL, BLEU: 1.5, chr-F: 0.189\ntestset: URL, BLEU: 20.2, chr-F: 0.383\ntestset: URL, BLEU: 41.6, chr-F: 0.609\ntestset: URL, BLEU: 18.9, chr-F: 0.437\ntestset: URL, BLEU: 53.1, chr-F: 0.699\ntestset: URL, BLEU: 7.7, chr-F: 0.262\ntestset: URL, BLEU: 37.7, chr-F: 0.557\ntestset: URL, BLEU: 5.9, chr-F: 0.380\ntestset: URL, BLEU: 6.2, chr-F: 0.236\ntestset: URL, BLEU: 6.8, chr-F: 0.296" ]
[ -0.10319396108388901, 0.10588373243808746, -0.007218546699732542, 0.05344293266534805, 0.015156729146838188, 0.04218582063913345, 0.09543366730213165, 0.12690375745296478, 0.04105387628078461, 0.048666149377822876, 0.1330118477344513, 0.08929726481437683, 0.011848297901451588, 0.09731355309486389, -0.0107328025624156, -0.13569077849388123, 0.014914613217115402, 0.012985698878765106, -0.09676884859800339, 0.09654892981052399, 0.0790545791387558, -0.027562223374843597, 0.05633879452943802, -0.04836208000779152, -0.021484853699803352, 0.040991682559251785, 0.011511408723890781, -0.04120456427335739, 0.05779057741165161, 0.08926448971033096, 0.009572106413543224, 0.07018200308084488, -0.008291414938867092, -0.22061662375926971, 0.009489089250564575, -0.011546335183084011, -0.06771909445524216, 0.01532677747309208, 0.020675644278526306, -0.04395622760057449, 0.13722211122512817, -0.03140512853860855, -0.05344051122665405, 0.03335266560316086, -0.07662517577409744, -0.1895698457956314, -0.0652380883693695, 0.09662297368049622, -0.02501884661614895, 0.08663706481456757, -0.01606883853673935, 0.1222030371427536, -0.10652267187833786, 0.10629848390817642, 0.2040400207042694, -0.2768321633338928, -0.026515228673815727, 0.06730683147907257, 0.08199682831764221, 0.03911428526043892, -0.04709011688828468, 0.041345346719026566, 0.08125890791416168, 0.022891057655215263, -0.05244415998458862, -0.08573208749294281, -0.021102871745824814, 0.03210676088929176, -0.10061344504356384, -0.05202559754252434, 0.23538216948509216, 0.016415942460298538, -0.026332037523388863, 0.009452058002352715, -0.02272406965494156, -0.036362286657094955, -0.013011401519179344, 0.019450083374977112, 0.02343869023025036, 0.014738954603672028, 0.03021281771361828, -0.022634778171777725, -0.07676719129085541, -0.03080116957426071, -0.08153870701789856, 0.13716088235378265, 0.03191513195633888, 0.015284189954400063, -0.053932830691337585, 0.05960385128855705, -0.008494122885167599, -0.14428436756134033, -0.05737346410751343, -0.04552097246050835, 0.03439425677061081, 0.04020615667104721, -0.04744620993733406, 0.04429405927658081, 0.13537755608558655, 0.18191300332546234, -0.07473677396774292, 0.06185504421591759, -0.06136595457792282, 0.05150178447365761, -0.02321550063788891, 0.13221392035484314, -0.007543891668319702, -0.07793474197387695, 0.02650482766330242, -0.002396244555711746, 0.03127877786755562, 0.01250127237290144, -0.08977121114730835, -0.044856276363134384, 0.016661088913679123, 0.09286162257194519, 0.017710145562887192, 0.03045772574841976, -0.041615020483732224, 0.025574740022420883, 0.049281198531389236, -0.08406982570886612, 0.03659549728035927, 0.0719618946313858, -0.006865488365292549, -0.0035790465772151947, 0.04966273158788681, -0.056433264166116714, -0.04798884689807892, 0.0012226710096001625, -0.030906692147254944, -0.029114844277501106, -0.014662886038422585, -0.06798842549324036, 0.07600163668394089, -0.005309568718075752, 0.032120030373334885, -0.08928880095481873, -0.08273918926715851, -0.04041621834039688, 0.0108605045825243, -0.030964363366365433, -0.027335796505212784, -0.01842338591814041, -0.07702082395553589, 0.047160614281892776, -0.03371994569897652, 0.018267681822180748, -0.066456638276577, 0.10445790737867355, 0.014568321406841278, 0.048646554350852966, -0.04278893023729324, 0.012269265949726105, -0.08806630969047546, 0.022735238075256348, -0.0812610611319542, 0.030750242993235588, -0.154159277677536, 0.06270559877157211, -0.03147965669631958, -0.07873782515525818, -0.03407497704029083, 0.0544288195669651, 0.029548505321145058, 0.14114733040332794, -0.1529577374458313, -0.06236230209469795, 0.20709797739982605, -0.09930464625358582, -0.12010155618190765, 0.054662007838487625, 0.034978993237018585, -0.04865517467260361, 0.02585025131702423, 0.18652234971523285, 0.10178737342357635, -0.07623174041509628, 0.008718207478523254, 0.08378387987613678, 0.038214001804590225, 0.002525951713323593, 0.07502581179141998, -0.035668715834617615, -0.06127692013978958, 0.034551478922367096, -0.0659487247467041, 0.06057445704936981, -0.023751894012093544, -0.05124969780445099, -0.06674506515264511, -0.04614647850394249, 0.04586735740303993, 0.04842410981655121, -0.01700221560895443, -0.09595633298158646, -0.07362276315689087, 0.0032841768115758896, 0.09804554283618927, -0.0035980381071567535, 0.03193226829171181, -0.03407542407512665, 0.10526099056005478, 0.015989651903510094, 0.02352934703230858, -0.10059899091720581, -0.03277282789349556, 0.029039425775408745, -0.021970663219690323, 0.06397838145494461, 0.10667714476585388, 0.05807875841856003, -0.027109285816550255, -0.04077935591340065, -0.029653634876012802, 0.020999664440751076, -0.005775243043899536, -0.022312907502055168, -0.20159666240215302, 0.04050688073039055, -0.028548553586006165, 0.04013065993785858, -0.15822502970695496, -0.006118938326835632, 0.11045173555612564, 0.10106877982616425, -0.04288817197084427, 0.057843372225761414, 0.005587397143244743, 0.015404457226395607, -0.057863444089889526, -0.014778397977352142, 0.021635960787534714, -0.019239548593759537, -0.0950612723827362, 0.11367732286453247, -0.056005626916885376, 0.1451188176870346, 0.16403710842132568, -0.0423843115568161, -0.018534593284130096, 0.028088413178920746, -0.05084856227040291, 0.003464895999059081, 0.05984088033437729, -0.030668705701828003, 0.02869405597448349, -0.011878188699483871, 0.10590146481990814, -0.09022771567106247, -0.057437632232904434, -0.010312074795365334, -0.029409337788820267, -0.056448087096214294, 0.16876311600208282, 0.026461629197001457, -0.07402193546295166, 0.1360030323266983, 0.18923215568065643, -0.009098977781832218, 0.19997304677963257, -0.08625978976488113, -0.041381023824214935, -0.003369168844074011, 0.0415247306227684, -0.03673900291323662, 0.12995964288711548, -0.11480516195297241, 0.017447613179683685, 0.04185151681303978, 0.017125576734542847, 0.027650225907564163, -0.10234533995389938, -0.02914716675877571, -0.003445935435593128, -0.07716047763824463, -0.0008825827389955521, 0.0532345250248909, -0.005563696846365929, 0.09564447402954102, -0.04850976914167404, -0.06109078601002693, 0.015218362212181091, -0.025122145190835, -0.10878263413906097, 0.17424185574054718, -0.14595767855644226, -0.21281373500823975, -0.08832301199436188, 0.007521595805883408, -0.08864597976207733, -0.03093026764690876, 0.10044954717159271, -0.10691730678081512, -0.04502563178539276, -0.05687907710671425, -0.0039892010390758514, -0.021817635744810104, -0.014936119318008423, -0.04446655511856079, 0.027525784447789192, 0.03892948478460312, -0.14637568593025208, -0.02144506759941578, -0.0034525208175182343, -0.01000639796257019, 0.0430692695081234, -0.04143163561820984, 0.09816429018974304, 0.10899145901203156, 0.023884199559688568, 0.046917252242565155, -0.010094128549098969, 0.2155616283416748, -0.08973729610443115, 0.024779126048088074, 0.08227093517780304, 0.013731703162193298, 0.02682308666408062, 0.10830380767583847, 0.0047476813197135925, -0.06779617071151733, 0.002396064344793558, 0.001652546226978302, -0.01373080164194107, -0.2727864980697632, -0.0944620668888092, -0.06694900989532471, 0.03122389130294323, -0.009970491752028465, 0.08611826598644257, 0.02500351518392563, 0.025737915188074112, -0.025617435574531555, 0.006377771496772766, -0.003808545181527734, 0.03440094366669655, 0.20326568186283112, -0.013367652893066406, 0.0779711902141571, -0.09148377925157547, -0.02248162217438221, 0.10426736623048782, 0.041667353361845016, 0.09416435658931732, 0.006608461961150169, 0.05300310254096985, 0.08436214923858643, 0.11804415285587311, -0.0015483349561691284, 0.009697210043668747, -0.0006253235042095184, -0.013841678388416767, 0.002156917005777359, -0.0748886689543724, 0.014450621791183949, 0.04176687076687813, 0.009801541455090046, -0.027014203369617462, -0.04495598375797272, -0.07919792830944061, 0.09321810305118561, 0.0848674476146698, 0.07424414157867432, -0.09277370572090149, -0.0019312947988510132, 0.06085122376680374, 0.00020455196499824524, -0.060713548213243484, 0.06365133821964264, 0.045628905296325684, -0.0722467452287674, 0.1172793060541153, 0.05031922459602356, 0.08988730609416962, 0.024619217962026596, 0.0368187390267849, -0.014104995876550674, -0.02563486248254776, 0.02856198139488697, 0.10114823281764984, -0.32063478231430054, 0.2167804092168808, 0.012906881049275398, -0.021874260157346725, -0.04221160337328911, -0.0017337342724204063, 0.0325101763010025, 0.1105845496058464, 0.10941866040229797, 0.03987685590982437, -0.10012051463127136, -0.05511283129453659, 0.0059656789526343346, 0.04322401434183121, 0.08219173550605774, 0.03270801529288292, 0.018328439444303513, -0.031554076820611954, -0.04589291661977768, -0.011128239333629608, 0.029189154505729675, -0.122794508934021, -0.056622214615345, 0.0711514875292778, 0.015675585716962814, -0.029024288058280945, -0.05136454850435257, -0.037505973130464554, -0.10150464624166489, 0.17355072498321533, -0.12738297879695892, -0.03928426653146744, -0.0961018055677414, -0.03418874368071556, 0.13322481513023376, -0.09039121866226196, 0.015078332275152206, -0.0345013253390789, 0.006435353308916092, -0.03851068392395973, -0.11242039501667023, 0.07681263238191605, -0.08005034178495407, -0.13108745217323303, -0.03355355188250542, 0.16625575721263885, -0.06179453805088997, 0.06482713669538498, 0.010260915383696556, -0.013697242364287376, -0.02660076692700386, -0.12340323626995087, 0.004615169484168291, -0.03388351947069168, -0.03608253598213196, 0.02757144533097744, -0.11127340793609619, -0.04288617521524429, -0.009797163307666779, -0.06389959156513214, 0.11582788825035095, 0.24554330110549927, -0.08876853436231613, 0.10053890943527222, 0.09451717883348465, -0.1048126369714737, -0.24704353511333466, -0.029886923730373383, -0.0612846314907074, -0.01217655185610056, 0.0013798428699374199, -0.13715249300003052, 0.03520975261926651, 0.006299697794020176, -0.03494951128959656, 0.1546187847852707, -0.1996016800403595, -0.09346192330121994, 0.12989988923072815, 0.021805349737405777, 0.14507050812244415, -0.18332897126674652, -0.09990769624710083, -0.04635864496231079, -0.1368374228477478, 0.023925429210066795, -0.08662489056587219, 0.07153160870075226, -0.031954433768987656, -0.02460119128227234, 0.03973248973488808, -0.01704539731144905, 0.13741454482078552, -0.0005107522010803223, 0.02800164744257927, -0.07513110339641571, 0.03596440330147743, 0.08140572905540466, 0.014515617862343788, 0.08870178461074829, -0.15428081154823303, 0.04904140159487724, -0.13422060012817383, -0.0021316707134246826, -0.09229006618261337, 0.0644715428352356, -0.07389773428440094, -0.02530425786972046, -0.06486433744430542, 0.027451498433947563, 0.03071962669491768, 0.008510787039995193, 0.06338760256767273, -0.046402495354413986, 0.03392815962433815, 0.10649508982896805, 0.11572202295064926, -0.010641999542713165, -0.0031901970505714417, 0.011177096515893936, -0.032294727861881256, 0.01965055987238884, -0.15584032237529755, 0.03804222494363785, 0.129366934299469, 0.009059948846697807, 0.07248380035161972, 0.007020575925707817, -0.07506753504276276, -0.055916860699653625, 0.11479689180850983, -0.12421346455812454, -0.039122436195611954, -0.042712341994047165, -0.1001380980014801, 0.028369665145874023, 0.010487409308552742, 0.16553136706352234, 0.0033602318726480007, -0.005441498011350632, 0.0007248492911458015, 0.007674059830605984, -0.057307496666908264, 0.11099439859390259, 0.08371071517467499, 0.032601721584796906, -0.08485650271177292, 0.04726935923099518, -0.015462784096598625, -0.059272028505802155, 0.048571113497018814, 0.13771620392799377, -0.06583888828754425, -0.12565985321998596, 0.015498790889978409, 0.07231298834085464, -0.08473163843154907, -0.059805598109960556, -0.0804063007235527, -0.1174815446138382, 0.05454709380865097, 0.18041878938674927, 0.06470735371112823, 0.03614732623100281, 0.06208059564232826, -0.03479704260826111, 0.03248137980699539, 0.07226631790399551, 0.01579364389181137, 0.035495907068252563, -0.08295299112796783, 0.020388200879096985, -0.00404764199629426, 0.11059287935495377, -0.02672237530350685, 0.017217375338077545, -0.14905431866645813, 0.01854141242802143, -0.1945316195487976, -0.012340288609266281, -0.00951271504163742, -0.024227263405919075, 0.00321512995287776, -0.1127876341342926, -0.03500140458345413, 0.011889141984283924, -0.10445517301559448, -0.012338421307504177, 0.005993133410811424, 0.08249984681606293, -0.13546845316886902, -0.030353914946317673, 0.06580226868391037, -0.0581684410572052, 0.09374387562274933, 0.04083830490708351, -0.03196144849061966, 0.07864487171173096, -0.10507760941982269, -0.017868613824248314, 0.02836863324046135, 0.04160279780626297, 0.016328344121575356, -0.025279713794589043, 0.030691873282194138, 0.04932176321744919, 0.05144879221916199, 0.060807518661022186, 0.03263125941157341, -0.08808283507823944, 0.008316454477608204, -0.06277725100517273, -0.10886509716510773, 0.002362246857956052, 0.017446909099817276, 0.09369127452373505, -0.0072202738374471664, 0.07839164137840271, -0.059730902314186096, 0.02044549398124218, -0.12714767456054688, -0.0014362819492816925, -0.01772061549127102, -0.09567223489284515, -0.09677787870168686, -0.01618899777531624, 0.03308490291237831, -0.018108300864696503, 0.1853814721107483, -0.02102971263229847, -0.002072378993034363, 0.028708968311548233, -0.016342945396900177, 0.04631885886192322, 0.023503471165895462, 0.1365392804145813, 0.003810962662100792, 0.0033437125384807587, -0.08984194695949554, -0.0001581236720085144, -0.0012862335424870253, -0.039930157363414764, 0.08752186596393585, 0.13262175023555756, 0.09143880009651184, 0.08607176691293716, 0.06559087336063385, -0.05841764435172081, -0.048241160809993744, -0.04738488048315048, 0.002138642594218254, 0.09359991550445557, -0.02428596094250679, 0.14751210808753967, 0.11270822584629059, -0.12384901195764542, 0.05637320131063461, -0.05509476363658905, -0.04005218297243118, -0.124495729804039, -0.08820385485887527, -0.07719182223081589, -0.12184767425060272, 0.030307937413454056, -0.0841856300830841, 0.04142618924379349, -0.028462711721658707, 0.057977113872766495, -0.0434563122689724, 0.05833113193511963, 0.04749817028641701, -0.047444943338632584, 0.08646242320537567, 0.010828746482729912, -0.0023755505681037903, 0.006149940192699432, 0.00416326941922307, -0.007357168942689896, -0.05758495628833771, -0.033344827592372894, 0.055921390652656555, -0.029442613944411278, 0.007467630319297314, -0.06377721577882767, -0.04777539148926735, -0.03565981239080429, 0.021317318081855774, 0.04775997996330261, 0.15143348276615143, 0.04071541875600815, -0.004857006017118692, 0.025502163916826248, 0.1332152932882309, -0.030921215191483498, -0.12285137921571732, -0.03523280844092369, 0.14246034622192383, 0.017200296744704247, 0.07468314468860626, -0.02044495940208435, -0.027721844613552094, -0.022103048861026764, 0.2531331181526184, 0.2029220312833786, -0.054749585688114166, 0.0281811710447073, 0.04651784151792526, 0.01725306734442711, 0.04670526087284088, 0.060921892523765564, 0.0931813195347786, 0.2068108171224594, -0.033782295882701874, -0.07544559985399246, -0.05340375006198883, -0.01582322083413601, -0.06104283034801483, 0.09783968329429626, 0.0021436288952827454, -0.0776887759566307, -0.021298162639141083, 0.04154027998447418, -0.07684242725372314, -0.026574760675430298, 0.016763169318437576, -0.1564316749572754, -0.08185533434152603, -0.03863988071680069, 0.07428715378046036, 0.048416733741760254, -0.0023231972008943558, -0.026085106655955315, -0.06137847900390625, 0.1050361841917038, -0.024379391223192215, -0.12776896357536316, -0.07296404987573624, 0.042732175439596176, -0.12854041159152985, 0.14542929828166962, -0.002072256989777088, 0.10071098059415817, 0.1101827472448349, 0.03267987444996834, -0.06538423150777817, 0.0662921667098999, 0.08647371828556061, -0.09706225991249084, 0.0005279835313558578, 0.011685840785503387, 0.0067496453411877155, 0.03835432231426239, 0.07788944244384766, 0.003097333014011383, 0.04975726455450058, 0.10112085938453674, -0.05924157053232193, -0.06678709387779236, 0.04850295931100845, -0.09524780511856079, 0.06014180928468704, 0.1272374987602234, -0.016535397619009018, -0.026384681463241577, -0.0731615424156189, 0.018344687297940254, -0.002243148162961006, 0.018148649483919144, 0.002423970028758049, -0.07174578309059143, 0.01452791690826416, 0.048009242862463, 0.04498015344142914, -0.17557057738304138, -0.062124624848365784, -0.011903272941708565, 0.01030994113534689, -0.06991972774267197, 0.12523697316646576, 0.0753982812166214, 0.02535669133067131, -0.005443882197141647, -0.10432282090187073, 0.034570060670375824, 0.07693751156330109, -0.12622776627540588, -0.05759800970554352 ]
null
null
transformers
### eng-grk * source group: English * target group: Greek languages * OPUS readme: [eng-grk](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-grk/README.md) * model: transformer * source language(s): eng * target language(s): ell grc_Grek * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-grk/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-grk/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-grk/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng-ell.eng.ell | 53.8 | 0.723 | | Tatoeba-test.eng-grc.eng.grc | 0.1 | 0.102 | | Tatoeba-test.eng.multi | 45.6 | 0.677 | ### System Info: - hf_name: eng-grk - source_languages: eng - target_languages: grk - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-grk/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'el', 'grk'] - src_constituents: {'eng'} - tgt_constituents: {'grc_Grek', 'ell'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-grk/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-grk/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: grk - short_pair: en-grk - chrF2_score: 0.677 - bleu: 45.6 - brevity_penalty: 1.0 - ref_len: 59951.0 - src_name: English - tgt_name: Greek languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: grk - prefer_old: False - long_pair: eng-grk - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "el", "grk"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-grk
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "el", "grk", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "el", "grk" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #el #grk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-grk * source group: English * target group: Greek languages * OPUS readme: eng-grk * model: transformer * source language(s): eng * target language(s): ell grc\_Grek * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 53.8, chr-F: 0.723 testset: URL, BLEU: 0.1, chr-F: 0.102 testset: URL, BLEU: 45.6, chr-F: 0.677 ### System Info: * hf\_name: eng-grk * source\_languages: eng * target\_languages: grk * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'el', 'grk'] * src\_constituents: {'eng'} * tgt\_constituents: {'grc\_Grek', 'ell'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm12k,spm12k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: grk * short\_pair: en-grk * chrF2\_score: 0.677 * bleu: 45.6 * brevity\_penalty: 1.0 * ref\_len: 59951.0 * src\_name: English * tgt\_name: Greek languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: grk * prefer\_old: False * long\_pair: eng-grk * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-grk\n\n\n* source group: English\n* target group: Greek languages\n* OPUS readme: eng-grk\n* model: transformer\n* source language(s): eng\n* target language(s): ell grc\\_Grek\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 53.8, chr-F: 0.723\ntestset: URL, BLEU: 0.1, chr-F: 0.102\ntestset: URL, BLEU: 45.6, chr-F: 0.677", "### System Info:\n\n\n* hf\\_name: eng-grk\n* source\\_languages: eng\n* target\\_languages: grk\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'el', 'grk']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'grc\\_Grek', 'ell'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: grk\n* short\\_pair: en-grk\n* chrF2\\_score: 0.677\n* bleu: 45.6\n* brevity\\_penalty: 1.0\n* ref\\_len: 59951.0\n* src\\_name: English\n* tgt\\_name: Greek languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: grk\n* prefer\\_old: False\n* long\\_pair: eng-grk\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #el #grk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-grk\n\n\n* source group: English\n* target group: Greek languages\n* OPUS readme: eng-grk\n* model: transformer\n* source language(s): eng\n* target language(s): ell grc\\_Grek\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 53.8, chr-F: 0.723\ntestset: URL, BLEU: 0.1, chr-F: 0.102\ntestset: URL, BLEU: 45.6, chr-F: 0.677", "### System Info:\n\n\n* hf\\_name: eng-grk\n* source\\_languages: eng\n* target\\_languages: grk\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'el', 'grk']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'grc\\_Grek', 'ell'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm12k,spm12k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: grk\n* short\\_pair: en-grk\n* chrF2\\_score: 0.677\n* bleu: 45.6\n* brevity\\_penalty: 1.0\n* ref\\_len: 59951.0\n* src\\_name: English\n* tgt\\_name: Greek languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: grk\n* prefer\\_old: False\n* long\\_pair: eng-grk\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 64, 187, 407 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #el #grk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-grk\n\n\n* source group: English\n* target group: Greek languages\n* OPUS readme: eng-grk\n* model: transformer\n* source language(s): eng\n* target language(s): ell grc\\_Grek\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm12k,spm12k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 53.8, chr-F: 0.723\ntestset: URL, BLEU: 0.1, chr-F: 0.102\ntestset: URL, BLEU: 45.6, chr-F: 0.677" ]
[ -0.11804401129484177, 0.02503849007189274, -0.0060180360451340675, 0.046830933541059494, 0.024806184694170952, 0.0193962212651968, 0.06453847885131836, 0.14883144199848175, 0.04173099249601364, 0.02388598956167698, 0.171377494931221, 0.08226078003644943, 0.018653174862265587, 0.12204399704933167, -0.043753862380981445, -0.07697595655918121, -0.004315304569900036, 0.047524306923151016, 0.05116529390215874, 0.14029701054096222, 0.08334383368492126, -0.028017543256282806, 0.06032845005393028, -0.06627635657787323, -0.07592905312776566, 0.07969523221254349, 0.06064314395189285, -0.05023710057139397, 0.0439273975789547, 0.05849747359752655, 0.011871075257658958, 0.06326869875192642, -0.02767832577228546, -0.24496906995773315, 0.0029352169949561357, -0.008230910636484623, -0.016385918483138084, -0.018481194972991943, 0.001733771525323391, -0.08197999745607376, 0.0770936906337738, -0.12188375741243362, -0.012196851894259453, 0.01944870688021183, -0.057156823575496674, -0.23069436848163605, -0.04690023139119148, 0.05826420336961746, -0.05663958936929703, 0.13610878586769104, -0.056342292577028275, 0.2288123369216919, -0.12168622016906738, 0.16998304426670074, 0.24866673350334167, -0.24276988208293915, -0.025418175384402275, 0.06071092188358307, 0.10580597817897797, 0.0781598761677742, 0.01281461026519537, 0.019557300955057144, 0.08258192986249924, 0.06434700638055801, -0.06904692202806473, -0.11578808724880219, -0.08999284356832504, 0.028797071427106857, -0.13338692486286163, -0.08454219251871109, 0.2364429384469986, -0.0023137482348829508, -0.11570486426353455, 0.02379310317337513, 0.003038795432075858, -0.05279848352074623, -0.0021386640146374702, 0.021713197231292725, 0.033436816185712814, -0.017681844532489777, -0.024413272738456726, -0.06508918106555939, -0.052360646426677704, -0.10295700281858444, -0.0417017824947834, 0.24866856634616852, 0.06282810866832733, 0.01788572035729885, -0.06135259196162224, 0.07381043583154678, -0.060555096715688705, -0.12069831788539886, -0.11279793828725815, -0.022889604791998863, 0.015114760026335716, 0.03165660798549652, -0.07987130433320999, -0.08708659559488297, 0.1439249962568283, 0.17505250871181488, -0.13143247365951538, 0.04512370750308037, -0.05012911930680275, 0.049916546791791916, -0.0659794881939888, 0.23870649933815002, 0.05049410089850426, -0.001997762592509389, 0.07054932415485382, 0.024785669520497322, 0.052277758717536926, 0.027164464816451073, -0.058594610542058945, -0.062076278030872345, 0.09347919374704361, 0.12016517668962479, -0.016219310462474823, 0.07070809602737427, -0.031891610473394394, 0.022371454164385796, -0.08768117427825928, -0.16666953265666962, 0.03641188144683838, 0.03533552587032318, -0.0349811315536499, -0.033138927072286606, 0.09547945857048035, -0.09160736203193665, -0.11902913451194763, -0.04006975516676903, 0.009582685306668282, 0.012972402386367321, -0.03618548437952995, -0.1214093565940857, 0.04930305480957031, -0.01473446749150753, 0.021120047196745872, -0.13750788569450378, -0.10252152383327484, -0.032438553869724274, 0.02803506702184677, 0.011596127413213253, 0.012109935283660889, -0.043285638093948364, -0.05478822439908981, -0.006683841347694397, -0.017442354932427406, -0.03739902749657631, -0.07347159087657928, 0.10423324257135391, 0.12256661057472229, 0.027415025979280472, 0.012356591410934925, 0.0023608277551829815, -0.1352580487728119, 0.005424016620963812, -0.1809433251619339, 0.07115449011325836, -0.14106713235378265, 0.051479779183864594, -0.05701768025755882, -0.07323634624481201, 0.030827322974801064, 0.06902545690536499, 0.07723233103752136, 0.1532866507768631, -0.13980963826179504, -0.04015953466296196, 0.2679045498371124, -0.09361020475625992, -0.11942259222269058, 0.1353132575750351, 0.005942139308899641, -0.0623488686978817, 0.08157574385404587, 0.21300272643566132, 0.03654978796839714, -0.13406549394130707, 0.0001894629531307146, 0.08031800389289856, 0.05079476162791252, 0.026682280004024506, 0.09640185534954071, -0.06550093740224838, -0.08307092636823654, 0.05155135691165924, -0.1251806765794754, 0.061164457350969315, -0.020048389211297035, -0.02927509881556034, -0.11318971961736679, -0.010493678040802479, 0.04448780044913292, 0.03428231552243233, -0.02823236770927906, -0.1573687046766281, -0.15390034019947052, 0.018531780689954758, 0.09807546436786652, -0.08605857193470001, 0.06062224134802818, -0.06738820672035217, 0.16192670166492462, -0.054740823805332184, 0.04135243222117424, -0.10596184432506561, 0.012243333272635937, 0.06731796264648438, 0.014089416712522507, 0.12452313303947449, 0.01161788310855627, 0.049905966967344284, -0.0340384803712368, -0.016801517456769943, -0.025345023721456528, 0.006420374847948551, -0.047152478247880936, -0.03916686400771141, -0.17818543314933777, 0.0266212560236454, -0.020061271265149117, 0.026350371539592743, -0.17374806106090546, 0.003950366284698248, 0.10353110730648041, 0.023570291697978973, -0.05021430552005768, 0.04093567281961441, 0.0033939566928893328, 0.017194360494613647, -0.04225080832839012, -0.030532995238900185, -0.008670511655509472, 0.0016563748940825462, -0.0973908081650734, 0.05263982340693474, -0.04558027535676956, 0.017696551978588104, 0.1703910380601883, -0.022726116701960564, -0.06709060817956924, 0.011602460406720638, -0.04345574602484703, 0.014545113779604435, 0.04865624010562897, -0.015202255919575691, 0.14262983202934265, 0.007302144076675177, 0.12745262682437897, -0.16520723700523376, -0.06372518837451935, 0.0012396798701956868, -0.08409733325242996, -0.01270380150526762, 0.1663665473461151, -0.0731617882847786, -0.10301852226257324, 0.05825101584196091, 0.05289662256836891, -0.12362897396087646, 0.17113631963729858, -0.0775451734662056, -0.05092647299170494, 0.021090641617774963, 0.14218443632125854, -0.020798854529857635, 0.1477433145046234, -0.17102350294589996, -0.008850167505443096, 0.01594795100390911, 0.009053169749677181, 0.029301799833774567, -0.1110089123249054, -0.003794822609052062, 0.02059524692595005, -0.14082637429237366, -0.02195473201572895, 0.015170304104685783, 0.013533124700188637, 0.05170101299881935, -0.03720391169190407, -0.04984153062105179, 0.017220528796315193, -0.010308058001101017, -0.1559961438179016, 0.2274874597787857, -0.11752595007419586, -0.19641955196857452, -0.08997728675603867, 0.030620034784078598, -0.13119398057460785, -0.04628743603825569, 0.11705314368009567, -0.13924282789230347, -0.026568450033664703, -0.0874716192483902, 0.06525567919015884, -0.018055377528071404, -0.04827476292848587, -0.11539094895124435, 0.006892950274050236, 0.025946946814656258, -0.16191092133522034, -0.05273326113820076, -0.04038215056061745, 0.014828953891992569, 0.03979649394750595, -0.08345093578100204, 0.09432224929332733, 0.11189895868301392, -0.06612086296081543, 0.06973578780889511, -0.037830088287591934, 0.2386746108531952, -0.0611199215054512, -0.033748749643564224, 0.09168124198913574, 0.030457064509391785, 0.007195844780653715, 0.08332362771034241, -0.028838183730840683, -0.07345730066299438, 0.03379792720079422, -0.012039536610245705, 0.011486925184726715, -0.32391583919525146, -0.044214602559804916, -0.03455749526619911, -0.008674812503159046, -0.024168679490685463, 0.065657839179039, -0.05250871181488037, 0.03837623447179794, -0.0281671155244112, 0.017547087743878365, 0.040130119770765305, 0.09812527149915695, 0.2144870012998581, -0.009885275736451149, 0.07811597734689713, -0.06692724674940109, -0.025569718331098557, 0.06177712604403496, 0.04149632155895233, 0.15469713509082794, -0.03762665018439293, 0.06384193897247314, 0.0857095867395401, 0.08770065754652023, -0.01917768269777298, 0.0037129472475498915, -0.01947975717484951, 0.02791528031229973, 0.03291189298033714, -0.096779465675354, -0.01984177529811859, 0.015451204963028431, -0.03725145384669304, 0.0367870032787323, -0.09771950542926788, -0.02756301499903202, 0.07780591398477554, 0.17886513471603394, 0.0406305305659771, -0.19312246143817902, -0.04606569930911064, 0.011052919551730156, 0.016965828835964203, -0.07337761670351028, 0.03173457458615303, 0.022968372330069542, -0.06702116876840591, 0.10633479803800583, 0.04277259483933449, 0.08321602642536163, 0.056495070457458496, 0.02430911362171173, -0.038750503212213516, 0.061658233404159546, 0.020502762869000435, 0.12576086819171906, -0.3768382668495178, 0.23459793627262115, 0.04704801365733147, 0.0594465471804142, -0.028394050896167755, 0.037933915853500366, -0.023793404921889305, 0.13318657875061035, 0.15329784154891968, 0.018848450854420662, -0.06392329186201096, -0.07653728872537613, 0.00799430999904871, 0.07275425642728806, 0.10200709849596024, 0.11381307989358902, 0.06550802290439606, -0.014207757078111172, -0.024241941049695015, -0.018331194296479225, -0.02361644245684147, -0.21426986157894135, -0.033064793795347214, -0.0008359989733435214, 0.00897477101534605, -0.08875225484371185, -0.04238394647836685, -0.0418192557990551, -0.0479520820081234, 0.28683358430862427, -0.06246577203273773, -0.09310209006071091, -0.07537509500980377, -0.0212415661662817, 0.0956558808684349, -0.11967375129461288, -0.04366948828101158, -0.07465634495019913, -0.0010448589455336332, -0.05862586945295334, -0.10780900716781616, 0.0878380686044693, -0.05039601773023605, -0.08476097136735916, -0.007089223712682724, 0.12473690509796143, -0.07259271293878555, 0.06550154834985733, 0.03874591365456581, -0.0192121434956789, -0.030950676649808884, -0.09568341821432114, -0.07076213508844376, -0.003850209526717663, 0.020020846277475357, 0.08661966770887375, -0.1455032378435135, -0.033023010939359665, -0.08888984471559525, -0.032862018793821335, 0.1759958416223526, 0.2746019661426544, -0.08663492649793625, 0.030382676050066948, 0.08660539239645004, -0.13543927669525146, -0.20767250657081604, 0.06559726595878601, -0.015853039920330048, 0.013126667588949203, -0.06942537426948547, -0.10675960034132004, 0.005758034531027079, -0.011832468211650848, 0.0006431066431105137, 0.0868181511759758, -0.15272246301174164, -0.12151098251342773, 0.16330425441265106, 0.08847784250974655, 0.12692061066627502, -0.19143053889274597, -0.07453959435224533, -0.08097247779369354, -0.09807170927524567, -0.01593920588493347, -0.08265719562768936, 0.10018517822027206, -0.02720341645181179, -0.048401106148958206, 0.04041668400168419, -0.02469656430184841, 0.10642174631357193, 0.004679208155721426, 0.04331563413143158, -0.054066553711891174, 0.07130689918994904, 0.07398483902215958, -0.011905506253242493, 0.22589808702468872, -0.1713719367980957, 0.0698728859424591, -0.1680188775062561, -0.035537902265787125, -0.07755784690380096, 0.09603175520896912, -0.06220437213778496, -0.020590024068951607, -0.06373491138219833, -0.01350583229213953, 0.014265557751059532, 0.007025938015431166, 0.057179126888513565, -0.12314024567604065, 0.052257612347602844, 0.14693203568458557, 0.16550634801387787, -0.05768568068742752, -0.05257834494113922, 0.10708806663751602, -0.03134163096547127, 0.0392426922917366, -0.1304248571395874, 0.010605131275951862, 0.1233467161655426, 0.02559204213321209, 0.08866434544324875, 0.007253301329910755, -0.14038164913654327, -0.06925185024738312, 0.04038211330771446, -0.12150613218545914, -0.03336063027381897, -0.057673875242471695, -0.1339138150215149, -0.029905669391155243, 0.030240705236792564, 0.166323721408844, -0.04016806557774544, -0.024462485685944557, -0.042907655239105225, -0.01085682213306427, -0.08476121723651886, 0.13080242276191711, 0.1089240312576294, 0.05093519762158394, -0.0790141373872757, 0.05162501707673073, -0.003913988824933767, -0.07290595024824142, 0.09252210706472397, 0.1341785192489624, -0.059122923761606216, -0.10308779776096344, 0.12701889872550964, 0.16783130168914795, -0.06925690174102783, -0.055830784142017365, -0.15800844132900238, -0.11234012991189957, 0.038680508732795715, 0.2156054973602295, 0.1032927855849266, 0.017957840114831924, 0.09793713688850403, -0.04693266376852989, -0.014693757519125938, 0.11934087425470352, 0.0664023831486702, 0.031598638743162155, -0.0788794532418251, 0.056547004729509354, 0.008952692151069641, 0.14844895899295807, -0.013310414738953114, 0.030260322615504265, -0.1693652719259262, 0.057348720729351044, -0.24044574797153473, 0.0628369003534317, 0.06687737256288528, 0.025961315259337425, 0.005018635652959347, -0.040180694311857224, -0.013953362591564655, 0.04348238185048103, -0.08950991183519363, -0.007149366196244955, 0.021609945222735405, 0.025406647473573685, -0.15368743240833282, -0.03666696324944496, -0.0046701389364898205, -0.07874906808137894, 0.0732685774564743, 0.04507250338792801, -0.07135298103094101, 0.05888371169567108, -0.10431299358606339, 0.018204892054200172, 0.01625831238925457, 0.029221100732684135, 0.004732201341539621, -0.03467504307627678, 0.08441555500030518, 0.08759651333093643, 0.09620573371648788, 0.10041136294603348, 0.123350590467453, -0.09377908706665039, -0.006449861917644739, -0.057585541158914566, -0.10064633935689926, -0.02835245616734028, 0.08283725380897522, 0.022257642820477486, 0.059530943632125854, 0.0743078663945198, -0.1067606508731842, 0.00405887421220541, -0.1531786024570465, -0.040056124329566956, -0.006563891191035509, -0.04372489079833031, -0.11242372542619705, 0.022628551349043846, 0.08118166774511337, -0.005861390382051468, 0.17902253568172455, 0.05841205641627312, 0.10711061954498291, 0.00908688548952341, -0.07341238111257553, 0.12136617302894592, 0.014475035481154919, 0.09019745886325836, -0.05859586223959923, -0.0023047944996505976, -0.030514951795339584, -0.022824358195066452, 0.0705973207950592, -0.02924983575940132, 0.11231439560651779, 0.19463548064231873, 0.10621276497840881, 0.15665052831172943, 0.0598798431456089, 0.004306442104279995, 0.0017518234672024846, -0.07004120200872421, 0.06186191737651825, 0.10708127170801163, -0.00911977980285883, 0.23940949141979218, 0.1466285139322281, -0.14256079494953156, 0.06044489145278931, -0.02410196326673031, -0.10481966286897659, -0.1615372747182846, -0.1025640070438385, -0.089048370718956, -0.16174918413162231, 0.0620744451880455, -0.11053808778524399, -0.006848355755209923, -0.10273030400276184, 0.04426603764295578, -0.06252282857894897, 0.07477537542581558, 0.09678754955530167, -0.07426287233829498, 0.09698229283094406, -0.04384941607713699, 0.0038219119887799025, 0.08105283975601196, 0.0018352580955252051, 0.12663662433624268, -0.08337599039077759, 0.01282036118209362, 0.09612111002206802, -0.009539950639009476, 0.022786397486925125, -0.07203623652458191, -0.0518430694937706, -0.020495036616921425, 0.05564127862453461, 0.1001841276884079, 0.1739741861820221, 0.06119880825281143, -0.038323454558849335, 0.006818968802690506, 0.12710842490196228, -0.02084868587553501, -0.17654091119766235, -0.04559868574142456, 0.25277701020240784, 0.025429146364331245, 0.06972815096378326, -0.03204210475087166, -0.08162082731723785, -0.011418084613978863, 0.26843446493148804, 0.145787313580513, 0.022897949442267418, 0.007077608723193407, 0.0425705723464489, 0.008959679864346981, 0.011524948291480541, 0.09981565177440643, 0.09942489117383957, 0.14927011728286743, -0.023213490843772888, -0.044230300933122635, -0.041104916483163834, -0.033305320888757706, -0.09960053116083145, 0.055097710341215134, 0.009089933708310127, -0.0753251165151596, 0.009076675400137901, 0.03835263103246689, -0.06446607410907745, 0.01554395817220211, -0.02472849003970623, -0.16252900660037994, -0.04242558404803276, -0.058754272758960724, 0.06403324753046036, -0.0010727338958531618, 0.015694841742515564, -0.032680004835128784, -0.06038902327418327, 0.05752915143966675, -0.046025995165109634, -0.12723541259765625, -0.13182476162910461, 0.03968271613121033, -0.14625723659992218, 0.1379242241382599, 0.018351884558796883, 0.2416033297777176, 0.12588684260845184, 0.01923437789082527, -0.039739709347486496, 0.12347931414842606, 0.04134242609143257, -0.03530775010585785, 0.07448403537273407, 0.05975566804409027, -0.016814419999718666, 0.07897170633077621, 0.03725216165184975, 0.06642255187034607, 0.053979091346263885, -0.003910509403795004, -0.03142378479242325, -0.15928113460540771, 0.005065436474978924, -0.16092737019062042, 0.03496673330664635, 0.18021109700202942, -0.016774393618106842, 0.00710180914029479, -0.13301396369934082, 0.053198229521512985, 0.023387761786580086, 0.009386593475937843, 0.022952120751142502, -0.1353844255208969, 0.0364970937371254, 0.1054510846734047, 0.03033781610429287, -0.3195318579673767, -0.05512214079499245, -0.009841450490057468, -0.004636154975742102, -0.06749896705150604, 0.12849387526512146, 0.09462868422269821, 0.05583476647734642, -0.04844385012984276, -0.19361402094364166, 0.03497478365898132, 0.10196682065725327, -0.16902481019496918, -0.06715337932109833 ]
null
null
transformers
### opus-mt-en-guw * source languages: en * target languages: guw * OPUS readme: [en-guw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-guw/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-guw/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-guw/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-guw/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.guw | 45.7 | 0.634 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-guw
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "guw", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #guw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-guw * source languages: en * target languages: guw * OPUS readme: en-guw * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 45.7, chr-F: 0.634
[ "### opus-mt-en-guw\n\n\n* source languages: en\n* target languages: guw\n* OPUS readme: en-guw\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 45.7, chr-F: 0.634" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #guw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-guw\n\n\n* source languages: en\n* target languages: guw\n* OPUS readme: en-guw\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 45.7, chr-F: 0.634" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #guw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-guw\n\n\n* source languages: en\n* target languages: guw\n* OPUS readme: en-guw\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 45.7, chr-F: 0.634" ]
[ -0.11946188658475876, 0.16623219847679138, -0.003544185310602188, 0.052927304059267044, 0.07725860923528671, 0.019686369225382805, 0.07799925655126572, 0.14218007028102875, 0.013495040126144886, 0.0125232869759202, 0.13481450080871582, 0.10407886654138565, 0.04008987918496132, 0.0976070761680603, -0.04195785894989967, -0.15127302706241608, 0.04201158881187439, 0.03365537151694298, -0.031794264912605286, 0.1378403604030609, 0.08334913849830627, -0.018243994563817978, 0.08375991135835648, -0.00762745039537549, -0.050145793706178665, 0.06579270213842392, 0.005830592475831509, -0.06614421308040619, 0.05460503324866295, 0.07130492478609085, -0.002553989179432392, 0.04607640951871872, -0.04672335088253021, -0.24278812110424042, 0.015258093364536762, 0.005451008211821318, -0.04605147987604141, 0.01437440700829029, 0.026391681283712387, -0.08886438608169556, 0.09012327343225479, -0.012461777776479721, -0.07065126299858093, 0.05274298042058945, -0.036671191453933716, -0.17197389900684357, -0.0733177587389946, 0.025659967213869095, -0.05988224223256111, 0.128652885556221, -0.05348249524831772, 0.18788044154644012, -0.12625424563884735, 0.11356287449598312, 0.23626288771629333, -0.3530328869819641, -0.02743927761912346, 0.043906405568122864, 0.05554768070578575, 0.050351131707429886, -0.030485574156045914, 0.028635172173380852, 0.08124373108148575, 0.04657183960080147, -0.1007201299071312, -0.10598935186862946, -0.034630876034498215, 0.04584859311580658, -0.12642401456832886, -0.04495208337903023, 0.23513202369213104, -0.01078840997070074, -0.08924960345029831, 0.020670689642429352, -0.020914226770401, -0.002001766348257661, -0.001029278035275638, 0.032811228185892105, 0.03432585671544075, 0.03357035294175148, 0.03960486873984337, -0.004412055481225252, -0.08867084980010986, -0.08071257174015045, -0.12441235780715942, 0.17438118159770966, 0.05772985517978668, 0.013129604049026966, -0.028921987861394882, 0.06702633947134018, 0.01818058080971241, -0.12578608095645905, -0.08277785032987595, -0.04408155754208565, 0.04309355840086937, 0.07127540558576584, -0.09195399284362793, -0.02632097713649273, 0.17381136119365692, 0.12213325500488281, -0.06678998470306396, 0.04645519331097603, -0.025242332369089127, 0.05884629860520363, -0.025076843798160553, 0.193052276968956, -0.05126982927322388, -0.05542797967791557, 0.07363303005695343, -0.019901113584637642, 0.018263692036271095, 0.027733677998185158, -0.08996880054473877, -0.10079780220985413, 0.053941529244184494, 0.09840195626020432, 0.02429862879216671, 0.02411385253071785, -0.052960582077503204, 0.0045173014514148235, -0.0017649478977546096, -0.13646067678928375, 0.01963719353079796, 0.038051024079322815, 0.010687884874641895, 0.05843813717365265, 0.05419105291366577, -0.040507808327674866, -0.1169825866818428, -0.03177618980407715, -0.057603608816862106, -0.0007761730812489986, -0.041316114366054535, -0.07307085394859314, 0.041673898696899414, 0.0013619620585814118, 0.012159598991274834, -0.1354287564754486, -0.11534449458122253, -0.048915185034275055, 0.03670717775821686, -0.008790003135800362, 0.00735126156359911, -0.021446388214826584, -0.04618784785270691, 0.010661271400749683, -0.03870650753378868, 0.015103557147085667, -0.09011606872081757, 0.1075245812535286, 0.04455557465553284, 0.0382697694003582, -0.03260927274823189, 0.04187820851802826, -0.14173918962478638, -0.01300064753741026, -0.05662330240011215, 0.08588512986898422, -0.13625507056713104, 0.047744981944561005, -0.07634301483631134, -0.08494333177804947, -0.015515584498643875, 0.06587787717580795, 0.04331224039196968, 0.16823217272758484, -0.11306700855493546, -0.066826730966568, 0.2453104704618454, -0.0856299102306366, -0.12950564920902252, 0.1247137263417244, 0.01636270061135292, -0.041521601378917694, 0.08264531195163727, 0.18522977828979492, 0.07176609337329865, -0.03515997901558876, 0.011839941143989563, 0.07736734300851822, 0.059521786868572235, -0.0615290142595768, 0.09574370086193085, -0.06468436866998672, -0.13025839626789093, 0.06608658283948898, -0.12662577629089355, 0.08335660398006439, -0.007626083679497242, -0.04744138568639755, -0.0674116462469101, -0.03250177949666977, 0.000027254400265519507, 0.03147678077220917, 0.04341303929686546, -0.13841542601585388, -0.10937497764825821, -0.03322598338127136, 0.07173867523670197, -0.05480581894516945, 0.027576008811593056, -0.052226822823286057, 0.1478738784790039, -0.05684162303805351, 0.04984703287482262, -0.11574283242225647, 0.047343090176582336, 0.015798600390553474, 0.0236476082354784, 0.07400870323181152, 0.04964415356516838, 0.0313112810254097, -0.04881634935736656, -0.013426701538264751, -0.007510465104132891, 0.06319322437047958, -0.04162509739398956, -0.06068817153573036, -0.15775687992572784, 0.07457443326711655, -0.01043418888002634, -0.005411765072494745, -0.1053902879357338, -0.024823447689414024, 0.06161192059516907, 0.0545821450650692, -0.04545057192444801, 0.030670473352074623, 0.017093896865844727, 0.02795979753136635, -0.06126096844673157, -0.01286525372415781, 0.009080429561436176, 0.012573444284498692, -0.10091869533061981, 0.18598246574401855, -0.05468854308128357, 0.15820293128490448, 0.18615475296974182, -0.09727165102958679, -0.007102627772837877, 0.018303362652659416, -0.026278408244252205, 0.010171429254114628, 0.03909021615982056, 0.01428680308163166, 0.07573459297418594, -0.026714330539107323, 0.11291337758302689, -0.136295348405838, -0.04430288076400757, -0.03279346600174904, -0.07852213829755783, -0.02656395733356476, 0.18196357786655426, -0.0029718081932514906, -0.11361972242593765, 0.1419084370136261, 0.1516769826412201, -0.1182222068309784, 0.19891494512557983, -0.05951811373233795, -0.06847643852233887, 0.05775555968284607, 0.08159417659044266, -0.013936826959252357, 0.08598259091377258, -0.19226670265197754, 0.01768079213798046, 0.052829500287771225, 0.04584578424692154, 0.06800006330013275, -0.145750492811203, -0.024664176627993584, -0.0020048159640282393, -0.1065697893500328, -0.020023943856358528, 0.06489297747612, -0.02107672393321991, 0.07993166893720627, -0.045357465744018555, 0.0007498048944398761, 0.010503314435482025, -0.012968162074685097, -0.1499342918395996, 0.23436227440834045, -0.11854340136051178, -0.2324703335762024, -0.10841389000415802, 0.02786911651492119, -0.10622015595436096, -0.0009997306624427438, 0.1379466950893402, -0.14457100629806519, -0.0527149960398674, -0.056306250393390656, 0.008575504645705223, -0.012249685823917389, 0.0019384945044294, -0.062370944768190384, 0.020729409530758858, 0.01345893181860447, -0.12825898826122284, -0.03333057090640068, -0.006015184335410595, -0.04522876441478729, 0.045722730457782745, -0.1275354027748108, 0.09873577207326889, 0.11865393817424774, 0.011387030594050884, 0.037963978946208954, -0.01666664332151413, 0.20808818936347961, -0.06110520288348198, -0.07082066684961319, 0.15621434152126312, 0.044527001678943634, 0.018924487754702568, 0.029133625328540802, -0.03249301016330719, -0.07919538766145706, 0.03661106154322624, 0.01335981022566557, -0.019703524187207222, -0.3090181350708008, -0.061343226581811905, -0.08655416965484619, -0.010664918459951878, -0.014517699368298054, 0.08492828160524368, -0.07978956401348114, 0.09953130036592484, -0.03199836239218712, 0.05473437160253525, -0.027532681822776794, 0.05209065601229668, 0.17884398996829987, 0.0011097589740529656, 0.11088555306196213, -0.09046784788370132, -0.050960101187229156, 0.10082976520061493, 0.0561392679810524, 0.11372533440589905, -0.015621762722730637, 0.10704338550567627, 0.07265815138816833, 0.15328195691108704, 0.018853962421417236, 0.03458119183778763, -0.018081743270158768, 0.006241768132895231, -0.002821527188643813, -0.0796138346195221, -0.054632365703582764, 0.04219062626361847, 0.013150377199053764, -0.027410496026277542, -0.05792795494198799, -0.057921066880226135, 0.11315551400184631, 0.1449200063943863, 0.04163070023059845, -0.16523174941539764, -0.03980238735675812, 0.054089948534965515, -0.017784150317311287, -0.045962583273649216, 0.0737103596329689, 0.015238331630825996, -0.08498775959014893, 0.09173008799552917, 0.017792170867323875, 0.12140991538763046, -0.008054062724113464, 0.00719405896961689, -0.057303156703710556, 0.017909150570631027, 0.014893501996994019, 0.14432480931282043, -0.3481343984603882, 0.20860742032527924, 0.009280124679207802, 0.0012246610131114721, -0.0827094092965126, 0.01648757793009281, 0.06858189404010773, 0.07599163800477982, 0.1147770881652832, 0.017115402966737747, -0.006715124938637018, 0.0366927869617939, -0.008360791951417923, 0.0917704626917839, 0.042388830333948135, 0.03492523729801178, 0.035096511244773865, -0.031999263912439346, 0.004724322818219662, -0.03614001348614693, 0.02892330475151539, -0.17606452107429504, -0.05300722271203995, 0.02913067862391472, 0.06668061763048172, -0.031649038195610046, -0.044795069843530655, -0.08167973160743713, -0.11574175208806992, 0.2581326961517334, -0.1052756980061531, -0.08832622319459915, -0.09376711398363113, 0.01493971049785614, 0.1316412091255188, -0.12103481590747833, -0.014754557982087135, -0.09141259640455246, -0.01037632953375578, -0.011635408736765385, -0.12057828158140182, 0.11550197005271912, -0.07771117240190506, -0.09476155787706375, -0.026998087763786316, 0.11660299450159073, -0.05670332908630371, 0.043509092181921005, 0.021084534004330635, -0.022343270480632782, -0.08922997862100601, -0.1487203687429428, -0.006528477184474468, -0.017748946323990822, 0.016375359147787094, 0.13120339810848236, -0.11025270819664001, -0.05336915701627731, -0.03931654989719391, -0.06586239486932755, 0.1922869086265564, 0.1750679761171341, -0.05364371836185455, 0.027070099487900734, 0.1260305643081665, -0.1150350421667099, -0.28100481629371643, 0.004228360019624233, -0.03774353116750717, 0.05064159631729126, -0.01783687435090542, -0.12899842858314514, 0.0626472756266594, 0.03139152750372887, -0.05958176776766777, 0.19206202030181885, -0.1594085395336151, -0.11628551781177521, 0.18436738848686218, 0.09496474266052246, 0.27225983142852783, -0.21086813509464264, -0.08219212293624878, -0.09803605079650879, -0.20043347775936127, -0.003963678143918514, -0.07731173932552338, 0.11511405557394028, -0.03317584469914436, -0.004587410483509302, 0.004119447898119688, -0.03459860384464264, 0.15619461238384247, -0.0016969655407592654, 0.0000988560204859823, -0.06896356493234634, 0.1051410436630249, 0.015489076264202595, 0.03902100399136543, 0.13006561994552612, -0.19262345135211945, 0.07812739908695221, -0.11449559032917023, -0.03746037930250168, -0.0667833611369133, 0.06671182811260223, -0.008802540600299835, -0.026260705664753914, -0.07491648197174072, 0.017172086983919144, 0.007740315515547991, 0.02372533269226551, 0.09353604912757874, -0.11338937282562256, 0.027138814330101013, 0.1111229807138443, 0.10649268329143524, -0.08298961818218231, 0.008725138381123543, 0.0005509634502232075, -0.024693015962839127, 0.07069174200296402, -0.14805875718593597, 0.05848947912454605, 0.12223105877637863, -0.0034789841156452894, 0.07971057295799255, 0.042374137789011, -0.09954479336738586, -0.00604877807199955, 0.10513994097709656, -0.11744615435600281, -0.042433395981788635, -0.040134210139513016, -0.15231911838054657, -0.014669076539576054, 0.04190704971551895, 0.17164987325668335, -0.015946371480822563, -0.03717678040266037, -0.012981012463569641, 0.014141515828669071, -0.0922216922044754, 0.15717090666294098, 0.08895771950483322, -0.0007599495002068579, -0.106473907828331, 0.07113872468471527, -0.03044772520661354, -0.015590927563607693, 0.04258781671524048, 0.1106809675693512, -0.08405662328004837, -0.12126442790031433, 0.05560864135622978, 0.11001932621002197, -0.13173942267894745, -0.06707292050123215, -0.14173269271850586, -0.10770227760076523, 0.05335334315896034, 0.07215631008148193, 0.1276581883430481, 0.05478858947753906, 0.024796539917588234, -0.05693957582116127, 0.026172852143645287, 0.05846649780869484, 0.07030923664569855, 0.03597540408372879, -0.1040215790271759, -0.04375973716378212, -0.013032367452979088, 0.11613819003105164, -0.03768319636583328, 0.015014146454632282, -0.15807217359542847, 0.04549549147486687, -0.26775068044662476, 0.027705363929271698, -0.055227551609277725, 0.0039540985599160194, 0.003736950922757387, -0.10212442278862, -0.04914303123950958, 0.04524990916252136, -0.1227879524230957, -0.03249447047710419, -0.036054577678442, 0.07011110335588455, -0.12756088376045227, 0.009836927987635136, 0.0848090872168541, -0.05003858730196953, 0.09754858165979385, 0.058221206068992615, -0.07162698358297348, 0.10304103046655655, -0.2228432148694992, -0.012476150877773762, 0.029967132955789566, 0.03161408752202988, 0.02239271253347397, -0.04522193595767021, 0.05608301982283592, 0.12994205951690674, 0.0816066637635231, 0.06266162544488907, 0.13569943606853485, -0.12413463741540909, -0.0742349624633789, -0.09934761375188828, -0.07029907405376434, 0.001832258072681725, 0.02633194625377655, 0.08163878321647644, 0.0586102232336998, 0.11563418805599213, -0.0787535011768341, 0.004439277574419975, -0.1370566040277481, 0.00024001534620765597, -0.014097068458795547, -0.0709262564778328, -0.09732147306203842, -0.015883956104516983, 0.06266765296459198, 0.013912823051214218, 0.24642768502235413, 0.016453582793474197, 0.053117211908102036, 0.007705814205110073, -0.023422008380293846, 0.19921796023845673, 0.004533919505774975, 0.20805451273918152, -0.003371590981259942, 0.005938382353633642, -0.08457265049219131, -0.012615025043487549, 0.04377957805991173, -0.040234897285699844, 0.08595816791057587, 0.1553892344236374, 0.09457199275493622, 0.16076651215553284, 0.005177102982997894, 0.03246142715215683, -0.01820790208876133, -0.055228251963853836, 0.011460985988378525, 0.09140595048666, 0.01953093335032463, 0.09554552286863327, 0.177262544631958, -0.13279859721660614, 0.027150193229317665, -0.04102297127246857, -0.04351641982793808, -0.16848105192184448, -0.14422732591629028, -0.12449387460947037, -0.20054669678211212, 0.047215674072504044, -0.11023589968681335, 0.010659502819180489, 0.025490595027804375, 0.06848160922527313, -0.05698774382472038, 0.059641409665346146, 0.05376601219177246, -0.11340020596981049, 0.10604143142700195, -0.036386191844940186, 0.016291767358779907, 0.09390746802091599, -0.007149596698582172, 0.03302092105150223, -0.032403066754341125, 0.022600257769227028, 0.061221010982990265, -0.079041488468647, 0.05534312501549721, -0.08823302388191223, -0.03143315762281418, -0.049538418650627136, 0.05896613374352455, 0.05107477679848671, 0.21375547349452972, 0.0494418740272522, 0.0026503815315663815, 0.04264016076922417, 0.13914380967617035, -0.04112939164042473, -0.09765776991844177, -0.10773849487304688, 0.1547357589006424, 0.015878936275839806, 0.0671558529138565, -0.01184390950948, -0.06819821149110794, 0.02083265781402588, 0.29349613189697266, 0.21796312928199768, -0.09627615660429001, -0.0020656567066907883, 0.04378211498260498, 0.010022793896496296, 0.07603543996810913, 0.08825597167015076, 0.13221827149391174, 0.24477128684520721, -0.06273771822452545, -0.08033604919910431, -0.07457011193037033, -0.03011428192257881, -0.09560637921094894, 0.06147422268986702, 0.013429989106953144, -0.09240349382162094, -0.026159515604376793, 0.09462592750787735, -0.07999126613140106, -0.003650783794000745, 0.020781416445970535, -0.11578097939491272, -0.09781784564256668, -0.02729950100183487, 0.06585109978914261, 0.031743843108415604, 0.0068972669541835785, -0.04002640023827553, -0.021016089245676994, 0.04372040182352066, -0.029914531856775284, -0.12516605854034424, -0.11069163680076599, 0.03267361968755722, -0.014893636107444763, 0.10889426618814468, 0.005071653984487057, 0.12889859080314636, 0.10754019021987915, 0.08639909327030182, -0.05136101692914963, 0.09355415403842926, 0.027267690747976303, -0.06374441832304001, 0.06353823095560074, -0.02355482429265976, -0.006053425837308168, -0.010136137716472149, 0.06775513291358948, 0.060575805604457855, 0.06408773362636566, -0.025363797321915627, -0.03403708338737488, -0.15224534273147583, 0.024703266099095345, -0.1762121319770813, 0.06912964582443237, 0.15097182989120483, -0.03324456885457039, -0.007411723490804434, -0.0745343491435051, 0.07048732787370682, -0.028887556865811348, -0.025949567556381226, -0.010093354620039463, -0.12040341645479202, 0.0011502372799441218, 0.13988173007965088, 0.02814071625471115, -0.24332919716835022, -0.010689995251595974, -0.07018133997917175, 0.0020635882392525673, -0.08054369688034058, 0.11671831458806992, 0.07318111509084702, 0.027757547795772552, -0.03357990086078644, -0.21044395864009857, 0.02933507226407528, 0.07258167117834091, -0.1383734792470932, -0.10524708032608032 ]
null
null
transformers
### opus-mt-en-gv * source languages: en * target languages: gv * OPUS readme: [en-gv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-gv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-gv/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gv/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gv/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | bible-uedin.en.gv | 70.1 | 0.885 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-gv
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "gv", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #gv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-gv * source languages: en * target languages: gv * OPUS readme: en-gv * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 70.1, chr-F: 0.885
[ "### opus-mt-en-gv\n\n\n* source languages: en\n* target languages: gv\n* OPUS readme: en-gv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 70.1, chr-F: 0.885" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-gv\n\n\n* source languages: en\n* target languages: gv\n* OPUS readme: en-gv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 70.1, chr-F: 0.885" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #gv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-gv\n\n\n* source languages: en\n* target languages: gv\n* OPUS readme: en-gv\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 70.1, chr-F: 0.885" ]
[ -0.1241554394364357, 0.1343817114830017, -0.0037089590914547443, 0.07062837481498718, 0.07408303022384644, 0.01823924295604229, 0.0312904454767704, 0.1611284613609314, -0.0071622650139033794, -0.00730386096984148, 0.13910597562789917, 0.12264689803123474, 0.017991069704294205, 0.1150452196598053, -0.056573230773210526, -0.1371457874774933, 0.046016134321689606, 0.04995106905698776, -0.05385050177574158, 0.13834194839000702, 0.09110473841428757, -0.021550048142671585, 0.10241274535655975, -0.010888336226344109, -0.03757373243570328, 0.05861257389187813, 0.008179912343621254, -0.0693575069308281, 0.05907197669148445, 0.06525203585624695, -0.008567784912884235, 0.0683247298002243, -0.02626299485564232, -0.18830172717571259, 0.011391796171665192, 0.014654477126896381, -0.04668056219816208, 0.016524070873856544, 0.04597742110490799, -0.07149507105350494, 0.12021119892597198, -0.05851050466299057, -0.03683597967028618, 0.0504339337348938, -0.045424237847328186, -0.19555829465389252, -0.06035802513360977, -0.03258068114519119, -0.041455063968896866, 0.13598209619522095, -0.04656599834561348, 0.2428109496831894, -0.1506056934595108, 0.1203787624835968, 0.2262008935213089, -0.3217964768409729, -0.01666661538183689, 0.1157471165060997, 0.03736235201358795, 0.050515785813331604, -0.02509457617998123, 0.011932449415326118, 0.06857992708683014, 0.03627178445458412, -0.06309245526790619, -0.11509092897176743, -0.0949496328830719, 0.06134572625160217, -0.13001084327697754, -0.04668378084897995, 0.2706100344657898, 0.006101178005337715, -0.08013449609279633, 0.006730311084538698, -0.03590306267142296, -0.0361468642950058, -0.01015064213424921, 0.027930879965424538, 0.04752366617321968, 0.024106979370117188, 0.008897027000784874, -0.01873289979994297, -0.0940936803817749, -0.1030091941356659, -0.12207663059234619, 0.14878571033477783, 0.056491952389478683, 0.01399280596524477, -0.021222582086920738, 0.08780252933502197, -0.04321182891726494, -0.12180032581090927, -0.10283035784959793, -0.05346324294805527, 0.0016013534041121602, 0.04256375506520271, -0.09431996196508408, -0.06249616667628288, 0.1584758162498474, 0.13231298327445984, -0.05987231805920601, 0.046725329011678696, -0.05900167301297188, 0.02831093966960907, -0.043470073491334915, 0.24196387827396393, -0.04469629377126694, -0.03064902499318123, 0.07037129253149033, -0.022358637303113937, 0.022696347907185555, 0.03412728011608124, -0.08797594904899597, -0.10835745930671692, 0.042811259627342224, 0.10965663194656372, -0.003610993968322873, 0.07955434918403625, -0.04536403343081474, -0.0027751338202506304, 0.036488424986600876, -0.1307048499584198, 0.009429988451302052, 0.036948222666978836, -0.024518225342035294, 0.03263362869620323, 0.0661810114979744, -0.03315657377243042, -0.1132473573088646, -0.03261062875390053, -0.039086855947971344, 0.005580626893788576, -0.045942604541778564, -0.07453477382659912, 0.0385543592274189, 0.01725182682275772, 0.018623268231749535, -0.1395866721868515, -0.136877179145813, -0.04023927077651024, 0.028698401525616646, -0.015159524977207184, -0.0025489781983196735, -0.021201418712735176, -0.050904493778944016, 0.0004969348665326834, -0.03597233444452286, 0.02830074541270733, -0.09202698618173599, 0.09710386395454407, 0.06639159470796585, 0.045152947306632996, -0.03793252259492874, 0.043529536575078964, -0.17503024637699127, -0.02798858843743801, -0.09099796414375305, 0.07771675288677216, -0.13197959959506989, 0.0642617717385292, -0.08224517852067947, -0.0967431366443634, -0.023761173710227013, 0.04920876398682594, 0.03797901049256325, 0.16818833351135254, -0.1408051997423172, -0.039690468460321426, 0.2389819175004959, -0.06898222863674164, -0.1360839456319809, 0.1329817771911621, 0.013545657508075237, -0.05249650776386261, 0.06980565935373306, 0.19882439076900482, 0.0026701942551881075, -0.05838262662291527, 0.03918978571891785, 0.07815378904342651, 0.0074534062296152115, -0.0549284927546978, 0.1236177459359169, -0.08056331425905228, -0.08199883997440338, 0.07709337025880814, -0.12608619034290314, 0.061465952545404434, 0.0027750725857913494, -0.052059922367334366, -0.08739987015724182, -0.03458857163786888, 0.032023344188928604, 0.05100058764219284, 0.044063616544008255, -0.13936036825180054, -0.10500787198543549, -0.043288446962833405, 0.09156248718500137, -0.05980939790606499, 0.04373575747013092, -0.04960424080491066, 0.12037917971611023, -0.0774477869272232, 0.044488467276096344, -0.1103362888097763, 0.021845906972885132, 0.031040092930197716, 0.006586258299648762, 0.08838251978158951, 0.05371982604265213, 0.03826955333352089, -0.06715510785579681, -0.030734891071915627, -0.018531961366534233, 0.06606535613536835, -0.02713114023208618, -0.04937193542718887, -0.15145614743232727, 0.06800464540719986, -0.006353436037898064, -0.009563988074660301, -0.11379627138376236, -0.017207320779561996, 0.06555433571338654, 0.05062670260667801, -0.03695720061659813, 0.03721364587545395, 0.0351349338889122, 0.010242460295557976, -0.04949113354086876, -0.031961482018232346, 0.018518101423978806, 0.010503258556127548, -0.10374654084444046, 0.15586790442466736, -0.03776632621884346, 0.19345837831497192, 0.20277667045593262, -0.12526126205921173, -0.0019475528970360756, 0.026348674669861794, -0.02576848678290844, 0.015153148211538792, 0.03346600756049156, 0.0319635272026062, 0.07480083405971527, -0.03177446499466896, 0.1259661316871643, -0.13917362689971924, -0.03852374106645584, -0.027354229241609573, -0.06550225615501404, -0.024195324629545212, 0.18323945999145508, 0.02320443093776703, -0.13270361721515656, 0.12560832500457764, 0.15887387096881866, -0.12159725278615952, 0.1777827888727188, -0.07085557281970978, -0.06731647253036499, 0.059406157582998276, 0.06921636313199997, -0.023502623662352562, 0.0762995183467865, -0.24150356650352478, 0.013388365507125854, 0.05941241979598999, 0.05145315080881119, 0.06125858798623085, -0.12358254939317703, -0.019595850259065628, 0.002522394061088562, -0.1102089211344719, 0.0015060933073982596, 0.07179033756256104, 0.0032331435941159725, 0.08201716095209122, -0.03683607652783394, -0.016850637272000313, 0.03271619975566864, -0.008802742697298527, -0.14357401430606842, 0.23836718499660492, -0.11637093871831894, -0.20168454945087433, -0.09666880965232849, 0.04035147652029991, -0.14339645206928253, 0.011333153583109379, 0.1256304681301117, -0.13686132431030273, -0.06108950823545456, -0.0727764368057251, 0.028101110830903053, -0.01608158089220524, 0.004403069149702787, -0.07835400849580765, 0.038663409650325775, 0.02039327472448349, -0.15387502312660217, -0.04063432291150093, -0.016795437783002853, -0.07447391748428345, 0.05434611439704895, -0.1195610985159874, 0.10164365917444229, 0.11132590472698212, -0.01150965690612793, 0.05452481657266617, -0.024354999884963036, 0.19326168298721313, -0.07129337638616562, -0.06519778072834015, 0.15452425181865692, 0.06320033222436905, -0.0034643947146832943, 0.06806909292936325, -0.020700307562947273, -0.07243360579013824, 0.04979905113577843, 0.0074996198527514935, -0.023189624771475792, -0.29074788093566895, -0.09444323927164078, -0.09489333629608154, 0.022359874099493027, -0.01200729887932539, 0.07665617018938065, -0.016928384080529213, 0.07083708047866821, -0.03009216859936714, 0.01962527446448803, -0.007134140469133854, 0.06848151981830597, 0.2023574709892273, 0.008613594807684422, 0.12088951468467712, -0.0920235887169838, -0.05762728303670883, 0.09420820325613022, 0.04548102617263794, 0.09067415446043015, -0.033041518181562424, 0.11662548780441284, 0.059089891612529755, 0.15526756644248962, 0.033888887614011765, 0.03403184935450554, -0.0017849394353106618, -0.010270916856825352, 0.0011139430571347475, -0.08809991180896759, -0.043481357395648956, 0.04286954924464226, 0.0167438592761755, -0.04047771170735359, -0.07121162861585617, -0.09785351157188416, 0.11326877772808075, 0.08466443419456482, 0.038172490894794464, -0.19077852368354797, -0.019193025305867195, 0.03702278807759285, -0.003834324423223734, -0.04145720973610878, 0.08191712200641632, -0.04832202196121216, -0.1052517294883728, 0.09351685643196106, 0.022729359567165375, 0.1139906719326973, 0.006733441725373268, 0.02010980248451233, -0.03805650770664215, -0.005082214251160622, 0.009841770865023136, 0.151713028550148, -0.40478789806365967, 0.22395184636116028, 0.01642053760588169, 0.010864701122045517, -0.06790485978126526, 0.011092429049313068, 0.061188794672489166, 0.10965625941753387, 0.12507562339305878, -0.0018462801817804575, -0.017207462340593338, -0.02690761908888817, 0.005877651274204254, 0.08133511990308762, 0.015022149309515953, 0.08065732568502426, 0.030228611081838608, -0.024920934811234474, -0.012337182648479939, -0.02200906164944172, 0.0953512042760849, -0.15584681928157806, -0.049561940133571625, 0.032636966556310654, 0.05703234672546387, -0.02565695345401764, -0.045282863080501556, -0.07041070610284805, -0.14556574821472168, 0.2532415986061096, -0.018807390704751015, -0.09573712944984436, -0.10271767526865005, 0.010340239852666855, 0.14682097733020782, -0.12018773704767227, -0.002886249218136072, -0.08580812811851501, -0.01933201402425766, 0.01146955881267786, -0.1334606558084488, 0.11624849587678909, -0.0654754489660263, -0.1107182577252388, -0.013026446104049683, 0.13276498019695282, -0.08510670810937881, 0.05724945291876793, 0.022725295275449753, -0.009854190982878208, -0.07959605008363724, -0.13264504075050354, -0.011931758373975754, -0.032464779913425446, 0.02367759682238102, 0.11421642452478409, -0.09035111963748932, -0.08953893184661865, -0.015202824026346207, -0.07073402404785156, 0.17959344387054443, 0.16584983468055725, -0.05035824701189995, 0.030253121629357338, 0.1331969052553177, -0.09187719225883484, -0.2639656662940979, 0.024762867018580437, -0.06293028593063354, 0.017004450783133507, -0.027147160843014717, -0.10042355209589005, 0.07787948101758957, 0.015947798267006874, -0.05345277860760689, 0.09259573370218277, -0.16709889471530914, -0.12414082139730453, 0.2006836235523224, 0.06812895834445953, 0.21823011338710785, -0.19573058187961578, -0.06461124867200851, -0.08182521164417267, -0.24428127706050873, 0.01568249985575676, -0.08582823723554611, 0.10663989931344986, -0.0446055643260479, -0.015118686482310295, 0.01448144018650055, -0.03695591911673546, 0.13574226200580597, 0.021032830700278282, 0.012107868678867817, -0.059813980013132095, 0.08110295236110687, 0.02410099282860756, 0.03747520223259926, 0.16052715480327606, -0.13361406326293945, 0.07820440083742142, -0.13296450674533844, -0.040295712649822235, -0.06549055129289627, 0.0717947781085968, 0.00047381874173879623, -0.04949546977877617, -0.07908645272254944, 0.014545989222824574, 0.02102159895002842, 0.011011116206645966, 0.12568922340869904, -0.1000354215502739, 0.00962887518107891, 0.11083941161632538, 0.11440044641494751, -0.12281644344329834, 0.009373204782605171, 0.03553378954529762, -0.021538373082876205, 0.05553846061229706, -0.13744406402111053, 0.06762126833200455, 0.1347792148590088, -0.012449411675333977, 0.06397133320569992, 0.048131655901670456, -0.0744205117225647, -0.02063603326678276, 0.07303955405950546, -0.11109801381826401, 0.008383368141949177, -0.047895707190036774, -0.18695145845413208, 0.010461419820785522, 0.07709429413080215, 0.15033867955207825, -0.015943042933940887, -0.02839171327650547, -0.015325387939810753, 0.007932360284030437, -0.0781494528055191, 0.15981388092041016, 0.08650906383991241, -0.0035545395221561193, -0.12256769835948944, 0.07814641296863556, -0.0016210487810894847, -0.06482960283756256, 0.026649706065654755, 0.1310676485300064, -0.10978283733129501, -0.12669844925403595, 0.08398788422346115, 0.11668051779270172, -0.12805025279521942, -0.0662863552570343, -0.13587084412574768, -0.09938623011112213, 0.0481891855597496, 0.06103135272860527, 0.1530117690563202, 0.0487021766602993, 0.028778009116649628, -0.0700378566980362, 0.017419055104255676, 0.07517274469137192, 0.0651533380150795, 0.04462927207350731, -0.09475692361593246, -0.020869851112365723, -0.03727935627102852, 0.11664993315935135, -0.03901094198226929, 0.015614066272974014, -0.1469763070344925, 0.05229543149471283, -0.2152361422777176, 0.014429889619350433, -0.038523513823747635, 0.010282347910106182, 0.00030217808671295643, -0.09808983653783798, -0.03945910185575485, 0.049254272133111954, -0.11801676452159882, -0.031304407864809036, -0.02497708611190319, 0.07070254534482956, -0.11968225240707397, -0.005588933359831572, 0.0546334907412529, -0.03710182011127472, 0.09504188597202301, 0.05315607413649559, -0.07197371870279312, 0.09031127393245697, -0.20013172924518585, -0.013727826997637749, 0.029759088531136513, 0.04159002751111984, 0.02754461206495762, -0.02255462110042572, 0.061054777354002, 0.13732077181339264, 0.08378499001264572, 0.06142275407910347, 0.11752726882696152, -0.12355008721351624, -0.060639653354883194, -0.103960782289505, -0.07142533361911774, -0.0016393876867368817, 0.032679010182619095, 0.08040411025285721, 0.06168977916240692, 0.10987972468137741, -0.06625783443450928, -0.010713757947087288, -0.14098861813545227, -0.0011945837177336216, -0.009239494800567627, -0.08859019726514816, -0.11708985269069672, -0.008257930167019367, 0.07355830073356628, 0.006888892035931349, 0.2530810236930847, 0.059399887919425964, 0.06669919192790985, 0.02122071199119091, 0.010711533017456532, 0.2233448177576065, 0.014148643240332603, 0.20032024383544922, -0.007551736198365688, 0.004026319831609726, -0.04061259329319, -0.007458651438355446, 0.054781101644039154, -0.004351737443357706, 0.09297435730695724, 0.16944943368434906, 0.08096408098936081, 0.14899776875972748, -0.032069798558950424, 0.004099555779248476, -0.03132016956806183, -0.07415835559368134, 0.027602246031165123, 0.09837986528873444, -0.0011017610086128116, 0.1237921193242073, 0.1457691192626953, -0.12190595269203186, 0.03881412744522095, -0.04302125424146652, -0.047778379172086716, -0.16040046513080597, -0.1497494876384735, -0.13659191131591797, -0.21447139978408813, 0.04179531708359718, -0.10404039174318314, 0.025129636749625206, 0.01620381884276867, 0.07429307699203491, -0.07216571271419525, 0.09441186487674713, 0.03685507923364639, -0.09559867531061172, 0.08662313222885132, -0.04055699706077576, 0.011949040926992893, 0.10986027866601944, 0.017128920182585716, 0.03790846839547157, -0.04892111197113991, 0.010638376697897911, 0.0425412580370903, -0.08550073206424713, 0.027212059125304222, -0.07926803082227707, -0.02816721983253956, -0.04841599240899086, 0.059759721159935, 0.048318229615688324, 0.23376241326332092, 0.03725450113415718, -0.0005382699891924858, 0.04065893217921257, 0.17183463275432587, -0.03717885911464691, -0.11813332885503769, -0.09635506570339203, 0.14805926382541656, 0.05087758228182793, 0.05306456610560417, 0.006109644193202257, -0.08276267349720001, 0.01512770727276802, 0.30692535638809204, 0.22292621433734894, -0.04561661183834076, -0.0034133533481508493, 0.050410762429237366, 0.0018519724253565073, 0.06603740155696869, 0.08437604457139969, 0.127170130610466, 0.22392413020133972, -0.06403028964996338, -0.0689656138420105, -0.043912507593631744, -0.0309587512165308, -0.09592685848474503, 0.07729277014732361, 0.033158473670482635, -0.10459060221910477, -0.005353708751499653, 0.07188121974468231, -0.05643228441476822, 0.012704659253358841, -0.020927760750055313, -0.14306487143039703, -0.07461821287870407, -0.03527715429663658, 0.05312390252947807, 0.025486771017313004, -0.006039612460881472, -0.04210977628827095, -0.01889355480670929, 0.0304669551551342, -0.034995317459106445, -0.1489138901233673, -0.11132553219795227, 0.04533452168107033, -0.05460529029369354, 0.1345205456018448, 0.0004376177384983748, 0.15480169653892517, 0.11022833734750748, 0.05590464174747467, -0.05663182586431503, 0.12268312275409698, 0.03150006756186485, -0.060170263051986694, 0.08477379381656647, 0.0027814116328954697, -0.001980925677344203, 0.008627179078757763, 0.046923667192459106, 0.016547059640288353, 0.07498206198215485, -0.00918117817491293, -0.04939411208033562, -0.1518622785806656, 0.026280352845788002, -0.1765124350786209, 0.06120852753520012, 0.1412707269191742, -0.02163333259522915, 0.008329035714268684, -0.09156083315610886, 0.06973018497228622, -0.015013652853667736, -0.020806699991226196, -0.01255137100815773, -0.11631648242473602, 0.014940902590751648, 0.07563240826129913, 0.01287868432700634, -0.22260794043540955, -0.017645228654146194, -0.07297876477241516, -0.007585696876049042, -0.076640285551548, 0.10702669620513916, 0.06689080595970154, 0.01389161217957735, -0.018724683672189713, -0.16150425374507904, 0.028995569795370102, 0.06362352520227432, -0.16076970100402832, -0.10217223316431046 ]
null
null
transformers
### opus-mt-en-ha * source languages: en * target languages: ha * OPUS readme: [en-ha](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ha/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ha/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ha/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ha/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ha | 34.1 | 0.544 | | Tatoeba.en.ha | 17.6 | 0.498 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ha
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ha", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ha #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ha * source languages: en * target languages: ha * OPUS readme: en-ha * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 34.1, chr-F: 0.544 testset: URL, BLEU: 17.6, chr-F: 0.498
[ "### opus-mt-en-ha\n\n\n* source languages: en\n* target languages: ha\n* OPUS readme: en-ha\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.1, chr-F: 0.544\ntestset: URL, BLEU: 17.6, chr-F: 0.498" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ha #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ha\n\n\n* source languages: en\n* target languages: ha\n* OPUS readme: en-ha\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.1, chr-F: 0.544\ntestset: URL, BLEU: 17.6, chr-F: 0.498" ]
[ 61, 117 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ha #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ha\n\n\n* source languages: en\n* target languages: ha\n* OPUS readme: en-ha\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.1, chr-F: 0.544\ntestset: URL, BLEU: 17.6, chr-F: 0.498" ]
[ -0.12189779430627823, 0.11246597021818161, -0.004236641339957714, 0.05576859414577484, 0.04716663062572479, 0.011830765753984451, 0.08067413419485092, 0.1448763757944107, 0.0010434824507683516, 0.008069576695561409, 0.13784891366958618, 0.11888990551233292, 0.020462317392230034, 0.13553139567375183, -0.07465866208076477, -0.10782095044851303, 0.030472321435809135, 0.06151130795478821, -0.07077577710151672, 0.14604662358760834, 0.08703150600194931, -0.025545848533511162, 0.10000963509082794, -0.02748768962919712, -0.04659523814916611, 0.09046951681375504, 0.008815372362732887, -0.06460949778556824, 0.06942511349916458, 0.06542567163705826, 0.04490377753973007, 0.0755331814289093, -0.02215735986828804, -0.20622079074382782, 0.013903826475143433, -0.008200444281101227, -0.050094593316316605, 0.022908693179488182, 0.021249251440167427, -0.07174916565418243, 0.1064290776848793, -0.07274779677391052, -0.03020399995148182, 0.05068955570459366, -0.03750721365213394, -0.15138426423072815, -0.05020999535918236, -0.0024071938823908567, -0.053247205913066864, 0.12793730199337006, -0.04281480237841606, 0.24962586164474487, -0.15339432656764984, 0.14105837047100067, 0.26539191603660583, -0.3070368468761444, -0.0148618808016181, 0.07158704102039337, 0.07910655438899994, 0.06787586957216263, -0.019923679530620575, -0.0012472152011469007, 0.09866492450237274, 0.035259611904621124, -0.052782267332077026, -0.13078555464744568, -0.05063100531697273, 0.03424734249711037, -0.11366445571184158, -0.03159589692950249, 0.27780672907829285, 0.004966543056070805, -0.0809318870306015, 0.022644082084298134, -0.036320578306913376, -0.042643241584300995, -0.0071148038841784, 0.034134816378355026, 0.053601913154125214, -0.009467333555221558, 0.027742484584450722, 0.0052627562545239925, -0.08198505640029907, -0.08007867634296417, -0.09574737399816513, 0.13438113033771515, 0.04711172729730606, -0.007612376939505339, -0.04324760660529137, 0.0546414814889431, 0.032255157828330994, -0.12777218222618103, -0.06161448359489441, -0.0425410121679306, 0.015779627487063408, 0.04817250370979309, -0.09493038803339005, -0.06534947454929352, 0.14538738131523132, 0.13069872558116913, -0.0548655241727829, 0.05473493039608002, -0.10099848359823227, 0.05736266076564789, -0.039065882563591, 0.206964910030365, -0.005522867664694786, -0.08016679435968399, 0.0731000155210495, 0.024851994588971138, 0.03822536766529083, 0.035243578255176544, -0.07792925834655762, -0.10643783211708069, 0.05111776664853096, 0.10678094625473022, -0.0022243750281631947, 0.05437910184264183, -0.05457794666290283, 0.00610292237251997, -0.006618808954954147, -0.15191267430782318, 0.010840615257620811, 0.0495336651802063, -0.016442395746707916, 0.0634399801492691, 0.09523379057645798, -0.06814397126436234, -0.12608006596565247, -0.009538650512695312, -0.047805897891521454, 0.0025300399865955114, -0.0413314551115036, -0.10270486772060394, 0.046428825706243515, -0.003562796860933304, 0.017551861703395844, -0.14087793231010437, -0.1097295805811882, -0.05180240049958229, 0.028571806848049164, -0.002991351531818509, -0.003339122049510479, -0.02990276739001274, -0.04980599135160446, -0.0034020745661109686, -0.04678250849246979, 0.005605416838079691, -0.08783359080553055, 0.11223334074020386, 0.06352893263101578, 0.06894427537918091, -0.048771604895591736, 0.04021168500185013, -0.1480168253183365, -0.0016527232946828008, -0.1188594177365303, 0.04713277146220207, -0.1407041698694229, 0.07181204110383987, -0.06876921653747559, -0.09340137243270874, -0.026886658743023872, 0.08371975272893906, 0.05328250676393509, 0.17531654238700867, -0.14026996493339539, -0.05940661206841469, 0.2266295701265335, -0.08324713259935379, -0.16017857193946838, 0.13156430423259735, 0.0032117199152708054, -0.026144234463572502, 0.058316420763731, 0.18885664641857147, -0.0037981392815709114, -0.0770111158490181, 0.030898790806531906, 0.0793684720993042, 0.044746845960617065, -0.06250834465026855, 0.1049267053604126, -0.061105936765670776, -0.08319419622421265, 0.0590498261153698, -0.09413270652294159, 0.03962588310241699, 0.009665443561971188, -0.050492092967033386, -0.07755293697118759, -0.03297969698905945, 0.025393441319465637, 0.04267827421426773, 0.031528301537036896, -0.1392379105091095, -0.09631852060556412, 0.01509508304297924, 0.10265776515007019, -0.053285472095012665, 0.054745882749557495, -0.03499270975589752, 0.12685565650463104, -0.07031241804361343, 0.02916765958070755, -0.13628298044204712, 0.04994227737188339, 0.012609153985977173, -0.01652570441365242, 0.1094326302409172, 0.07652414590120316, 0.033642563968896866, -0.05446049943566322, -0.03321845084428787, -0.022632386535406113, 0.04425549879670143, -0.021085113286972046, -0.06960887461900711, -0.18403659760951996, 0.045470330864191055, -0.011490465141832829, 0.011772729456424713, -0.11537402868270874, -0.019830096513032913, 0.02003856562077999, 0.07420453429222107, -0.03322678804397583, 0.07168394327163696, 0.005523421801626682, 0.03546985983848572, -0.06958010792732239, -0.005639655981212854, 0.016430333256721497, 0.0017419663490727544, -0.11093112081289291, 0.12954123318195343, -0.04469594731926918, 0.18693381547927856, 0.21842552721500397, -0.13719159364700317, -0.01636691577732563, 0.021971894428133965, -0.024170175194740295, 0.007283470593392849, 0.0489460751414299, -0.004191212356090546, 0.04081329330801964, -0.021547067910432816, 0.14775553345680237, -0.15341247618198395, -0.039502475410699844, -0.035925332456827164, -0.06886772811412811, -0.035461682826280594, 0.19527111947536469, 0.015963828191161156, -0.12806138396263123, 0.1301615983247757, 0.18206240236759186, -0.14200788736343384, 0.19275866448879242, -0.07113052159547806, -0.07625151425600052, 0.04855845868587494, 0.0756804570555687, -0.02356395684182644, 0.10429923236370087, -0.20770227909088135, 0.001173744210973382, 0.04394935071468353, 0.02335703745484352, 0.062159135937690735, -0.10175938904285431, -0.006261211819946766, -0.0019608689472079277, -0.08486545830965042, -0.020295443013310432, 0.04224091023206711, 0.02181616611778736, 0.10544919222593307, -0.024735532701015472, -0.06451024115085602, 0.007287426386028528, -0.028109177947044373, -0.14375068247318268, 0.22169658541679382, -0.12611472606658936, -0.19822917878627777, -0.11390967667102814, 0.06304579228162766, -0.137480691075325, -0.0033614085987210274, 0.1166684702038765, -0.12492913752794266, -0.0558132641017437, -0.07670793682336807, 0.019778907299041748, 0.0015407147584483027, -0.007851717062294483, -0.06505613774061203, 0.059653885662555695, 0.03193388879299164, -0.1549607515335083, -0.03936021029949188, -0.023638010025024414, -0.008673686534166336, 0.03927542641758919, -0.13851498067378998, 0.10576747357845306, 0.10133392363786697, -0.014593520201742649, 0.03702392429113388, -0.010186664760112762, 0.1764431893825531, -0.056617580354213715, -0.05339502543210983, 0.11805600672960281, 0.01750391721725464, -0.002296249847859144, 0.0712398961186409, -0.02075275033712387, -0.07501895725727081, 0.054860640317201614, 0.015126443468034267, 0.0033916637767106295, -0.3060656487941742, -0.08623993396759033, -0.08468514680862427, 0.03772348910570145, -0.009163595736026764, 0.06020025163888931, -0.05735177919268608, 0.048537734895944595, -0.014512322843074799, 0.04294140636920929, -0.0023050769232213497, 0.07043800503015518, 0.17464356124401093, -0.0038288040086627007, 0.11782772839069366, -0.09784915298223495, -0.06370111554861069, 0.08494462072849274, 0.043172284960746765, 0.08058225363492966, -0.03222086653113365, 0.12614120543003082, 0.06999781727790833, 0.1378771960735321, 0.028596432879567146, 0.05704211816191673, 0.0019523103255778551, 0.00627524359151721, -0.004793646279722452, -0.08757858723402023, -0.06568342447280884, 0.05995873734354973, 0.018883565440773964, 0.009962582029402256, -0.08252911269664764, -0.09917666763067245, 0.10618199408054352, 0.1146715059876442, 0.04959166795015335, -0.19567392766475677, -0.02112199366092682, 0.05140385404229164, -0.01520624291151762, -0.037750035524368286, 0.08980078995227814, -0.026392344385385513, -0.08171646296977997, 0.09117361903190613, 0.02698666788637638, 0.11886707693338394, 0.022776322439312935, 0.02774091623723507, -0.0732169821858406, -0.0188007690012455, -0.0036543228197842836, 0.1138010248541832, -0.41409310698509216, 0.23808540403842926, 0.025697719305753708, -0.010283415205776691, -0.05341658741235733, 0.0016139133367687464, 0.05867274850606918, 0.11099503189325333, 0.11116620898246765, -0.002316712401807308, -0.03366341069340706, -0.04316794127225876, 0.018889840692281723, 0.07413861155509949, 0.03055904433131218, 0.08835878223180771, 0.04910081997513771, -0.031884245574474335, -0.02035493031144142, -0.023829156532883644, 0.09093500673770905, -0.13053889572620392, -0.03483974188566208, 0.01917443796992302, 0.03872660547494888, -0.05250055342912674, -0.042585328221321106, -0.06791776418685913, -0.09314440935850143, 0.25454509258270264, -0.04790215939283371, -0.08051145821809769, -0.09864912927150726, -0.009657093323767185, 0.12920129299163818, -0.11456197500228882, -0.021852219477295876, -0.07268398255109787, -0.013961992226541042, -0.01376100443303585, -0.1336393505334854, 0.11689063161611557, -0.06780203431844711, -0.10154300928115845, -0.024423232302069664, 0.1445654183626175, -0.08995867520570755, 0.07170464098453522, 0.02483482100069523, -0.026899266988039017, -0.07265660166740417, -0.09629553556442261, -0.03478233888745308, -0.0331953801214695, 0.04398755356669426, 0.14317594468593597, -0.15365439653396606, -0.10786955803632736, -0.025102997198700905, -0.04861113801598549, 0.16253118216991425, 0.20603609085083008, -0.03968450427055359, 0.022288545966148376, 0.1626521795988083, -0.10728578269481659, -0.26703381538391113, 0.03244342282414436, -0.0699915811419487, 0.033930812031030655, -0.000918919569812715, -0.06968589127063751, 0.05889930948615074, -0.006312122102826834, -0.03403685241937637, 0.08065146952867508, -0.15583088994026184, -0.125072181224823, 0.21388019621372223, 0.07054278254508972, 0.24051161110401154, -0.2008206695318222, -0.06775674968957901, -0.13148921728134155, -0.22624240815639496, 0.012338654138147831, -0.11203204095363617, 0.09505429118871689, -0.04028937220573425, -0.027858726680278778, 0.019440200179815292, -0.03319383040070534, 0.1369761824607849, 0.023064786568284035, 0.02453530579805374, -0.05867774784564972, 0.06451709568500519, 0.004507036413997412, 0.01961878314614296, 0.1655319631099701, -0.16385985910892487, 0.06588011234998703, -0.17170009016990662, -0.024931425228714943, -0.07362157851457596, 0.08193976432085037, -0.038142766803503036, -0.03010530024766922, -0.06818527728319168, 0.015806328505277634, 0.03593830391764641, 0.018401240929961205, 0.12614805996418, -0.1103498786687851, 0.05432616174221039, 0.17873139679431915, 0.14478042721748352, -0.0675329938530922, 0.013228719122707844, 0.054530732333660126, -0.028739966452121735, 0.05647231638431549, -0.11935108155012131, 0.06439162790775299, 0.15443867444992065, -0.011128238402307034, 0.08537477254867554, 0.04083516076207161, -0.0859389379620552, -0.03326987475156784, 0.08149006217718124, -0.11350085586309433, 0.05845983698964119, -0.03589388728141785, -0.2192794531583786, -0.004947267938405275, 0.046457525342702866, 0.1841815859079361, -0.023987043648958206, -0.019832683727145195, -0.008429235778748989, 0.011519093997776508, -0.08798116445541382, 0.14248640835285187, 0.09107094258069992, 0.014843327924609184, -0.0978994145989418, 0.07841575145721436, -0.020094558596611023, -0.07873449474573135, 0.03424631431698799, 0.14621922373771667, -0.09100122004747391, -0.11744999885559082, 0.0889441967010498, 0.14799918234348297, -0.12063399702310562, -0.06256803125143051, -0.16632138192653656, -0.1181943267583847, 0.04265865311026573, 0.13234731554985046, 0.13928647339344025, 0.03678787872195244, 0.053659673780202866, -0.07019612193107605, 0.0010638191597536206, 0.08869674056768417, 0.06680458039045334, 0.04171287268400192, -0.06131584569811821, 0.015852060168981552, -0.02612202800810337, 0.11327142268419266, -0.034933462738990784, 0.03792881593108177, -0.17231562733650208, 0.05296758934855461, -0.27428075671195984, 0.023179197683930397, -0.02241883985698223, -0.0019661576952785254, -0.0021413059439510107, -0.08960456401109695, -0.05697804316878319, 0.027528202161192894, -0.12406206876039505, -0.01929103024303913, -0.00783974677324295, 0.0737808421254158, -0.13239026069641113, -0.008111019618809223, 0.06739529222249985, -0.07082123309373856, 0.07024525851011276, 0.04590201750397682, -0.07859253883361816, 0.09567184001207352, -0.13322517275810242, -0.007931021973490715, 0.023982571437954903, 0.04326397553086281, 0.04302498698234558, -0.027595389634370804, 0.04578683152794838, 0.12687456607818604, 0.09126077592372894, 0.06820378452539444, 0.14079976081848145, -0.10832006484270096, -0.04666325822472572, -0.09539009630680084, -0.10887342691421509, 0.0004369514645077288, 0.03347740322351456, 0.09261757135391235, 0.04862747713923454, 0.111122727394104, -0.07410731911659241, -0.004177057649940252, -0.14357420802116394, -0.006077765021473169, -0.013754801824688911, -0.08874853700399399, -0.09592994302511215, -0.02179718017578125, 0.07025083899497986, -0.014770252630114555, 0.22393351793289185, 0.031344957649707794, 0.07674244046211243, 0.032399408519268036, -0.039863355457782745, 0.12774603068828583, 0.029951389878988266, 0.16421104967594147, -0.027330372482538223, 0.013596398755908012, -0.063076913356781, -0.02927461639046669, 0.05314624309539795, 0.012817452661693096, 0.12204770743846893, 0.20868225395679474, 0.11137215048074722, 0.1743961125612259, 0.010695833712816238, 0.016952693462371826, -0.01798868738114834, -0.06789448857307434, 0.03630615770816803, 0.11639167368412018, 0.012046240270137787, 0.1334848552942276, 0.14336812496185303, -0.12182602286338806, 0.04579714313149452, -0.06485357135534286, -0.041645824909210205, -0.16807666420936584, -0.06576520204544067, -0.1195623055100441, -0.17793329060077667, 0.023206941783428192, -0.10578898340463638, 0.0156489796936512, 0.01898859441280365, 0.06941299885511398, -0.0651165246963501, 0.09445150941610336, 0.020956236869096756, -0.09950362890958786, 0.09970808774232864, -0.023816481232643127, 0.004617280326783657, 0.07091483473777771, 0.004451072309166193, 0.04010487720370293, -0.04284115880727768, -0.019314320757985115, 0.05164186283946037, -0.08229515701532364, 0.018567292019724846, -0.07514793425798416, -0.04339326545596123, -0.03491734340786934, 0.042534638196229935, 0.0648469552397728, 0.2183917909860611, 0.03991689160466194, -0.008416897617280483, 0.0272825974971056, 0.15207165479660034, -0.043707773089408875, -0.09465601295232773, -0.09636149555444717, 0.1535932868719101, 0.040745411068201065, 0.06140168756246567, -0.009424441494047642, -0.07308494299650192, -0.008061348460614681, 0.2937878370285034, 0.2127361297607422, -0.07790808379650116, 0.008645891211926937, 0.05164766311645508, 0.016140904277563095, 0.047176893800497055, 0.08198532462120056, 0.12632931768894196, 0.21563906967639923, -0.04257039725780487, -0.060380689799785614, -0.05776539072394371, -0.04356776177883148, -0.06674191355705261, 0.06943705677986145, 0.030641283839941025, -0.10085923224687576, -0.006209534127265215, 0.050127457827329636, -0.05540052428841591, -0.07631323486566544, 0.008549758233129978, -0.17386700212955475, -0.08120284974575043, -0.044587668031454086, 0.06032288819551468, 0.019968882203102112, -0.0010067165130749345, -0.03781045600771904, -0.033784668892621994, 0.0706113800406456, -0.05407455936074257, -0.11025835573673248, -0.1293116956949234, 0.045316435396671295, -0.1025036945939064, 0.10392527282238007, 0.008306071162223816, 0.14278466999530792, 0.10688737779855728, 0.05656646192073822, -0.034282222390174866, 0.10562000423669815, 0.05481574311852455, -0.0499657541513443, 0.07562638074159622, 0.01587894931435585, -0.01186035480350256, 0.05012566223740578, 0.05746600404381752, -0.001544083352200687, 0.06229984015226364, -0.014464986510574818, -0.07432449609041214, -0.14080171287059784, 0.020493250340223312, -0.1707995980978012, 0.06537537276744843, 0.16626706719398499, -0.026748068630695343, 0.0016586986603215337, -0.07501528412103653, 0.06254719197750092, -0.0169234536588192, -0.02562578208744526, -0.003642398864030838, -0.13673235476016998, 0.016648776829242706, 0.05004066973924637, 0.011948059312999249, -0.2842150330543518, -0.022122716531157494, -0.060158126056194305, -0.015133692882955074, -0.10056120157241821, 0.10892566293478012, 0.04530034586787224, 0.02095874398946762, -0.02360193245112896, -0.1767977476119995, 0.026171766221523285, 0.0806279256939888, -0.1529473513364792, -0.09601480513811111 ]
null
null
transformers
### opus-mt-en-he * source languages: en * target languages: he * OPUS readme: [en-he](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-he/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-he/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-he/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-he/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.he | 40.1 | 0.609 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-he
[ "transformers", "pytorch", "tf", "rust", "marian", "text2text-generation", "translation", "en", "he", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #he #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-he * source languages: en * target languages: he * OPUS readme: en-he * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 40.1, chr-F: 0.609
[ "### opus-mt-en-he\n\n\n* source languages: en\n* target languages: he\n* OPUS readme: en-he\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.609" ]
[ "TAGS\n#transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #he #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-he\n\n\n* source languages: en\n* target languages: he\n* OPUS readme: en-he\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.609" ]
[ 63, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #he #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-he\n\n\n* source languages: en\n* target languages: he\n* OPUS readme: en-he\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.609" ]
[ -0.11883574724197388, 0.14666202664375305, -0.002459655050188303, 0.05128216743469238, 0.04890017583966255, -0.015165116637945175, 0.11208532005548477, 0.14825843274593353, -0.003651853185147047, -0.005231274291872978, 0.11273834109306335, 0.1085280105471611, 0.015457600355148315, 0.10525182634592056, -0.0635247528553009, -0.1527547836303711, 0.050836507230997086, 0.05025218427181244, -0.039069876074790955, 0.1359124481678009, 0.09429524838924408, -0.01828116923570633, 0.10764150321483612, -0.02230019122362137, -0.030111467465758324, 0.08594905585050583, 0.005795699544250965, -0.05880081653594971, 0.06491424888372421, 0.04616009443998337, 0.0014093909412622452, 0.08125413209199905, -0.03585527464747429, -0.17965078353881836, 0.011821465566754341, 0.021155081689357758, -0.04133123904466629, 0.024331146851181984, 0.0408613458275795, -0.09244678169488907, 0.11387885361909866, -0.04873441532254219, -0.034340620040893555, 0.028072411194443703, -0.057941921055316925, -0.13777656853199005, -0.06247597932815552, -0.016977962106466293, -0.05001479387283325, 0.14108623564243317, -0.04811369627714157, 0.2543240189552307, -0.1398906409740448, 0.12473540753126144, 0.2185463309288025, -0.301638126373291, -0.012336768209934235, 0.06174996495246887, 0.0377962626516819, 0.11487313359975815, -0.02200886234641075, -0.023457037284970284, 0.07924894243478775, 0.03205664083361626, -0.054000016301870346, -0.10924326628446579, -0.0747671127319336, 0.05024406313896179, -0.11569902300834656, -0.010816364549100399, 0.27675172686576843, 0.00982598029077053, -0.03000190295279026, 0.022220563143491745, -0.050589896738529205, -0.0572843961417675, 0.008050111122429371, 0.037148501724004745, 0.029934806749224663, -0.00009503652836428955, 0.06301171332597733, 0.0039310697466135025, -0.09043741226196289, -0.06026313826441765, -0.10044288635253906, 0.17096532881259918, 0.0486530102789402, -0.004733829293400049, 0.0022597473580390215, 0.039788033813238144, 0.0646146833896637, -0.13552069664001465, -0.05883410573005676, -0.06858226656913757, 0.03271014988422394, 0.03619232773780823, -0.08913841843605042, -0.10182264447212219, 0.1264737993478775, 0.14896194636821747, -0.06936303526163101, 0.0489872507750988, -0.06960336863994598, 0.05037955194711685, -0.05415090173482895, 0.20777495205402374, -0.02991127036511898, -0.0739230215549469, 0.08701120316982269, 0.05219981446862221, 0.0423499196767807, 0.02240546979010105, -0.11102880537509918, -0.08734962344169617, 0.055838629603385925, 0.06687205284833908, 0.010268133133649826, 0.11394663155078888, -0.02843051590025425, -0.012538648210465908, 0.023206019774079323, -0.16546012461185455, -0.013218371197581291, 0.04093652963638306, -0.012058964930474758, 0.05509365722537041, 0.06471432745456696, -0.04298819601535797, -0.14144928753376007, 0.03667072579264641, -0.04465686157345772, -0.005830295383930206, -0.06227897107601166, -0.10765649378299713, 0.02532578445971012, -0.012241022661328316, 0.030739078298211098, -0.15215305984020233, -0.12626862525939941, -0.0259185042232275, 0.021954622119665146, 0.004797535948455334, -0.002020592102780938, -0.0563204288482666, -0.036624033004045486, -0.008989421650767326, -0.052292436361312866, -0.007211051415652037, -0.10926614701747894, 0.08615121245384216, 0.07666655629873276, 0.06947601586580276, -0.07049374282360077, 0.06407873332500458, -0.1910497099161148, -0.04004927724599838, -0.0872013196349144, 0.06339748948812485, -0.16159029304981232, 0.06488583981990814, -0.0739508643746376, -0.08749105781316757, -0.04325716942548752, 0.06943533569574356, 0.03138509765267372, 0.19430534541606903, -0.16598208248615265, -0.06697645038366318, 0.2521347999572754, -0.10050958395004272, -0.17511247098445892, 0.11949098110198975, 0.008886122144758701, 0.03884308785200119, 0.0664067491889, 0.21057479083538055, 0.007856144569814205, -0.060848888009786606, 0.046709273010492325, 0.11100403219461441, 0.07292468845844269, -0.03303806856274605, 0.10888699442148209, -0.08205824345350266, -0.09339230507612228, 0.06747888028621674, -0.10671880841255188, 0.0109242033213377, 0.0021006062161177397, -0.07127028703689575, -0.026221971958875656, 0.005218061618506908, 0.0348324179649353, 0.028926778584718704, 0.05819189175963402, -0.11803168803453445, -0.09969767183065414, -0.006061169318854809, 0.07671631127595901, -0.060115814208984375, 0.0774461105465889, -0.06084132567048073, 0.1151682659983635, -0.05528787896037102, 0.036965034902095795, -0.15980422496795654, 0.07937217503786087, 0.013218550942838192, 0.01464200858026743, 0.09443763643503189, 0.07588677108287811, 0.040109146386384964, -0.06566039472818375, -0.025109948590397835, -0.03339358791708946, 0.051297325640916824, 0.013564477674663067, -0.06616754829883575, -0.18749494850635529, 0.05137525871396065, -0.036902736872434616, 0.005865570157766342, -0.09909511357545853, -0.025309070944786072, 0.013601978309452534, 0.04273742809891701, -0.025157246738672256, 0.0730169340968132, -0.02110338769853115, 0.04964407533407211, -0.06674706935882568, -0.03773612156510353, 0.03359169885516167, 0.025488758459687233, -0.11064942926168442, 0.1326209455728531, -0.05911985784769058, 0.18386682868003845, 0.23618890345096588, -0.15780235826969147, -0.00038845863309688866, 0.024444937705993652, -0.011636405251920223, -0.025002656504511833, 0.07633008062839508, -0.01607631705701351, 0.03843672573566437, 0.020720170810818672, 0.14671050012111664, -0.1385549157857895, -0.006683984771370888, -0.05214695632457733, -0.06565640866756439, 0.00952646229416132, 0.1855958104133606, 0.03195919841527939, -0.11725382506847382, 0.17145024240016937, 0.22188705205917358, -0.15037940442562103, 0.14763379096984863, -0.07091842591762543, -0.07572575658559799, 0.09299949556589127, 0.06820899248123169, -0.025960199534893036, 0.060928989201784134, -0.20595361292362213, 0.020702719688415527, 0.037863537669181824, 0.03660532832145691, 0.08720700442790985, -0.11015480756759644, -0.020028285682201385, 0.0027022978756576777, -0.0653516948223114, -0.016792964190244675, 0.06558285653591156, -0.0009872809750959277, 0.10446565598249435, -0.023100771009922028, -0.06624463200569153, 0.019786780700087547, -0.02876613289117813, -0.13192912936210632, 0.23895426094532013, -0.14357735216617584, -0.22470085322856903, -0.08590918779373169, 0.030501466244459152, -0.13783201575279236, 0.007535791490226984, 0.11948178708553314, -0.12541787326335907, -0.06098179519176483, -0.10066473484039307, 0.01731574535369873, 0.010841581039130688, -0.0392596535384655, -0.08028215169906616, 0.04958099126815796, -0.0015059402212500572, -0.15454302728176117, -0.03468800336122513, 0.00504250917583704, -0.037361275404691696, 0.08071555942296982, -0.15379390120506287, 0.07106088101863861, 0.100843645632267, 0.003930508159101009, 0.041900768876075745, -0.014544010162353516, 0.15247122943401337, -0.024709686636924744, -0.09134109318256378, 0.129405677318573, 0.0372704342007637, 0.020232435315847397, 0.07130125164985657, -0.011449948884546757, -0.05019233003258705, 0.03443225845694542, 0.006188028026372194, 0.013629975728690624, -0.27030423283576965, -0.11636146157979965, -0.09975098818540573, 0.04347603768110275, 0.024208739399909973, 0.041583966463804245, -0.02060817740857601, 0.05045927315950394, -0.029666632413864136, 0.054153118282556534, -0.023187456652522087, 0.09043408185243607, 0.15896837413311005, -0.0230435561388731, 0.08830106258392334, -0.09074539691209793, -0.07971787452697754, 0.09505105018615723, 0.09189556539058685, 0.05821625515818596, -0.009122055023908615, 0.14505504071712494, 0.03926261141896248, 0.14966213703155518, 0.007483239751309156, 0.07941814512014389, 0.002455022418871522, 0.006295207887887955, -0.0338062085211277, -0.12399129569530487, -0.08760886639356613, 0.07288102805614471, 0.007384088356047869, -0.023984840139746666, -0.01606442965567112, -0.06866945326328278, 0.10855257511138916, 0.12909866869449615, 0.04668472707271576, -0.22011305391788483, 0.0022856390569359064, 0.04621231555938721, 0.01432269811630249, -0.02199445106089115, 0.09072703868150711, -0.008788343518972397, -0.07399959117174149, 0.08766457438468933, 0.005837641656398773, 0.12175017595291138, 0.03559626638889313, 0.03845592215657234, -0.04210784658789635, -0.014688410796225071, 0.002230171114206314, 0.14008156955242157, -0.3993372619152069, 0.23516996204853058, 0.007905710488557816, -0.02767270803451538, -0.06397344172000885, -0.0087077422067523, 0.0630432665348053, 0.13647177815437317, 0.12375809997320175, 0.010874757543206215, -0.06012175977230072, -0.03535768762230873, -0.0280702393501997, 0.0563037134706974, 0.016147088259458542, 0.06074298918247223, 0.03414592146873474, -0.03093861974775791, -0.01195184700191021, -0.024528883397579193, 0.08464178442955017, -0.11843694001436234, -0.0794784352183342, 0.04714316502213478, 0.012389558367431164, -0.032418180257081985, -0.03558145835995674, -0.08405275642871857, -0.07997780293226242, 0.2399703413248062, -0.02674162946641445, -0.10492360591888428, -0.09175071865320206, 0.0007560470839962363, 0.10920368134975433, -0.12375392764806747, -0.047491393983364105, -0.05741922929883003, -0.03866180032491684, -0.009038333781063557, -0.1744484305381775, 0.11849146336317062, -0.059731535613536835, -0.04542437568306923, -0.035505179315805435, 0.13815736770629883, -0.10755808651447296, 0.03786005079746246, 0.012165089137852192, -0.035059038549661636, -0.10265811532735825, -0.12095537036657333, -0.044374868273735046, -0.03719301149249077, 0.05162523314356804, 0.12391259521245956, -0.13062596321105957, -0.0882856473326683, -0.03728906437754631, -0.044169530272483826, 0.17425888776779175, 0.17333589494228363, -0.03972947970032692, -0.018208084627985954, 0.1477455049753189, -0.0881420150399208, -0.26740580797195435, 0.032012928277254105, -0.052898142486810684, -0.011238154023885727, 0.010315816849470139, -0.09873107820749283, 0.06006664037704468, -0.03099600225687027, -0.020777098834514618, 0.07728920131921768, -0.12864188849925995, -0.10490582138299942, 0.1982024908065796, 0.06788897514343262, 0.1959361433982849, -0.18660013377666473, -0.06581524759531021, -0.10622996836900711, -0.23946289718151093, 0.05061783641576767, -0.1177421510219574, 0.06424251943826675, -0.00519638741388917, -0.0029847407713532448, 0.011463325470685959, -0.023826688528060913, 0.10891792178153992, 0.04335629567503929, 0.020977679640054703, -0.04799902066588402, 0.06212025508284569, 0.005472525022923946, 0.0428900308907032, 0.12361776828765869, -0.1382778435945511, 0.07069456577301025, -0.14175070822238922, -0.0005839550867676735, -0.055724795907735825, 0.07710052281618118, -0.028070952743291855, -0.04876461252570152, -0.02592732012271881, 0.04545096680521965, 0.05775110796093941, -0.002641998464241624, 0.1566491425037384, -0.098711758852005, 0.0332861952483654, 0.1656099408864975, 0.09924358874559402, -0.07922378927469254, 0.024188753217458725, 0.029440918937325478, -0.02163829281926155, 0.0882740467786789, -0.11744710803031921, 0.050446659326553345, 0.11193877458572388, -0.015152745880186558, 0.06844241172075272, 0.04411420226097107, -0.08929585665464401, -0.038743603974580765, 0.09882579743862152, -0.16134300827980042, 0.04086511209607124, -0.06486814469099045, -0.17901460826396942, 0.0185508094727993, 0.05680016800761223, 0.12343025207519531, -0.048593875020742416, -0.026062607765197754, -0.015253233723342419, 0.01418606098741293, -0.08218366652727127, 0.13643436133861542, 0.06522683799266815, -0.015100141987204552, -0.09736938029527664, 0.056075334548950195, -0.018889395520091057, -0.12738831341266632, 0.004322772845625877, 0.15410244464874268, -0.10483803600072861, -0.11738691478967667, 0.06566739827394485, 0.12379831075668335, -0.12964123487472534, -0.04505595937371254, -0.1292160451412201, -0.09203574806451797, 0.007968149147927761, 0.11259541660547256, 0.14717695116996765, 0.03065943345427513, 0.038929831236600876, -0.05890459194779396, 0.05192074179649353, 0.060874972492456436, 0.06359072029590607, 0.06040181964635849, -0.05579639971256256, -0.007132336031645536, -0.0347321517765522, 0.11138049513101578, -0.03313317522406578, 0.023465894162654877, -0.16752421855926514, 0.04414675012230873, -0.2029845118522644, 0.04448822885751724, -0.03387093544006348, 0.02120920456945896, -0.008687472902238369, -0.06548669934272766, -0.04128707945346832, 0.003293888410553336, -0.12524865567684174, -0.01635005511343479, -0.006150590255856514, 0.04982242360711098, -0.11287987232208252, 0.02364220656454563, 0.06171773001551628, -0.08115918934345245, 0.07094068825244904, 0.04453122615814209, -0.0852312222123146, 0.10441353172063828, -0.16842059791088104, -0.026921721175312996, 0.0323149748146534, 0.08178893476724625, 0.06762953102588654, -0.01754472218453884, 0.02941872738301754, 0.1386829912662506, 0.11095546931028366, 0.02492932416498661, 0.13133655488491058, -0.12045837193727493, -0.007116158027201891, -0.13486580550670624, -0.07614269107580185, -0.01571020297706127, 0.03324601799249649, 0.09421603381633759, 0.06125728785991669, 0.15192367136478424, -0.07393855601549149, 0.015042577870190144, -0.12545470893383026, -0.0032219900749623775, 0.014851532876491547, -0.1028376966714859, -0.12003392726182938, -0.010168134234845638, 0.08034756779670715, -0.000050356822612229735, 0.23828597366809845, 0.05415664613246918, 0.08556650578975677, 0.024646859616041183, -0.0140308802947402, 0.12876036763191223, 0.033881302922964096, 0.1651017665863037, -0.005515292286872864, 0.018414592370390892, -0.07987353950738907, -0.03518843278288841, 0.024643197655677795, 0.031294796615839005, 0.13512232899665833, 0.22305500507354736, 0.08522741496562958, 0.1450427919626236, -0.004052239935845137, 0.034083180129528046, -0.03750741854310036, -0.09959495812654495, 0.06488992273807526, 0.08568674325942993, 0.007927428930997849, 0.13858062028884888, 0.14551283419132233, -0.11370718479156494, 0.043616656213998795, -0.08319886028766632, -0.04265620931982994, -0.16810353100299835, -0.10867131501436234, -0.12842322885990143, -0.180251806974411, 0.03211377188563347, -0.11300031840801239, 0.018773026764392853, 0.045108407735824585, 0.0731607973575592, -0.09097302705049515, 0.07103180140256882, 0.01810043305158615, -0.13367889821529388, 0.072276271879673, -0.02511036954820156, 0.01000414602458477, 0.06836187839508057, 0.002696043811738491, 0.051525138318538666, -0.0007584910490550101, -0.0022601704113185406, 0.050984498113393784, -0.08639518171548843, 0.059754807502031326, -0.11582912504673004, -0.04354103282094002, -0.029081087559461594, 0.032220084220170975, 0.04070351645350456, 0.2463013231754303, 0.040451083332300186, -0.008949647657573223, 0.038628119975328445, 0.16842064261436462, -0.06923769414424896, -0.1441526859998703, -0.11313781142234802, 0.16865186393260956, 0.02193731628358364, 0.07907430082559586, 0.003523973748087883, -0.06863614916801453, -0.020522966980934143, 0.3041507601737976, 0.2274779975414276, -0.103243388235569, 0.007112124934792519, 0.013173624873161316, 0.025585323572158813, 0.028510579839348793, 0.10667499154806137, 0.0978427603840828, 0.16413868963718414, -0.05083964020013809, -0.053989581763744354, -0.07023418694734573, -0.022638946771621704, -0.1061774492263794, 0.06342898309230804, 0.06140753626823425, -0.10732166469097137, -0.029255447909235954, 0.06630454212427139, -0.041077159345149994, -0.07448283582925797, -0.03563431650400162, -0.1501130759716034, -0.07146237790584564, -0.03925009071826935, 0.09605570882558823, 0.028795616701245308, -0.016535518690943718, -0.02711089327931404, -0.02478247694671154, 0.02897830493748188, -0.04016198217868805, -0.08231404423713684, -0.11480659991502762, 0.05347400903701782, -0.1096854954957962, 0.08175109326839447, 0.01711091585457325, 0.1518903523683548, 0.0817524716258049, 0.10588881373405457, -0.0347607284784317, 0.13064555823802948, 0.029425932094454765, -0.039578936994075775, 0.07692374289035797, -0.040106870234012604, -0.013417132198810577, 0.05223855748772621, 0.0423998199403286, 0.001637143432162702, 0.07959563285112381, 0.015908734872937202, -0.0673169419169426, -0.12205162644386292, 0.027874372899532318, -0.1630043387413025, 0.09356307238340378, 0.16877481341362, -0.02908252738416195, -0.01108536683022976, -0.08366292715072632, 0.02140744775533676, -0.04612545669078827, -0.01363753154873848, -0.03351924940943718, -0.11069103330373764, -0.028041480109095573, 0.03058597631752491, 0.04111485928297043, -0.2750749886035919, 0.017322726547718048, -0.07503586262464523, 0.0008984747109934688, -0.08650324493646622, 0.12082384526729584, 0.04910464957356453, -0.004574669525027275, -0.03434055671095848, -0.18194733560085297, 0.024998711422085762, 0.07185603678226471, -0.13361084461212158, -0.09726405888795853 ]
null
null
transformers
### eng-hin * source group: English * target group: Hindi * OPUS readme: [eng-hin](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-hin/README.md) * model: transformer-align * source language(s): eng * target language(s): hin * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hin/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hin/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hin/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2014.eng.hin | 6.9 | 0.296 | | newstest2014-hien.eng.hin | 9.9 | 0.323 | | Tatoeba-test.eng.hin | 16.1 | 0.447 | ### System Info: - hf_name: eng-hin - source_languages: eng - target_languages: hin - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-hin/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'hi'] - src_constituents: {'eng'} - tgt_constituents: {'hin'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hin/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hin/opus-2020-06-17.test.txt - src_alpha3: eng - tgt_alpha3: hin - short_pair: en-hi - chrF2_score: 0.447 - bleu: 16.1 - brevity_penalty: 1.0 - ref_len: 32904.0 - src_name: English - tgt_name: Hindi - train_date: 2020-06-17 - src_alpha2: en - tgt_alpha2: hi - prefer_old: False - long_pair: eng-hin - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "hi"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-hi
[ "transformers", "pytorch", "tf", "rust", "marian", "text2text-generation", "translation", "en", "hi", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "hi" ]
TAGS #transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #hi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-hin * source group: English * target group: Hindi * OPUS readme: eng-hin * model: transformer-align * source language(s): eng * target language(s): hin * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 6.9, chr-F: 0.296 testset: URL, BLEU: 9.9, chr-F: 0.323 testset: URL, BLEU: 16.1, chr-F: 0.447 ### System Info: * hf\_name: eng-hin * source\_languages: eng * target\_languages: hin * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'hi'] * src\_constituents: {'eng'} * tgt\_constituents: {'hin'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: hin * short\_pair: en-hi * chrF2\_score: 0.447 * bleu: 16.1 * brevity\_penalty: 1.0 * ref\_len: 32904.0 * src\_name: English * tgt\_name: Hindi * train\_date: 2020-06-17 * src\_alpha2: en * tgt\_alpha2: hi * prefer\_old: False * long\_pair: eng-hin * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-hin\n\n\n* source group: English\n* target group: Hindi\n* OPUS readme: eng-hin\n* model: transformer-align\n* source language(s): eng\n* target language(s): hin\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.9, chr-F: 0.296\ntestset: URL, BLEU: 9.9, chr-F: 0.323\ntestset: URL, BLEU: 16.1, chr-F: 0.447", "### System Info:\n\n\n* hf\\_name: eng-hin\n* source\\_languages: eng\n* target\\_languages: hin\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'hi']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'hin'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: hin\n* short\\_pair: en-hi\n* chrF2\\_score: 0.447\n* bleu: 16.1\n* brevity\\_penalty: 1.0\n* ref\\_len: 32904.0\n* src\\_name: English\n* tgt\\_name: Hindi\n* train\\_date: 2020-06-17\n* src\\_alpha2: en\n* tgt\\_alpha2: hi\n* prefer\\_old: False\n* long\\_pair: eng-hin\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #hi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-hin\n\n\n* source group: English\n* target group: Hindi\n* OPUS readme: eng-hin\n* model: transformer-align\n* source language(s): eng\n* target language(s): hin\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.9, chr-F: 0.296\ntestset: URL, BLEU: 9.9, chr-F: 0.323\ntestset: URL, BLEU: 16.1, chr-F: 0.447", "### System Info:\n\n\n* hf\\_name: eng-hin\n* source\\_languages: eng\n* target\\_languages: hin\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'hi']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'hin'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: hin\n* short\\_pair: en-hi\n* chrF2\\_score: 0.447\n* bleu: 16.1\n* brevity\\_penalty: 1.0\n* ref\\_len: 32904.0\n* src\\_name: English\n* tgt\\_name: Hindi\n* train\\_date: 2020-06-17\n* src\\_alpha2: en\n* tgt\\_alpha2: hi\n* prefer\\_old: False\n* long\\_pair: eng-hin\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 63, 154, 386 ]
[ "passage: TAGS\n#transformers #pytorch #tf #rust #marian #text2text-generation #translation #en #hi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-hin\n\n\n* source group: English\n* target group: Hindi\n* OPUS readme: eng-hin\n* model: transformer-align\n* source language(s): eng\n* target language(s): hin\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.9, chr-F: 0.296\ntestset: URL, BLEU: 9.9, chr-F: 0.323\ntestset: URL, BLEU: 16.1, chr-F: 0.447" ]
[ -0.14229893684387207, 0.09323189407587051, -0.0035088795702904463, 0.05948072299361229, 0.055047713220119476, 0.030488895252346992, 0.08945053070783615, 0.1516304761171341, 0.04433645308017731, 0.03794487938284874, 0.10002917796373367, 0.08114015311002731, 0.037257030606269836, 0.15334132313728333, -0.027826836332678795, -0.12178931385278702, 0.032145511358976364, 0.06372983008623123, -0.07927143573760986, 0.13867931067943573, 0.07530666887760162, -0.04669352248311043, 0.09977530688047409, -0.02426442690193653, -0.04644272103905678, 0.0765346884727478, 0.007128180004656315, -0.05221198871731758, 0.05590915307402611, 0.05737009271979332, 0.04761873930692673, 0.07338839769363403, -0.010786858387291431, -0.20938457548618317, 0.021359333768486977, -0.0006503668846562505, -0.03250975161790848, 0.03815858066082001, 0.01795900985598564, -0.05104978382587433, 0.11411973834037781, -0.055654507130384445, -0.01851271279156208, 0.04883826896548271, -0.020076341927051544, -0.1880461573600769, -0.0741196870803833, 0.07706810534000397, -0.05700937658548355, 0.13324926793575287, -0.02950431779026985, 0.23383241891860962, -0.12163855880498886, 0.12569791078567505, 0.2759556472301483, -0.2696283459663391, -0.0006325346184894443, 0.1263096034526825, 0.0472276471555233, 0.08032771199941635, -0.02802475541830063, -0.01914154924452305, 0.09037621319293976, 0.027305632829666138, -0.04772051051259041, -0.10879545658826828, -0.04879102110862732, 0.03277270495891571, -0.10673131048679352, -0.02148711495101452, 0.24483980238437653, 0.02854537032544613, -0.07231388986110687, -0.0032978414092212915, -0.05201143026351929, -0.04746336489915848, -0.02755574882030487, 0.05567917600274086, 0.04337188974022865, -0.007956747896969318, 0.007075964938849211, -0.009886929765343666, -0.061050303280353546, -0.09996838122606277, -0.04606072977185249, 0.16238324344158173, 0.05083722621202469, 0.0101383738219738, -0.03843589127063751, 0.063975490629673, 0.01843576319515705, -0.1461993157863617, -0.07912702858448029, -0.044436015188694, 0.0140190739184618, 0.06059776246547699, -0.0766223892569542, -0.06214244291186333, 0.1354343146085739, 0.1191645935177803, -0.12338533997535706, 0.08123454451560974, -0.08829330652952194, 0.0302487351000309, -0.0477900393307209, 0.218446746468544, -0.01533193327486515, -0.03861172869801521, 0.06048848479986191, 0.059617266058921814, 0.05008232593536377, 0.025464197620749474, -0.05129236727952957, -0.053697094321250916, 0.03515579551458359, 0.07497841864824295, -0.02999556064605713, 0.07907038182020187, -0.05828891694545746, -0.023399924859404564, 0.060504086315631866, -0.14877451956272125, -0.001306135207414627, 0.07633127272129059, -0.0339307077229023, 0.0753759890794754, 0.1025393009185791, -0.07896632701158524, -0.09876794368028641, -0.024022862315177917, -0.06470311433076859, -0.01276968140155077, -0.07269922643899918, -0.11853453516960144, 0.042628850787878036, -0.021053660660982132, 0.011966467835009098, -0.1117095872759819, -0.13178643584251404, -0.04004208743572235, 0.015033803880214691, 0.007689725141972303, -0.0014463476836681366, -0.01770775020122528, -0.046666327863931656, 0.0009958891896530986, -0.031133204698562622, -0.050550494343042374, -0.08197485655546188, 0.10184597969055176, 0.04841465875506401, 0.04240626469254494, -0.012471253052353859, 0.0444219596683979, -0.14212726056575775, 0.01969294808804989, -0.15497374534606934, 0.05450651794672012, -0.18369583785533905, 0.06512204557657242, -0.07588759064674377, -0.10830824822187424, -0.012536933645606041, 0.054432209581136703, 0.05509070307016373, 0.15427261590957642, -0.10709714144468307, -0.07687916606664658, 0.2169058620929718, -0.13286767899990082, -0.16765987873077393, 0.07803553342819214, 0.012631727382540703, -0.06334007531404495, 0.06775903701782227, 0.15355834364891052, 0.08621469885110855, -0.07602036744356155, -0.007646390236914158, 0.09133607149124146, 0.06707113236188889, -0.07169900834560394, 0.10244597494602203, -0.06334327161312103, -0.1210239976644516, 0.0532400980591774, -0.12408456951379776, 0.050958599895238876, -0.011849986389279366, -0.03074502944946289, -0.06809110194444656, -0.031948529183864594, 0.018853899091482162, 0.050140172243118286, 0.03170609101653099, -0.10512050241231918, -0.09225717931985855, 0.047783855348825455, 0.15756762027740479, -0.08573423326015472, 0.04812581464648247, -0.051121897995471954, 0.13250033557415009, -0.07799480110406876, 0.03633168339729309, -0.14685411751270294, -0.005477090831845999, 0.060711026191711426, -0.040139034390449524, 0.055901121348142624, 0.03232908248901367, 0.04413657635450363, -0.04095100983977318, -0.025746162980794907, -0.05259069800376892, 0.005838199984282255, -0.03372684866189957, -0.04997549578547478, -0.19106747210025787, 0.0039085340686142445, -0.024647925049066544, 0.053142812103033066, -0.1522185206413269, -0.002721010474488139, 0.06782002002000809, 0.07434690743684769, -0.013235273770987988, 0.03643178194761276, 0.026831332594156265, 0.02534414269030094, -0.05319812148809433, -0.02291480451822281, 0.009973273612558842, -0.00570415984839201, -0.14746108651161194, 0.10673663765192032, -0.04111889377236366, 0.1261691153049469, 0.19668222963809967, -0.07708790898323059, 0.006960975471884012, -0.006679653190076351, -0.032995861023664474, -0.007726646494120359, 0.0567791610956192, -0.013001848012208939, 0.006081887520849705, 0.009560803882777691, 0.1498841792345047, -0.15562289953231812, -0.03892241418361664, -0.02360369637608528, -0.031115835532546043, -0.019133705645799637, 0.18404297530651093, 0.04626850038766861, -0.0666968896985054, 0.11763779819011688, 0.13104107975959778, -0.0938049927353859, 0.1713658720254898, -0.09499751031398773, -0.09379113465547562, 0.05526205152273178, 0.06264324486255646, -0.03955312818288803, 0.10608088970184326, -0.12217969447374344, 0.019990522414445877, 0.052516911178827286, 0.012061377987265587, 0.041063882410526276, -0.09828009456396103, -0.005556419491767883, -0.005099354311823845, -0.10720427334308624, -0.030117906630039215, 0.04341039061546326, 0.011157612316310406, 0.07853660732507706, -0.03692317008972168, -0.02235471084713936, 0.004965078551322222, -0.025490177795290947, -0.14946851134300232, 0.23336629569530487, -0.12627184391021729, -0.1828378289937973, -0.1313808262348175, 0.03026116080582142, -0.12492328137159348, -0.031547628343105316, 0.08411354571580887, -0.1525401622056961, -0.07870817929506302, -0.1049172580242157, 0.04004419595003128, 0.035336948931217194, -0.009854846633970737, -0.04687170684337616, 0.0018888053018599749, 0.05758149176836014, -0.18313011527061462, -0.02585005946457386, -0.02063826099038124, 0.006831522099673748, 0.02760227397084236, -0.10846536606550217, 0.07763797789812088, 0.11478684842586517, -0.0004412831913214177, 0.038601238280534744, -0.011729600839316845, 0.19424714148044586, -0.04877758398652077, -0.012624240480363369, 0.1276261955499649, 0.015929553657770157, 0.01653696969151497, 0.07356851547956467, 0.0007755812839604914, -0.047760870307683945, 0.04378248378634453, 0.030147889629006386, 0.011160817928612232, -0.3161694407463074, -0.08702385425567627, -0.0665888786315918, 0.033810995519161224, 0.013819771818816662, 0.07299192994832993, -0.03382815420627594, 0.0753389298915863, -0.04326543211936951, 0.03533267602324486, -0.005993118043988943, 0.05735209956765175, 0.17669932544231415, 0.016551926732063293, 0.09667510539293289, -0.11574817448854446, -0.0033758387435227633, 0.09037667512893677, 0.006427631247788668, 0.1359834522008896, -0.055094264447689056, 0.14433763921260834, 0.0723567008972168, 0.1380913257598877, 0.04507950693368912, 0.0657905712723732, -0.04316697269678116, 0.007261193357408047, 0.01254129596054554, -0.09100334346294403, -0.0473027378320694, 0.03595682978630066, -0.028303025290369987, 0.055027879774570465, -0.07425647974014282, -0.0543685182929039, 0.07500004768371582, 0.14563775062561035, 0.03510851785540581, -0.22209255397319794, -0.04309563711285591, 0.03510154038667679, 0.0040952484123408794, -0.014077969826757908, 0.06464962661266327, 0.009785806760191917, -0.08002778142690659, 0.10284498333930969, 0.00962014589458704, 0.11322412639856339, 0.01454413216561079, 0.009858286008238792, -0.023193450644612312, 0.032462574541568756, -0.008805839344859123, 0.10012448579072952, -0.31884461641311646, 0.2297002226114273, 0.024662403389811516, -0.008032678626477718, -0.03841462358832359, 0.009065285325050354, 0.06255077570676804, 0.10745888203382492, 0.07518685609102249, 0.008524976670742035, -0.0024002068676054478, -0.08748573064804077, 0.004165133461356163, 0.0702594593167305, 0.02867726795375347, 0.0616484172642231, 0.08746461570262909, -0.03233746811747551, -0.02116836979985237, -0.019968900829553604, 0.015264932997524738, -0.13667525351047516, -0.019631030037999153, 0.021006349474191666, 0.03554689511656761, -0.029058538377285004, -0.06535173952579498, -0.08156227320432663, -0.11375749111175537, 0.21215949952602386, -0.07925987243652344, -0.11433587223291397, -0.09972874075174332, 0.038321055471897125, 0.15436400473117828, -0.13141269981861115, -0.00029937148792669177, -0.05902177840471268, -0.012337771244347095, 0.00010253819345962256, -0.14019981026649475, 0.07497215270996094, -0.04613949730992317, -0.15043221414089203, -0.004816994071006775, 0.15313372015953064, -0.0629677101969719, 0.05874495580792427, -0.007798326667398214, -0.02880449779331684, -0.014386887662112713, -0.11592160910367966, -0.059289295226335526, 0.014388157986104488, -0.0008051249897107482, 0.14481018483638763, -0.12960781157016754, -0.0585116408765316, -0.025592990219593048, -0.01764380931854248, 0.11675485968589783, 0.2076185643672943, -0.03971774876117706, 0.019077256321907043, 0.16185864806175232, -0.09571850299835205, -0.2142667919397354, 0.03800031915307045, -0.04665307328104973, 0.017144426703453064, 0.019024426117539406, -0.12858301401138306, 0.10262172669172287, 0.005589103326201439, -0.02126268856227398, 0.07105167955160141, -0.170409694314003, -0.11182353645563126, 0.15896521508693695, 0.11082159727811813, 0.17892535030841827, -0.17733502388000488, -0.09523618966341019, -0.0773782804608345, -0.2385638803243637, -0.005958860274404287, -0.10046207904815674, 0.0841243714094162, -0.06343246251344681, -0.026425311341881752, 0.03683443367481232, -0.04098502919077873, 0.10786033421754837, -0.0009180327760986984, 0.04781769588589668, -0.06796970963478088, 0.07609395682811737, 0.0506734661757946, 0.009081370197236538, 0.2008877396583557, -0.1849672496318817, 0.0910041332244873, -0.136436328291893, -0.02103789523243904, -0.0648554116487503, 0.04887887090444565, -0.03728264197707176, -0.014027220197021961, -0.08193283528089523, 0.032812368124723434, 0.026728134602308273, 0.02174469642341137, 0.15417395532131195, -0.06589040160179138, 0.05485771223902702, 0.09991884231567383, 0.13469906151294708, -0.026859885081648827, -0.019923703745007515, 0.02295699529349804, -0.018747495487332344, 0.07648858428001404, -0.18596303462982178, 0.05489480122923851, 0.1419961303472519, 0.00689014233648777, 0.08687672019004822, 0.029005570337176323, -0.10186006128787994, -0.022255560383200645, 0.0903191789984703, -0.09360460937023163, -0.008765039034187794, -0.04187817871570587, -0.1994951367378235, -0.057773470878601074, 0.05393451452255249, 0.17552699148654938, -0.02237287536263466, -0.012083612382411957, -0.003843750339001417, 0.0088660828769207, -0.07205531001091003, 0.13728225231170654, 0.10884138941764832, 0.027922095730900764, -0.11102557927370071, 0.07589706778526306, 0.0033409520983695984, -0.08427659422159195, 0.029623301699757576, 0.16306300461292267, -0.11600092798471451, -0.09904884546995163, 0.07167214900255203, 0.12948669493198395, -0.09205830842256546, -0.055239658802747726, -0.16953139007091522, -0.11410712450742722, 0.045599304139614105, 0.15657776594161987, 0.12034046649932861, 0.04307413473725319, 0.040120311081409454, -0.035410769283771515, -0.004528982099145651, 0.10218849778175354, 0.05334361642599106, 0.05752228572964668, -0.1276848316192627, -0.033456090837717056, 0.025691773742437363, 0.11450184136629105, -0.029284106567502022, 0.01694697141647339, -0.16243121027946472, 0.02042684145271778, -0.2560998499393463, 0.024511849507689476, -0.0202703308314085, 0.004686866886913776, -0.02345987595617771, -0.07782848924398422, -0.04501581937074661, 0.05220164731144905, -0.10408296436071396, -0.03211537376046181, 0.009646192193031311, 0.0876554623246193, -0.14940865337848663, -0.015530960634350777, 0.06094980612397194, -0.06441600620746613, 0.07430528104305267, 0.03350401669740677, -0.05944215506315231, 0.08313030749559402, -0.11306151747703552, 0.0023032142780721188, 0.014168357476592064, 0.0595598965883255, 0.021189408376812935, -0.00631733937188983, 0.05116860568523407, 0.08599969744682312, 0.05887020379304886, 0.05187701806426048, 0.13220295310020447, -0.11948955059051514, -0.037383753806352615, -0.10549887269735336, -0.07330698519945145, -0.028385981917381287, 0.05234735459089279, 0.09187889099121094, 0.07122263312339783, 0.11885429918766022, -0.06913664191961288, -0.0031884631607681513, -0.18216729164123535, -0.014133836142718792, -0.004123714752495289, -0.0702676847577095, -0.1366933137178421, -0.009354503825306892, 0.06192082166671753, -0.027698678895831108, 0.18866382539272308, -0.019870225340127945, 0.05743739753961563, 0.02807050570845604, -0.025059551000595093, 0.12562252581119537, 0.0035374402068555355, 0.20045582950115204, -0.022230500355362892, 0.01809188723564148, -0.0002970535133499652, -0.023616189137101173, 0.036782748997211456, -0.010168428532779217, 0.08313572406768799, 0.19802354276180267, 0.10196037590503693, 0.13437409698963165, 0.04667915031313896, 0.008419889956712723, -0.013771016150712967, -0.06452739238739014, -0.006706394720822573, 0.0944107249379158, 0.03409726172685623, 0.20172394812107086, 0.14073294401168823, -0.11083826422691345, 0.05166911706328392, -0.013553017750382423, -0.046522852033376694, -0.12571924924850464, -0.0997217521071434, -0.12203799933195114, -0.22186242043972015, 0.03120720200240612, -0.12035030871629715, -0.025967758148908615, 0.05037497729063034, 0.06053707376122475, -0.051397427916526794, 0.13396836817264557, 0.029484929516911507, -0.08567283302545547, 0.0719439685344696, -0.01206710934638977, -0.028407806530594826, 0.07496628910303116, -0.0026093146298080683, 0.0738922581076622, -0.033498797565698624, -0.015541644766926765, 0.05447102710604668, -0.053667888045310974, 0.05268454924225807, -0.03368641436100006, -0.06084480136632919, -0.012419931590557098, 0.04151243716478348, 0.04996069148182869, 0.22332686185836792, 0.04383248835802078, 0.007938632741570473, -0.011098350398242474, 0.11339498311281204, -0.02818353846669197, -0.09911967813968658, -0.09443054348230362, 0.1734466850757599, 0.04670495167374611, 0.02817024663090706, 0.0083064129576087, -0.09084489941596985, -0.025197766721248627, 0.2792145013809204, 0.19566409289836884, -0.050851985812187195, 0.008178428746759892, 0.03513677418231964, 0.006494410801678896, 0.011615965515375137, 0.102796770632267, 0.1182573139667511, 0.17414502799510956, -0.021347850561141968, -0.06707439571619034, -0.0689888596534729, -0.04107995703816414, -0.059711407870054245, 0.0452350378036499, 0.01789628155529499, -0.1019764319062233, -0.017014166340231895, 0.053661298006772995, -0.0521133616566658, -0.054960887879133224, 0.016550304368138313, -0.14075317978858948, -0.07068934291601181, -0.0731193870306015, 0.026892373338341713, 0.048018380999565125, -0.031178941950201988, -0.03898535668849945, -0.020997628569602966, 0.09703871607780457, -0.03767869994044304, -0.11980357021093369, -0.14318065345287323, 0.07600873708724976, -0.14150555431842804, 0.14559979736804962, 0.0026886924169957638, 0.13858024775981903, 0.10653265565633774, 0.05053000524640083, -0.05389731377363205, 0.08882685750722885, 0.07003889977931976, -0.10810300707817078, 0.02647346444427967, 0.005724109243601561, 0.000991455977782607, 0.09977339208126068, 0.04525432363152504, 0.004057787358760834, 0.023247243836522102, 0.04012147709727287, -0.07149878889322281, -0.14946013689041138, 0.00393551355227828, -0.14645792543888092, 0.09272776544094086, 0.17732954025268555, -0.03248802572488785, -0.028922298923134804, -0.07751569151878357, 0.049421221017837524, -0.024597756564617157, -0.035409536212682724, 0.01675492897629738, -0.1429721862077713, 0.030002528801560402, 0.020186735317111015, 0.02972695603966713, -0.27603742480278015, -0.01899573765695095, -0.05055088922381401, -0.017043571919202805, -0.08162593096494675, 0.11543793231248856, 0.0585072860121727, 0.035889800637960434, -0.014864208176732063, -0.16590429842472076, 0.01300403568893671, 0.0952037051320076, -0.19422292709350586, -0.100180484354496 ]
null
null
transformers
### opus-mt-en-hil * source languages: en * target languages: hil * OPUS readme: [en-hil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-hil/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-hil/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-hil/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-hil/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.hil | 49.4 | 0.696 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-hil
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "hil", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #hil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-hil * source languages: en * target languages: hil * OPUS readme: en-hil * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 49.4, chr-F: 0.696
[ "### opus-mt-en-hil\n\n\n* source languages: en\n* target languages: hil\n* OPUS readme: en-hil\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 49.4, chr-F: 0.696" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #hil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-hil\n\n\n* source languages: en\n* target languages: hil\n* OPUS readme: en-hil\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 49.4, chr-F: 0.696" ]
[ 61, 101 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #hil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-hil\n\n\n* source languages: en\n* target languages: hil\n* OPUS readme: en-hil\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 49.4, chr-F: 0.696" ]
[ -0.12304409593343735, 0.10105574131011963, -0.0030181624460965395, 0.05448189005255699, 0.03521300107240677, 0.012343057431280613, 0.10784248262643814, 0.15904246270656586, 0.06297516822814941, 0.009931347332894802, 0.12574103474617004, 0.08010809123516083, 0.0331370010972023, 0.11025583744049072, -0.0789540559053421, -0.13639356195926666, 0.04305170103907585, 0.04654862359166145, -0.1208636611700058, 0.11851003766059875, 0.08678994327783585, -0.02171640843153, 0.11593867838382721, -0.007120745722204447, -0.0227541234344244, 0.08324714750051498, -0.0023393777664750814, -0.03146050497889519, 0.07039258629083633, 0.0780157670378685, 0.03859787806868553, 0.08484332263469696, -0.014826315455138683, -0.20409415662288666, 0.023043161258101463, -0.0008407332352362573, -0.04989143833518028, 0.029538646340370178, -0.0075384099036455154, -0.08323801308870316, 0.07925533503293991, -0.06424900144338608, -0.05508529767394066, 0.03574438765645027, -0.04397406056523323, -0.09435178339481354, -0.09138324856758118, -0.04634302109479904, -0.05532064288854599, 0.13041503727436066, -0.03386879339814186, 0.2581823766231537, -0.1405385136604309, 0.11361978948116302, 0.2478511929512024, -0.2777112126350403, -0.01994618959724903, 0.06952810287475586, 0.020030761137604713, 0.057249970734119415, -0.018875980749726295, 0.023578818887472153, 0.10578808933496475, 0.02195046842098236, -0.08141092956066132, -0.1298328936100006, -0.07308758050203323, 0.04804866015911102, -0.09471886605024338, 0.007707421202212572, 0.24239346385002136, 0.010082337073981762, -0.05573791638016701, 0.042696960270404816, -0.04052191972732544, -0.021135970950126648, -0.007158782798796892, 0.029672427102923393, 0.048274338245391846, -0.010208993218839169, 0.06888121366500854, -0.049629293382167816, -0.07817359268665314, -0.06533016264438629, -0.09286395460367203, 0.15843549370765686, 0.06407755613327026, -0.0028293549548834562, -0.008045886643230915, 0.0406133309006691, 0.08898287266492844, -0.13570848107337952, -0.0834326520562172, -0.03461141139268875, 0.016418732702732086, 0.04316897317767143, -0.08932357281446457, -0.0015383850550279021, 0.16182495653629303, 0.10732509195804596, -0.0768999308347702, 0.05746745318174362, -0.0913102999329567, 0.040587350726127625, -0.0596296526491642, 0.1766900271177292, -0.010737201198935509, -0.05649213865399361, 0.08479852229356766, 0.03432106971740723, 0.05006022751331329, 0.01453405525535345, -0.10823862254619598, -0.06789793074131012, 0.007840421982109547, 0.09226300567388535, -0.013410019688308239, 0.06611518561840057, -0.03283822536468506, 0.010189279913902283, -0.029055410996079445, -0.1679142564535141, 0.007311688736081123, 0.04194290563464165, 0.009089318104088306, 0.10862009227275848, 0.05943213775753975, -0.04202199727296829, -0.1480829268693924, -0.012101950123906136, -0.051746781915426254, 0.029275905340909958, -0.024716995656490326, -0.06861966848373413, 0.030821409076452255, -0.030344922095537186, 0.009490037336945534, -0.13276739418506622, -0.09203214198350906, -0.042081620544195175, 0.05964905396103859, -0.01870488002896309, -0.0004132708709221333, -0.030746305361390114, -0.034773971885442734, -0.0018041845178231597, -0.04012922942638397, -0.027699405327439308, -0.092893086373806, 0.07748368382453918, 0.06417983770370483, 0.07066694647073746, -0.0853380411863327, 0.04064213111996651, -0.16361373662948608, -0.027863718569278717, -0.1131879985332489, 0.04363999888300896, -0.13869167864322662, 0.05956490710377693, -0.0601419098675251, -0.09642688184976578, -0.028481075540184975, 0.10121136158704758, 0.036056313663721085, 0.18846561014652252, -0.14122217893600464, -0.06164301559329033, 0.19551950693130493, -0.09207573533058167, -0.18148250877857208, 0.12130794674158096, -0.0009161230409517884, 0.0069936830550432205, 0.0548943430185318, 0.19486533105373383, -0.010355415754020214, -0.10859790444374084, 0.02868366241455078, 0.12619969248771667, 0.08324065059423447, -0.033672232180833817, 0.07784947752952576, -0.053840022534132004, -0.1318952441215515, 0.051376406103372574, -0.13280951976776123, 0.012342546135187149, 0.019874656572937965, -0.07262582331895828, -0.05503605678677559, -0.010214893147349358, -0.017032751813530922, 0.03678880259394646, 0.05676961690187454, -0.11361480504274368, -0.07714516669511795, 0.024592675268650055, 0.10712461918592453, -0.06686992198228836, 0.07778693735599518, -0.04540880769491196, 0.12795618176460266, -0.06507367640733719, 0.0184963196516037, -0.1321513056755066, 0.06629729270935059, -0.015344967134296894, 0.0018355885986238718, 0.12430384010076523, 0.1172584518790245, 0.02928326278924942, -0.057424843311309814, -0.03652604669332504, -0.01954275369644165, 0.07429627329111099, -0.014300203882157803, -0.061455368995666504, -0.21410547196865082, 0.041032470762729645, -0.013574203476309776, 0.08050130307674408, -0.09660202264785767, -0.030520619824528694, 0.04193863645195961, 0.07320988923311234, -0.03911474347114563, 0.08732060343027115, -0.010611284524202347, 0.03925740346312523, -0.07137839496135712, -0.019260263070464134, 0.016272028908133507, 0.02317976765334606, -0.11680352687835693, 0.14710700511932373, -0.025645790621638298, 0.14383824169635773, 0.22463154792785645, -0.14943525195121765, 0.008267464116215706, 0.020637471228837967, -0.00604788726195693, 0.005369989201426506, 0.04050593078136444, 0.009067860431969166, 0.033673688769340515, -0.023430727422237396, 0.139553040266037, -0.14929765462875366, -0.03465015068650246, -0.05661763250827789, -0.07580733299255371, -0.026288339868187904, 0.19188141822814941, 0.008790617808699608, -0.12007800489664078, 0.1416957527399063, 0.1749735176563263, -0.1684512197971344, 0.16942670941352844, -0.07449644804000854, -0.052952323108911514, 0.05758789926767349, 0.07543808966875076, -0.011415570974349976, 0.0968158096075058, -0.16255612671375275, 0.013594575226306915, 0.023361869156360626, 0.02469651587307453, 0.06624279171228409, -0.1186809167265892, -0.013133994303643703, -0.023388344794511795, -0.08326531946659088, 0.029138151556253433, 0.04671543836593628, 0.0006126060616225004, 0.09639623761177063, -0.019654609262943268, -0.060803063213825226, -0.00676772091537714, -0.040274977684020996, -0.11581037193536758, 0.22494961321353912, -0.10952240228652954, -0.18895268440246582, -0.08775543421506882, 0.0018184608779847622, -0.13843855261802673, -0.010803557932376862, 0.11434105783700943, -0.13892705738544464, -0.05252217501401901, -0.09805982559919357, 0.005130451638251543, -0.014576038345694542, -0.01669858582317829, -0.039889175444841385, 0.03554949164390564, 0.023112300783395767, -0.1567918062210083, -0.04669526219367981, -0.025992097333073616, -0.024372762069106102, 0.029210058972239494, -0.12250141054391861, 0.08014783263206482, 0.07559805363416672, 0.006806070450693369, 0.05128328502178192, -0.008220258168876171, 0.18610796332359314, -0.05729640647768974, -0.038859497755765915, 0.12154550105333328, 0.022370290011167526, 0.004664916079491377, 0.0934501588344574, -0.0007159716333262622, -0.07707305997610092, 0.018785541877150536, 0.047558024525642395, 0.004329139832407236, -0.2781672477722168, -0.10231979936361313, -0.11837684363126755, 0.016688695177435875, 0.00966261699795723, 0.051281291991472244, -0.019466623663902283, 0.04881303384900093, -0.045234907418489456, 0.09079106897115707, -0.040587831288576126, 0.06702262163162231, 0.17163199186325073, 0.007481305859982967, 0.09662564843893051, -0.0936281681060791, -0.09213732182979584, 0.08999936282634735, 0.07950477302074432, 0.07785499840974808, -0.04203661531209946, 0.12078136950731277, 0.071164071559906, 0.14148437976837158, 0.01919778622686863, 0.04704407975077629, -0.02339506708085537, -0.005172416567802429, -0.009466473944485188, -0.11539673805236816, -0.0207497701048851, 0.07516733556985855, -0.03319790959358215, -0.001890552812255919, -0.03641529381275177, -0.07939811795949936, 0.11227148026227951, 0.08876039832830429, 0.09505204111337662, -0.15713302791118622, 0.008060569874942303, 0.07405968010425568, 0.013632533140480518, -0.029341697692871094, 0.10617054253816605, -0.04180343449115753, -0.058404967188835144, 0.11745128780603409, 0.012011002749204636, 0.11682499200105667, 0.010836555622518063, 0.025301886722445488, -0.07394470274448395, 0.009175189770758152, -0.006713285576552153, 0.1072017028927803, -0.3872893452644348, 0.2548578977584839, 0.025355875492095947, 0.00669065723195672, -0.05521345138549805, -0.00156550167594105, 0.09841854870319366, 0.12918595969676971, 0.10318253934383392, 0.01812625676393509, -0.09558272361755371, -0.037200767546892166, 0.013506918214261532, 0.09094715118408203, 0.01989598385989666, 0.07057377696037292, 0.05287809297442436, -0.043017562478780746, -0.0153570044785738, -0.039306044578552246, 0.07996297627687454, -0.14243103563785553, -0.09389723092317581, 0.03715326637029648, 0.05235081911087036, -0.031204769387841225, -0.02904503606259823, -0.08053939789533615, -0.10448315739631653, 0.2379133552312851, -0.0009999355534091592, -0.07613509148359299, -0.10171851515769958, 0.026892665773630142, 0.11660634726285934, -0.11551560461521149, -0.05624621734023094, -0.0654798150062561, -0.040692590177059174, -0.006040920037776232, -0.14685197174549103, 0.09371203929185867, -0.05484123155474663, -0.07207124680280685, -0.0022301794961094856, 0.14486171305179596, -0.09671809524297714, 0.05866634473204613, 0.021667158231139183, -0.023925477638840675, -0.07876092195510864, -0.11605246365070343, -0.01680249534547329, -0.0613001324236393, 0.07094881683588028, 0.12885363399982452, -0.12910357117652893, -0.010988046415150166, -0.031449440866708755, -0.05317205563187599, 0.15072330832481384, 0.18193385004997253, -0.023935670033097267, 0.014806954190135002, 0.18886137008666992, -0.11229968816041946, -0.28299328684806824, 0.04556620493531227, -0.09366659075021744, 0.015715358778834343, -0.019742025062441826, -0.10265707969665527, 0.09292657673358917, -0.012328838929533958, -0.03599660471081734, 0.0656285360455513, -0.08737773448228836, -0.1020423099398613, 0.17722049355506897, 0.06291387230157852, 0.25444141030311584, -0.18614645302295685, -0.06583533436059952, -0.12740278244018555, -0.2660328447818756, 0.029780561104416847, -0.12599024176597595, 0.07986932247877121, -0.0368107408285141, -0.04426148161292076, 0.00542739313095808, -0.005217607598751783, 0.14326752722263336, -0.0034366881009191275, 0.04159991443157196, -0.03708503395318985, 0.07450303435325623, -0.03699729964137077, 0.018963979557156563, 0.15402525663375854, -0.22344526648521423, 0.05850988253951073, -0.11458352953195572, -0.0035763245541602373, -0.06437889486551285, 0.08584742248058319, -0.03534075617790222, -0.03607112541794777, -0.05874822288751602, 0.03228151798248291, 0.0462358184158802, 0.01998508907854557, 0.16560621559619904, -0.09938623011112213, 0.07886453717947006, 0.09306548535823822, 0.11495348811149597, -0.11494401842355728, 0.05094331130385399, 0.06453316658735275, -0.020956864580512047, 0.08555303514003754, -0.13238883018493652, 0.06547681987285614, 0.12316106259822845, -0.007045163307338953, 0.09400483220815659, 0.05492372810840607, -0.0777999609708786, -0.03725249320268631, 0.07924720644950867, -0.13338030874729156, 0.004882326815277338, -0.05362198129296303, -0.20910297334194183, 0.030883554369211197, 0.06857749074697495, 0.1916835606098175, -0.03315321356058121, -0.02808886021375656, -0.0008871775935404003, 0.01551894098520279, -0.07476453483104706, 0.11235316097736359, 0.08698124438524246, 0.0030813831835985184, -0.11749371141195297, 0.05742213875055313, -0.007521029096096754, -0.11279627680778503, 0.036841943860054016, 0.17343111336231232, -0.08935268223285675, -0.13633686304092407, 0.08357629179954529, 0.15781369805335999, -0.08177695423364639, -0.05665910243988037, -0.1505582183599472, -0.12968449294567108, 0.023823579773306847, 0.11533231288194656, 0.1418667584657669, 0.018491700291633606, 0.03332290053367615, -0.06275231391191483, -0.0007982403039932251, 0.07273843884468079, 0.02401105687022209, 0.0613749697804451, -0.0596613883972168, -0.03290833160281181, -0.030560243874788284, 0.11930692940950394, -0.028084971010684967, 0.014109611511230469, -0.18108229339122772, 0.030485989525914192, -0.25238725543022156, 0.03146785870194435, -0.028455177322030067, 0.016438961029052734, 0.002725692465901375, -0.08492641896009445, -0.05904882028698921, 0.04166622459888458, -0.12430904805660248, -0.023229965940117836, -0.01950790174305439, 0.062104661017656326, -0.10174466669559479, 0.016676541417837143, 0.06716077774763107, -0.08039681613445282, 0.06749949604272842, 0.036434758454561234, -0.09486761689186096, 0.10380277037620544, -0.17308297753334045, -0.01513675507158041, 0.015256594866514206, 0.06657649576663971, 0.07522311061620712, -0.05320875346660614, 0.012708968482911587, 0.13336670398712158, 0.12102866172790527, 0.04350398853421211, 0.13485993444919586, -0.08558377623558044, -0.01379217579960823, -0.12245842069387436, -0.08380911499261856, -0.006093659903854132, 0.03407101333141327, 0.1286056488752365, 0.06315834075212479, 0.11426477879285812, -0.06097833812236786, 0.00025633713812567294, -0.14549675583839417, -0.0005365014658309519, 0.007061874959617853, -0.10358209162950516, -0.14197736978530884, -0.06551939249038696, 0.07822180539369583, -0.0052925837226212025, 0.230373352766037, 0.01961781084537506, 0.09092715382575989, 0.027081632986664772, -0.040283020585775375, 0.11342351883649826, 0.023330703377723694, 0.15278714895248413, -0.027280282229185104, 0.014660066924989223, -0.07058749347925186, -0.05178142338991165, 0.045192424207925797, 0.0725969597697258, 0.13590380549430847, 0.18473824858665466, 0.1348150074481964, 0.17430606484413147, -0.005977217108011246, 0.02268940769135952, -0.016214629635214806, -0.07656821608543396, 0.03998229652643204, 0.09995799511671066, 0.009801340289413929, 0.10905344784259796, 0.14273549616336823, -0.09972616285085678, 0.04692639783024788, -0.09853429347276688, -0.045128703117370605, -0.19379182159900665, -0.1057104542851448, -0.12410178035497665, -0.20938996970653534, 0.017133565619587898, -0.11031580716371536, 0.0371856763958931, 0.06744727492332458, 0.07358595728874207, -0.04368102550506592, 0.09509441256523132, 0.032946616411209106, -0.09780536592006683, 0.07466734945774078, -0.028654351830482483, 0.015286930836737156, 0.09481129795312881, 0.00886805634945631, 0.019788341596722603, -0.06003054231405258, -0.021004747599363327, 0.04455660656094551, -0.0746903046965599, 0.042084500193595886, -0.0751529335975647, -0.04657285287976265, -0.018284929916262627, 0.023198312148451805, 0.0764547660946846, 0.25349053740501404, 0.04244372621178627, 0.0020289032254368067, 0.03266632556915283, 0.14517171680927277, -0.058660198003053665, -0.11085425317287445, -0.11270684748888016, 0.15332446992397308, 0.022456035017967224, 0.05414750054478645, -0.013156544417142868, -0.05965445563197136, -0.00969903077930212, 0.31378912925720215, 0.22498567402362823, -0.10579393059015274, 0.025297679007053375, 0.027503496035933495, 0.014974888414144516, 0.03345789015293121, 0.07800599932670593, 0.12379331141710281, 0.18910029530525208, -0.05203524976968765, -0.08385950326919556, -0.04911164194345474, -0.046239908784627914, -0.10014891624450684, 0.0857134684920311, 0.02726001851260662, -0.11256931722164154, -0.0005764748784713447, 0.03621385619044304, -0.03000864014029503, -0.12106118351221085, 0.03724883124232292, -0.18388806283473969, -0.08330965787172318, -0.033699724823236465, 0.10039611905813217, 0.016254117712378502, -0.00784051138907671, -0.046552907675504684, -0.03420281410217285, 0.06841026991605759, -0.03695663437247276, -0.11186349391937256, -0.12762105464935303, 0.07695657014846802, -0.1018262654542923, 0.047913938760757446, 0.01747075654566288, 0.1357225626707077, 0.09546208381652832, 0.06771155446767807, -0.01459395419806242, 0.10515592247247696, 0.04904863238334656, -0.08979281038045883, 0.05350097268819809, -0.002165077952668071, -0.013331442140042782, 0.0002706266241148114, 0.08026716858148575, 0.0019520538626238704, 0.05565256625413895, 0.02578338049352169, -0.08791984617710114, -0.11709216982126236, -0.008522226475179195, -0.18557648360729218, 0.0840877816081047, 0.17423124611377716, -0.01986069045960903, -0.00026853225426748395, -0.056745294481515884, 0.04957931116223335, -0.03009115904569626, -0.025061046704649925, -0.021197432652115822, -0.13525748252868652, 0.004379586782306433, 0.05330131575465202, 0.026183515787124634, -0.25108203291893005, -0.010688181035220623, -0.0740976333618164, -0.0015795999206602573, -0.09546499699354172, 0.11063867807388306, 0.06909652799367905, 0.011382690630853176, -0.014194709248840809, -0.18348415195941925, 0.03287259116768837, 0.0576079897582531, -0.12747801840305328, -0.07836022973060608 ]
null
null
transformers
### opus-mt-en-ho * source languages: en * target languages: ho * OPUS readme: [en-ho](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ho/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ho/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ho/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ho/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ho | 33.9 | 0.563 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ho
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ho", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ho #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ho * source languages: en * target languages: ho * OPUS readme: en-ho * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 33.9, chr-F: 0.563
[ "### opus-mt-en-ho\n\n\n* source languages: en\n* target languages: ho\n* OPUS readme: en-ho\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.9, chr-F: 0.563" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ho #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ho\n\n\n* source languages: en\n* target languages: ho\n* OPUS readme: en-ho\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.9, chr-F: 0.563" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ho #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ho\n\n\n* source languages: en\n* target languages: ho\n* OPUS readme: en-ho\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.9, chr-F: 0.563" ]
[ -0.08371108770370483, 0.15335598587989807, -0.003394853323698044, 0.02954890951514244, 0.03994055837392807, -0.0007486900431104004, 0.11907076090574265, 0.15078763663768768, 0.023380031809210777, 0.005600703414529562, 0.10012459009885788, 0.14023062586784363, 0.027123143896460533, 0.13688167929649353, -0.08027759939432144, -0.1619657725095749, 0.05441053956747055, 0.038087982684373856, -0.09479502588510513, 0.10742765665054321, 0.09779523313045502, -0.013261662796139717, 0.10823195427656174, -0.004993542563170195, 0.00433321762830019, 0.07709328830242157, -0.020159488543868065, -0.06663579493761063, 0.06381155550479889, 0.08443906903266907, 0.00982665829360485, 0.07683304697275162, -0.012739492580294609, -0.18783733248710632, 0.0212249755859375, 0.019632739946246147, -0.06251347064971924, 0.024967918172478676, 0.016001662239432335, -0.09022364020347595, 0.18381547927856445, -0.11903447657823563, -0.0505218580365181, 0.044361334294080734, -0.01836703158915043, -0.10298600047826767, -0.07331570237874985, -0.052742063999176025, -0.044080886989831924, 0.13145814836025238, -0.03768470138311386, 0.29348450899124146, -0.14059358835220337, 0.13868631422519684, 0.24937032163143158, -0.28882578015327454, -0.030559808015823364, 0.06048772484064102, 0.043982695788145065, 0.09469776600599289, -0.03712417185306549, 0.010830258950591087, 0.08544224500656128, 0.02716750092804432, -0.07075907289981842, -0.13917824625968933, -0.0728929415345192, 0.054322488605976105, -0.1253616362810135, -0.014330544508993626, 0.2939954102039337, 0.020009169355034828, -0.06435205042362213, 0.037182144820690155, -0.046805210411548615, -0.04660874977707863, -0.0137559175491333, 0.05679909139871597, 0.04764881357550621, 0.014629240147769451, 0.04760509729385376, -0.005548759829252958, -0.09580445289611816, -0.035785261541604996, -0.12260451167821884, 0.13528138399124146, 0.06309283524751663, 0.005465095862746239, -0.04216659814119339, 0.055621664971113205, 0.05629880353808403, -0.12070127576589584, -0.043016497045755386, -0.03829212486743927, 0.007949897088110447, 0.03981456533074379, -0.0737166479229927, -0.04966746270656586, 0.18910722434520721, 0.10487427562475204, -0.01578810065984726, 0.0578739307820797, -0.1132374033331871, 0.04139688238501549, 0.0007315383409149945, 0.19317330420017242, -0.022659899666905403, -0.09277407079935074, 0.0962224006652832, -0.003154915990307927, 0.050974708050489426, 0.02974269539117813, -0.08856967836618423, -0.071148581802845, 0.05844789743423462, 0.0793948546051979, 0.0058820899575948715, 0.0650593712925911, -0.019642353057861328, 0.017165426164865494, -0.028270026668906212, -0.15468987822532654, 0.008029256947338581, 0.034362033009529114, 0.004567277152091265, 0.0778641402721405, 0.06993725150823593, -0.016384169459342957, -0.13389886915683746, -0.022236408665776253, -0.052949145436286926, 0.013035066425800323, -0.03327108547091484, -0.07846943289041519, 0.05680752545595169, -0.019026460126042366, 0.0337265282869339, -0.12297117710113525, -0.07591740041971207, -0.056086283177137375, 0.02704647369682789, -0.013176734559237957, -0.018666060641407967, -0.02132759988307953, -0.05278012901544571, -0.009778160601854324, -0.038460493087768555, -0.005376348737627268, -0.11381416767835617, 0.09811262786388397, 0.02519490383565426, 0.03422731161117554, -0.12225928902626038, 0.03176332265138626, -0.1494448482990265, -0.022073224186897278, -0.10932795703411102, 0.03723530471324921, -0.1400747448205948, 0.09645362943410873, -0.07314825057983398, -0.09339722990989685, -0.03659571334719658, 0.09372583031654358, 0.020048005506396294, 0.14907850325107574, -0.130537748336792, -0.0481734462082386, 0.21802861988544464, -0.08582697808742523, -0.15144768357276917, 0.14238984882831573, -0.004626200534403324, 0.002634112723171711, 0.05277043581008911, 0.1851750612258911, -0.012451278045773506, -0.09419869631528854, 0.05174576863646507, 0.08970481157302856, 0.046669747680425644, -0.050919272005558014, 0.11366956681013107, -0.06163013353943825, -0.07600054144859314, 0.0647326186299324, -0.035647083073854446, 0.035911768674850464, 0.012537290342152119, -0.056737277656793594, -0.050146643072366714, 0.006444959901273251, -0.059828974306583405, 0.0411488339304924, 0.055735308676958084, -0.13640232384204865, -0.07704401016235352, -0.02206091769039631, 0.10996447503566742, -0.038800615817308426, 0.049690328538417816, -0.04048578813672066, 0.05956833437085152, -0.041119515895843506, 0.026772715151309967, -0.10095714032649994, 0.054795607924461365, -0.00005921575939282775, -0.023147452622652054, 0.1330076903104782, 0.1085788682103157, 0.017852218821644783, -0.05430947244167328, -0.008394138887524605, -0.0007825668435543776, 0.08095160126686096, -0.007370971143245697, -0.0936126634478569, -0.1935586929321289, 0.05001067370176315, -0.005820245016366243, 0.08120723068714142, -0.1039702370762825, -0.019493358209729195, 0.0666404440999031, 0.1021442636847496, -0.04997860640287399, 0.07855246961116791, 0.00732963252812624, 0.03446832299232483, -0.06281875818967819, -0.019885344430804253, 0.012858024798333645, 0.02641562931239605, -0.09537467360496521, 0.13322648406028748, -0.07431476563215256, 0.18322640657424927, 0.23445360362529755, -0.1137189194560051, 0.03740173205733299, 0.0004319111176300794, -0.041282352060079575, 0.008981931023299694, 0.05767189711332321, 0.0003645271062850952, 0.013081843964755535, -0.03132202848792076, 0.12315787374973297, -0.13307107985019684, -0.034712523221969604, -0.040847163647413254, -0.09421820193529129, -0.02324804663658142, 0.18642687797546387, 0.017269575968384743, -0.20088905096054077, 0.13896380364894867, 0.11813705414533615, -0.1453266739845276, 0.18359941244125366, -0.08529451489448547, -0.06990845501422882, 0.043131954967975616, 0.06295642256736755, -0.022140102460980415, 0.0923052430152893, -0.24836117029190063, -0.01998625509440899, 0.04290607571601868, 0.025257229804992676, 0.08407125622034073, -0.13065525889396667, 0.002150674583390355, -0.03006109409034252, -0.04989704117178917, 0.046355366706848145, 0.057612769305706024, 0.03452764078974724, 0.11092308163642883, -0.0343669131398201, -0.0621611624956131, -0.007389661855995655, -0.027712682262063026, -0.14980871975421906, 0.19333720207214355, -0.13691633939743042, -0.17981752753257751, -0.1202080100774765, 0.026523293927311897, -0.15088537335395813, -0.009593497030436993, 0.13349637389183044, -0.10797768086194992, -0.07936207205057144, -0.0876939445734024, 0.013453488238155842, 0.0053367773070931435, -0.004420990124344826, -0.05227122828364372, 0.06153467670083046, 0.0064385454170405865, -0.14447002112865448, -0.07980526238679886, -0.009621509350836277, -0.047419674694538116, 0.06874888390302658, -0.15211544930934906, 0.09668207913637161, 0.06372776627540588, 0.014048216864466667, 0.060083720833063126, -0.016406778246164322, 0.13447293639183044, -0.05101533606648445, -0.030664868652820587, 0.1329587996006012, 0.04353821650147438, 0.0026223179884254932, 0.05215003341436386, -0.025975119322538376, -0.06560730934143066, 0.056383244693279266, 0.045224279165267944, -0.008948001079261303, -0.277396559715271, -0.1149832010269165, -0.11845698207616806, 0.024268630892038345, 0.010139789432287216, 0.07839447259902954, -0.00566850183531642, 0.05135463550686836, -0.031435031443834305, 0.06676729023456573, 0.011230777949094772, 0.07774177193641663, 0.15381112694740295, -0.002945910906419158, 0.1092427521944046, -0.11024706810712814, -0.09254792332649231, 0.09756854921579361, 0.03185040131211281, 0.0230580884963274, -0.029673341661691666, 0.1084335595369339, 0.07476071268320084, 0.15278996527194977, 0.005374552682042122, 0.051283009350299835, 0.05900176987051964, 0.018515441566705704, -0.025950031355023384, -0.10720368474721909, -0.08373520523309708, 0.09298080950975418, 0.009743268601596355, -0.06057671830058098, -0.05719451606273651, -0.04604087024927139, 0.11166960746049881, 0.14916661381721497, 0.034149643033742905, -0.18192210793495178, 0.022567493841052055, 0.07384280115365982, -0.005385388154536486, -0.045023113489151, 0.11954724788665771, -0.04930175095796585, -0.09387179464101791, 0.1033802404999733, 0.03790581598877907, 0.11660870909690857, 0.007976789027452469, 0.029476197436451912, -0.07196810096502304, 0.011425463482737541, 0.005625689867883921, 0.11402557045221329, -0.3840186893939972, 0.22916333377361298, 0.02410527691245079, -0.015326466411352158, -0.09107240289449692, 0.004068161826580763, 0.09571415930986404, 0.04161345958709717, 0.10677770525217056, 0.0035246345214545727, -0.03784390538930893, -0.0153524624183774, -0.011006644926965237, 0.07637876272201538, 0.010720759630203247, 0.06191275268793106, 0.05696754902601242, -0.05629821494221687, -0.01942741498351097, -0.027807723730802536, 0.1289144903421402, -0.103262759745121, -0.06263023614883423, 0.027948344126343727, 0.07443400472402573, -0.05718086287379265, -0.06335681676864624, -0.05323278158903122, -0.12085504084825516, 0.2364458292722702, 0.0714884027838707, -0.06555205583572388, -0.11542502790689468, 0.042591072618961334, 0.10670983791351318, -0.10606620460748672, -0.06556236743927002, -0.06995731592178345, -0.024061648175120354, -0.017176520079374313, -0.13895021378993988, 0.1101701632142067, -0.04366102069616318, -0.06326796114444733, -0.005372274201363325, 0.164534792304039, -0.07157459110021591, 0.0702296644449234, 0.009634084068238735, -0.03361337631940842, -0.06094338744878769, -0.0968494564294815, -0.046585943549871445, 0.013017216697335243, 0.0793318897485733, 0.14431458711624146, -0.1430903524160385, -0.05750485882163048, -0.02349252998828888, -0.05378551036119461, 0.17126965522766113, 0.16960018873214722, -0.014308208599686623, 0.015741359442472458, 0.11796435713768005, -0.1037961095571518, -0.28055116534233093, 0.024253692477941513, -0.09511015564203262, 0.013864284381270409, -0.0551595576107502, -0.053225331008434296, 0.08859183639287949, 0.008964570239186287, -0.034780871123075485, 0.044411346316337585, -0.09614947438240051, -0.1010550856590271, 0.23163504898548126, 0.06575535982847214, 0.25239554047584534, -0.21160104870796204, -0.05148996412754059, -0.12168154865503311, -0.3035651743412018, 0.0002397274220129475, -0.17348064482212067, 0.07562895864248276, -0.012019393965601921, -0.04558480530977249, 0.009062758646905422, -0.03160911798477173, 0.15310873091220856, 0.015612744726240635, 0.02323869988322258, -0.05206497013568878, 0.03571092337369919, 0.02449079602956772, 0.019588354974985123, 0.1475609391927719, -0.14582842588424683, 0.04053034260869026, -0.138914555311203, -0.009158046916127205, -0.06315074115991592, 0.07697237282991409, -0.026384757831692696, -0.036951255053281784, -0.06835625320672989, 0.033740513026714325, 0.07362361997365952, 0.018850738182663918, 0.20579536259174347, -0.10477107763290405, 0.04385184496641159, 0.14561058580875397, 0.11553439497947693, -0.10212599486112595, 0.06989673525094986, 0.03019433468580246, -0.01481292862445116, 0.03669388219714165, -0.07487981766462326, 0.0681597888469696, 0.14883217215538025, -0.02001514844596386, 0.11147841811180115, 0.029081135988235474, -0.07004262506961823, -0.042806848883628845, 0.07995051890611649, -0.12509000301361084, 0.05011563003063202, -0.058704666793346405, -0.12204506248235703, 0.02995898947119713, 0.05334211140871048, 0.19644829630851746, -0.004218074958771467, -0.031235134229063988, -0.018272798508405685, 0.02424756996333599, -0.09717372804880142, 0.09833893179893494, 0.03810962662100792, 0.0029310977552086115, -0.12159135937690735, 0.08306484669446945, -0.012726027518510818, -0.06815627217292786, 0.044494081288576126, 0.16838796436786652, -0.09691912680864334, -0.11430831253528595, 0.12090830504894257, 0.14719060063362122, -0.10514037311077118, -0.07188525795936584, -0.15817181766033173, -0.13995665311813354, 0.013792418874800205, 0.11945730447769165, 0.12827572226524353, 0.040651991963386536, 0.04566989839076996, -0.06189729645848274, 0.0064125205390155315, 0.039263129234313965, 0.05211123079061508, 0.017324257642030716, -0.05277572572231293, 0.0067301103845238686, -0.053815219551324844, 0.10021770000457764, -0.03568149358034134, 0.005099588539451361, -0.16864603757858276, 0.027089295908808708, -0.28273704648017883, 0.032411251217126846, -0.07625360786914825, -0.013046697713434696, 0.01362170372158289, -0.10280262678861618, -0.06172284856438637, 0.024737123399972916, -0.13699401915073395, -0.03656299412250519, -0.03640478104352951, 0.10669165104627609, -0.0843154639005661, -0.006836704909801483, 0.06198251619935036, -0.07672165334224701, 0.05898185074329376, 0.09849444776773453, -0.08774787187576294, 0.08895748108625412, -0.1057695746421814, -0.020937558263540268, 0.049606408923864365, 0.046977490186691284, 0.07313971221446991, -0.036186087876558304, 0.027945680543780327, 0.14393188059329987, 0.1012219563126564, 0.0420181006193161, 0.12343977391719818, -0.09261345863342285, -0.03552953526377678, -0.12983790040016174, -0.09322755038738251, -0.015276403166353703, 0.015131809748709202, 0.11398401856422424, 0.051764242351055145, 0.06415648013353348, -0.06976144760847092, -0.016512665897607803, -0.15289704501628876, 0.00048129260540008545, -0.017805492505431175, -0.08929844200611115, -0.070023313164711, -0.05473368242383003, 0.07015669345855713, 0.008871354162693024, 0.22946378588676453, 0.06173563003540039, 0.01794533245265484, 0.03332080692052841, -0.03547898679971695, 0.16663166880607605, 0.031523607671260834, 0.16093166172504425, -0.03101806528866291, 0.018722962588071823, -0.05034776031970978, -0.03809617832303047, 0.0770772397518158, -0.019604517146945, 0.13206170499324799, 0.18780995905399323, 0.15132993459701538, 0.17910392582416534, -0.001918756403028965, 0.013601502403616905, -0.014787625521421432, -0.04096122086048126, 0.0697346031665802, 0.08963672816753387, -0.00605385098606348, 0.0875718891620636, 0.1605987846851349, -0.13983184099197388, 0.03355741873383522, -0.06825996190309525, -0.027843525633215904, -0.17899304628372192, -0.11960404366254807, -0.13591636717319489, -0.17086975276470184, 0.01715494878590107, -0.10796785354614258, 0.002917596837505698, 0.0014039934612810612, 0.07990601658821106, -0.04996834695339203, 0.0679185763001442, -0.017793074250221252, -0.11148520559072495, 0.058430641889572144, -0.014899235218763351, 0.01482560858130455, 0.0574977807700634, -0.004914673510938883, 0.028541788458824158, -0.02937718667089939, -0.004309441428631544, 0.03785098344087601, -0.0408845953643322, 0.039283718913793564, -0.0941043347120285, -0.04092699661850929, -0.019629813730716705, 0.016093654558062553, 0.06320437788963318, 0.22748565673828125, 0.0652078315615654, -0.030176956206560135, 0.042150117456912994, 0.15375031530857086, -0.04943709075450897, -0.1078195795416832, -0.11277014017105103, 0.19611138105392456, 0.017360836267471313, 0.040217407047748566, 0.01241163071244955, -0.04937106370925903, -0.0008772671571932733, 0.2733018398284912, 0.23838569223880768, -0.07327350974082947, 0.011327971704304218, 0.03899534046649933, 0.008186460472643375, 0.02840309962630272, 0.058015376329422, 0.15136027336120605, 0.21096020936965942, -0.054172247648239136, -0.04853522405028343, -0.05794147029519081, -0.028894968330860138, -0.09378497302532196, 0.04878602549433708, 0.033027488738298416, -0.10432973504066467, 0.030506746843457222, 0.05043446272611618, -0.04034361243247986, -0.11167959868907928, -0.01816127449274063, -0.17831069231033325, -0.08332543820142746, -0.015079083852469921, 0.0364254005253315, 0.028660116717219353, 0.004890034440904856, -0.0452505424618721, -0.023702377453446388, 0.05011247843503952, -0.03748973086476326, -0.11513614654541016, -0.0725686252117157, 0.06442545354366302, -0.14226976037025452, 0.07066014409065247, -0.005792289040982723, 0.11739594489336014, 0.12343021482229233, 0.06635089963674545, -0.0007337698480114341, 0.1055559515953064, 0.04114975407719612, -0.0834275484085083, 0.03295280039310455, -0.030454225838184357, -0.022497273981571198, 0.019899927079677582, 0.08134643733501434, -0.0005683284834958613, 0.045799434185028076, -0.013771560043096542, -0.06843435019254684, -0.11216456443071365, 0.028807271271944046, -0.2053167223930359, 0.07714521884918213, 0.14323538541793823, -0.024654855951666832, 0.024060023948550224, -0.05439623445272446, 0.059769466519355774, -0.02215239778161049, -0.06702952831983566, -0.013566753827035427, -0.11273067444562912, -0.0014277363661676645, -0.011728135868906975, 0.01587265357375145, -0.24635842442512512, -0.02670450694859028, -0.07581015676259995, -0.023559315130114555, -0.1143316775560379, 0.09753581136465073, 0.04070083796977997, 0.013773242011666298, -0.03049263171851635, -0.21455888450145721, 0.014636115171015263, 0.08213208615779877, -0.14833787083625793, -0.0875798836350441 ]
null
null
transformers
### opus-mt-en-ht * source languages: en * target languages: ht * OPUS readme: [en-ht](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ht/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ht/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ht/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ht/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ht | 38.3 | 0.545 | | Tatoeba.en.ht | 45.2 | 0.592 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ht
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ht", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ht #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ht * source languages: en * target languages: ht * OPUS readme: en-ht * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 38.3, chr-F: 0.545 testset: URL, BLEU: 45.2, chr-F: 0.592
[ "### opus-mt-en-ht\n\n\n* source languages: en\n* target languages: ht\n* OPUS readme: en-ht\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.3, chr-F: 0.545\ntestset: URL, BLEU: 45.2, chr-F: 0.592" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ht #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ht\n\n\n* source languages: en\n* target languages: ht\n* OPUS readme: en-ht\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.3, chr-F: 0.545\ntestset: URL, BLEU: 45.2, chr-F: 0.592" ]
[ 61, 118 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ht #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ht\n\n\n* source languages: en\n* target languages: ht\n* OPUS readme: en-ht\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.3, chr-F: 0.545\ntestset: URL, BLEU: 45.2, chr-F: 0.592" ]
[ -0.13987769186496735, 0.09292349964380264, -0.004439899697899818, 0.053987786173820496, 0.034966953098773956, 0.02148960903286934, 0.05631295591592789, 0.16819880902767181, 0.02426065132021904, -0.001549312612041831, 0.12661772966384888, 0.0826713964343071, 0.02244441583752632, 0.11093771457672119, -0.0840132012963295, -0.10888645797967911, 0.023525092750787735, 0.06643131375312805, -0.1127723976969719, 0.1312895566225052, 0.08655998110771179, -0.02836868353188038, 0.11050537973642349, -0.014175538904964924, -0.032950885593891144, 0.09537539631128311, 0.010037735104560852, -0.049290213733911514, 0.07236240804195404, 0.05873379856348038, 0.037057843059301376, 0.10303356498479843, -0.008352399803698063, -0.18871432542800903, 0.013679533265531063, 0.004938778933137655, -0.048870429396629333, 0.02354186214506626, 0.01769166626036167, -0.07807407528162003, 0.12083252519369125, -0.08275748789310455, -0.03577233478426933, 0.05714625120162964, -0.013499206863343716, -0.15248318016529083, -0.06350130587816238, -0.016730930656194687, -0.049842674285173416, 0.12251545488834381, -0.031724222004413605, 0.25869816541671753, -0.16014280915260315, 0.1290743052959442, 0.2925707697868347, -0.29094335436820984, -0.008076854981482029, 0.05886208638548851, 0.05415479093790054, 0.057780228555202484, -0.01006062887609005, 0.0046984185464680195, 0.09552540630102158, 0.04624085873365402, -0.032707080245018005, -0.1333441287279129, -0.07130850851535797, 0.05616601184010506, -0.10876847058534622, -0.014916401356458664, 0.28553763031959534, 0.014562384225428104, -0.06727240234613419, 0.048285722732543945, -0.04937571659684181, -0.05026135593652725, -0.0025811789091676474, 0.03219348192214966, 0.049198467284440994, -0.02798205427825451, 0.03510163351893425, -0.008131186477839947, -0.08809813112020493, -0.08884257823228836, -0.08865001052618027, 0.12140542268753052, 0.06252098828554153, 0.00191310525406152, -0.03945746272802353, 0.07394135743379593, 0.04719451814889908, -0.13268142938613892, -0.07947728782892227, -0.04902634397149086, -0.0005553151131607592, 0.04287337884306908, -0.09382236748933792, -0.09792879968881607, 0.15520969033241272, 0.11137799918651581, -0.09993281215429306, 0.07254186272621155, -0.0905006006360054, 0.03554808720946312, -0.0460372157394886, 0.19882869720458984, -0.025912972167134285, -0.042044781148433685, 0.07389947026968002, 0.020299198105931282, 0.019540993496775627, 0.0372142419219017, -0.08329106122255325, -0.10399258881807327, 0.06427349895238876, 0.09824841469526291, -0.03025517426431179, 0.058227602392435074, -0.04237101599574089, 0.004609696101397276, -0.0003680026566144079, -0.14945298433303833, -0.004368717782199383, 0.06148701161146164, -0.014398864470422268, 0.060398876667022705, 0.10148243606090546, -0.06738578528165817, -0.12954333424568176, -0.015184189192950726, -0.04187964275479317, 0.00022988152340985835, -0.033190760761499405, -0.09408058971166611, 0.03896568343043327, 0.01169347483664751, 0.014722941443324089, -0.1406789869070053, -0.09416982531547546, -0.03391983360052109, 0.03342336788773537, -0.016898542642593384, 0.018396414816379547, -0.018716445192694664, -0.05547008663415909, -0.005852332338690758, -0.03706543147563934, 0.005926049314439297, -0.09047763794660568, 0.0924970880150795, 0.04512191191315651, 0.06868289411067963, -0.07999862730503082, 0.035475924611091614, -0.13003182411193848, -0.002583276480436325, -0.12794014811515808, 0.04569005221128464, -0.1485307812690735, 0.08618244528770447, -0.06957583129405975, -0.11763133108615875, -0.02440783753991127, 0.06436552852392197, 0.047583334147930145, 0.17460495233535767, -0.14049580693244934, -0.04854656010866165, 0.2226453721523285, -0.06386575847864151, -0.1641501933336258, 0.11766190826892853, -0.006402493920177221, -0.025130629539489746, 0.04780851677060127, 0.1812378466129303, 0.017145197838544846, -0.10244549810886383, 0.04751262813806534, 0.10692058503627777, 0.032476361840963364, -0.05746684968471527, 0.09359469264745712, -0.05891769006848335, -0.09354951232671738, 0.05778326094150543, -0.09798531234264374, 0.028879346325993538, 0.007245031651109457, -0.04463330656290054, -0.07839767634868622, -0.03432181850075722, 0.01311428938060999, 0.03686492145061493, 0.05625692382454872, -0.1354229897260666, -0.09267781674861908, 0.044148389250040054, 0.10360348969697952, -0.06443290412425995, 0.06392283737659454, -0.03338516876101494, 0.12131121754646301, -0.036509353667497635, 0.015483108349144459, -0.1246887594461441, 0.04226404428482056, 0.011176216416060925, -0.02453588880598545, 0.10789310187101364, 0.099073626101017, 0.03271424025297165, -0.0601450614631176, -0.04542864114046097, -0.020806733518838882, 0.048854175955057144, -0.001025294535793364, -0.05223744735121727, -0.1920892745256424, 0.04551492631435394, -0.0002476556983310729, 0.0422821082174778, -0.10269685089588165, -0.020548030734062195, 0.0772789791226387, 0.09269116073846817, -0.033453553915023804, 0.08577235043048859, 0.011165805160999298, 0.02208089269697666, -0.060586657375097275, -0.015194098465144634, 0.007434053346514702, 0.0018639883492141962, -0.11756917089223862, 0.12375671416521072, -0.023721257224678993, 0.1450819969177246, 0.2068183422088623, -0.1305972933769226, -0.008934206329286098, 0.025186778977513313, -0.023276735097169876, 0.006565543357282877, 0.05814361199736595, -0.012012661434710026, 0.035287871956825256, -0.02229674905538559, 0.15028248727321625, -0.16736873984336853, -0.05826646834611893, -0.0332099087536335, -0.05564327910542488, -0.02818838506937027, 0.1860997974872589, 0.01781390979886055, -0.1537138670682907, 0.0962095633149147, 0.16522417962551117, -0.14169780910015106, 0.21195681393146515, -0.07134467363357544, -0.08106283098459244, 0.058705877512693405, 0.08841922879219055, -0.028710469603538513, 0.11987602710723877, -0.2049104869365692, 0.012890094891190529, 0.038567882031202316, 0.029736625030636787, 0.06433975696563721, -0.11602935194969177, 0.004855893552303314, -0.02010735310614109, -0.08794089406728745, -0.027547357603907585, 0.060338329523801804, 0.031166743487119675, 0.09689377248287201, -0.025881126523017883, -0.055432263761758804, 0.006569427438080311, -0.034307029098272324, -0.14571170508861542, 0.2310163974761963, -0.1380825787782669, -0.1977386474609375, -0.09425144642591476, 0.07171424478292465, -0.1276550441980362, -0.028301773592829704, 0.11820754408836365, -0.12884745001792908, -0.05512525141239166, -0.0878019705414772, 0.004236872307956219, 0.005595948547124863, -0.0013902975479140878, -0.06621812283992767, 0.06580578535795212, 0.04492242634296417, -0.1568361073732376, -0.0466546006500721, -0.02079346403479576, -0.013145645149052143, 0.05364218354225159, -0.14565782248973846, 0.08882296085357666, 0.09525759518146515, -0.023649027571082115, 0.06169141083955765, -0.01803828775882721, 0.16720542311668396, -0.04928028583526611, -0.03162536397576332, 0.09963693469762802, 0.0282223392277956, 0.0028556862380355597, 0.07684923708438873, -0.013120193965733051, -0.06049230694770813, 0.048404693603515625, 0.020438894629478455, 0.007485478185117245, -0.30022168159484863, -0.08430588990449905, -0.09530390799045563, 0.016215728595852852, -0.00916195847094059, 0.06336025893688202, -0.057715922594070435, 0.03241220489144325, -0.012206568382680416, 0.033993255347013474, -0.018942689523100853, 0.06033773720264435, 0.16986915469169617, 0.006775719113647938, 0.09630008041858673, -0.0984751358628273, -0.054351143538951874, 0.09504140913486481, 0.04166793450713158, 0.08375523239374161, -0.0707874670624733, 0.11508389562368393, 0.08209031820297241, 0.16723935306072235, 0.012037663720548153, 0.05964435636997223, -0.003994124475866556, 0.00032924310653470457, 0.0021910329815000296, -0.09425020217895508, -0.02556813694536686, 0.06616437435150146, 0.0023065488785505295, 0.0031721952836960554, -0.07823902368545532, -0.07142852246761322, 0.10206424444913864, 0.12174809724092484, 0.07292065024375916, -0.18480882048606873, 0.0026424992829561234, 0.04553656652569771, -0.0009761604014784098, -0.04240000620484352, 0.09311558306217194, -0.02299637906253338, -0.08207805454730988, 0.1193208321928978, 0.029322858899831772, 0.10511524230241776, 0.046776168048381805, 0.02717108279466629, -0.04546819627285004, -0.006939682178199291, -0.009207886643707752, 0.12314297258853912, -0.410016804933548, 0.2363387942314148, 0.022350657731294632, -0.01623532362282276, -0.061007171869277954, -0.0082958759739995, 0.07035898417234421, 0.1236172467470169, 0.10543601214885712, 0.012486036866903305, -0.022400856018066406, -0.02196686714887619, 0.03890307992696762, 0.08731146156787872, 0.026870250701904297, 0.10235835611820221, 0.04588715359568596, -0.025896776467561722, -0.03489761799573898, -0.018468525260686874, 0.0686533972620964, -0.14090415835380554, -0.020591793581843376, 0.03054662048816681, 0.022990258410573006, -0.0644599050283432, -0.05447543039917946, -0.06586974114179611, -0.1087905690073967, 0.203536719083786, -0.021479317918419838, -0.09491456300020218, -0.10446599870920181, -0.00027401119587011635, 0.13286946713924408, -0.12083881348371506, -0.012789027765393257, -0.06060952693223953, -0.020985757932066917, 0.011499815620481968, -0.15266290307044983, 0.11976929754018784, -0.054841428995132446, -0.10177669674158096, -0.012602576985955238, 0.15677113831043243, -0.08262822777032852, 0.06644130498170853, 0.01836467906832695, -0.04502740874886513, -0.07118489593267441, -0.1009160727262497, -0.04586726427078247, -0.05562136694788933, 0.055583514273166656, 0.1432366967201233, -0.14299122989177704, -0.08521117269992828, -0.010278063826262951, -0.03739698976278305, 0.1501198709011078, 0.19636744260787964, -0.05034478008747101, 0.04031771421432495, 0.13679030537605286, -0.0905061662197113, -0.2657632529735565, 0.051081039011478424, -0.06131830811500549, 0.02897472307085991, -0.002195761539041996, -0.06327157467603683, 0.07900450378656387, -0.017935238778591156, -0.02847668156027794, 0.07220905274152756, -0.1213088110089302, -0.12647666037082672, 0.2032138705253601, 0.07196833938360214, 0.20669884979724884, -0.17142260074615479, -0.05441039428114891, -0.1323995292186737, -0.2707870602607727, 0.00023996341042220592, -0.16460490226745605, 0.07925324141979218, -0.055017512291669846, -0.017536450177431107, 0.014639549888670444, -0.028498340398073196, 0.12327545136213303, 0.008266162127256393, 0.027729196473956108, -0.047464996576309204, 0.07856312394142151, 0.03645571321249008, 0.006285750772804022, 0.17285959422588348, -0.18476633727550507, 0.08383212983608246, -0.12719111144542694, -0.009374985471367836, -0.09005175530910492, 0.08253911882638931, -0.03831486776471138, -0.031129401177167892, -0.07680492848157883, 0.01969040371477604, 0.0468701533973217, -0.00036447891034185886, 0.1132388487458229, -0.10337460786104202, 0.034682415425777435, 0.1660591959953308, 0.16169771552085876, -0.13515694439411163, 0.040951795876026154, 0.06351017206907272, -0.025422966107726097, 0.05118576064705849, -0.13675203919410706, 0.082942433655262, 0.14899417757987976, -0.003213119227439165, 0.07898856699466705, 0.04290028288960457, -0.0945490151643753, -0.0419432669878006, 0.08439541608095169, -0.12037882953882217, 0.04882379621267319, -0.0642378106713295, -0.20999334752559662, 0.0002556408289819956, 0.07207208126783371, 0.18783602118492126, -0.021879766136407852, -0.02465122565627098, -0.002610293682664633, -0.0009695605258457363, -0.09032884985208511, 0.13375025987625122, 0.10236146301031113, 0.018452052026987076, -0.10337788611650467, 0.06966881453990936, -0.03848409280180931, -0.05197480693459511, 0.03488008305430412, 0.15577852725982666, -0.11892758309841156, -0.11967507749795914, 0.11486883461475372, 0.1459600180387497, -0.10714240372180939, -0.06432996690273285, -0.17672811448574066, -0.13306522369384766, 0.03656670078635216, 0.16066372394561768, 0.13974645733833313, 0.023633141070604324, 0.052056677639484406, -0.06904248148202896, 0.010158135555684566, 0.09636899828910828, 0.04513411596417427, 0.04773186519742012, -0.0787261575460434, 0.012045844458043575, -0.035531334578990936, 0.1320701241493225, -0.03926968574523926, 0.03375221788883209, -0.16305986046791077, 0.05084893852472305, -0.31355103850364685, 0.017219381406903267, -0.014823410660028458, 0.002513804705813527, -0.00460311071947217, -0.0858493223786354, -0.05988706648349762, 0.05316011980175972, -0.12923242151737213, -0.013665016740560532, -0.01645936258137226, 0.0742890015244484, -0.11351584643125534, -0.00016922655049711466, 0.06029706448316574, -0.06947164237499237, 0.08316574990749359, 0.036181166768074036, -0.10252869874238968, 0.12229986488819122, -0.11160889267921448, -0.03271597996354103, 0.02422712743282318, 0.05904994532465935, 0.06318575143814087, -0.023483343422412872, 0.026187792420387268, 0.12598004937171936, 0.09756281971931458, 0.056210584938526154, 0.1108151525259018, -0.08039779961109161, -0.042425114661455154, -0.11191937327384949, -0.08175907284021378, -0.008212151005864143, 0.04888538643717766, 0.08274202048778534, 0.05435751751065254, 0.09182386100292206, -0.059818726032972336, -0.030457837507128716, -0.15416064858436584, -0.021479452028870583, 0.0006455603870563209, -0.08169151097536087, -0.11098945885896683, -0.02440781705081463, 0.07866115123033524, -0.024041762575507164, 0.23275481164455414, 0.01791894994676113, 0.058472514152526855, 0.03234511613845825, -0.024848641827702522, 0.13162854313850403, 0.02339712716639042, 0.18539565801620483, -0.06067478656768799, 0.014432273805141449, -0.06388130784034729, -0.040848035365343094, 0.0541994646191597, 0.021786430850625038, 0.15174774825572968, 0.19247032701969147, 0.10604215413331985, 0.15413285791873932, 0.014031203463673592, 0.024519115686416626, -0.01789257489144802, -0.06447116285562515, 0.03430061787366867, 0.12281932681798935, 0.014547338709235191, 0.14268161356449127, 0.1462670862674713, -0.129617840051651, 0.041955217719078064, -0.07366356253623962, -0.06047762185335159, -0.17108416557312012, -0.07661604136228561, -0.12349686026573181, -0.21639825403690338, 0.020889392122626305, -0.10263587534427643, 0.011881932616233826, 0.025844110175967216, 0.08318018168210983, -0.05081875994801521, 0.11548346281051636, 0.04006286710500717, -0.10585638135671616, 0.0979536920785904, -0.01786404475569725, -0.001967573305591941, 0.09827864170074463, 0.017682677134871483, 0.038781553506851196, -0.04530080780386925, -0.03455503284931183, 0.033234603703022, -0.08778096735477448, 0.008840583264827728, -0.06165764853358269, -0.03687170892953873, -0.02167586237192154, 0.039555326104164124, 0.047015074640512466, 0.20254941284656525, 0.04375186190009117, -0.005771437659859657, 0.02579171024262905, 0.14229241013526917, -0.05781448259949684, -0.12469757348299026, -0.09888491779565811, 0.17874982953071594, 0.05459347739815712, 0.04957234114408493, 0.0200783871114254, -0.07782130688428879, 0.004129307344555855, 0.2828565835952759, 0.2180059850215912, -0.07946591079235077, 0.013110284693539143, 0.038936592638492584, 0.009435483254492283, 0.029224826022982597, 0.0908355638384819, 0.12616541981697083, 0.18298715353012085, -0.03286832943558693, -0.06931505352258682, -0.043692633509635925, -0.04089559614658356, -0.08370078355073929, 0.0602334663271904, 0.0406491681933403, -0.11151452362537384, 0.005705529358237982, 0.04733078181743622, -0.03412221372127533, -0.09164795279502869, -0.004709883127361536, -0.16015103459358215, -0.0817769467830658, -0.04774245619773865, 0.06081670895218849, 0.0003973589919041842, -0.019471418112516403, -0.06105424091219902, -0.027031345292925835, 0.09994644671678543, -0.051462385803461075, -0.1091768890619278, -0.11653231829404831, 0.07109995931386948, -0.15166331827640533, 0.09269014745950699, 0.0062163639813661575, 0.13939835131168365, 0.10809995234012604, 0.05766076594591141, -0.022839734330773354, 0.10238728672266006, 0.06117972731590271, -0.07264665514230728, 0.062018878757953644, 0.02299659512937069, -0.009204915724694729, 0.03176681697368622, 0.04823940619826317, -0.003481318010017276, 0.045856110751628876, -0.012754499912261963, -0.07750948518514633, -0.14805522561073303, 0.01188044622540474, -0.16578391194343567, 0.06394162029027939, 0.16552089154720306, -0.024125706404447556, 0.01928023248910904, -0.07897958159446716, 0.05249114707112312, -0.008120549842715263, -0.02177339605987072, -0.0012348368763923645, -0.12442184239625931, 0.02811528742313385, 0.06950649619102478, 0.00819581001996994, -0.26028507947921753, -0.013435720466077328, -0.06377913802862167, -0.011790274642407894, -0.07803931832313538, 0.12958396971225739, 0.05654483661055565, 0.03281060978770256, -0.012732665985822678, -0.14216355979442596, 0.005906230770051479, 0.08333012461662292, -0.17158803343772888, -0.09054024517536163 ]
null
null
transformers
### opus-mt-en-hu * source languages: en * target languages: hu * OPUS readme: [en-hu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-hu/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-hu/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-hu/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-hu/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.hu | 40.1 | 0.628 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-hu
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "hu", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #hu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-hu * source languages: en * target languages: hu * OPUS readme: en-hu * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 40.1, chr-F: 0.628
[ "### opus-mt-en-hu\n\n\n* source languages: en\n* target languages: hu\n* OPUS readme: en-hu\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.628" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #hu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-hu\n\n\n* source languages: en\n* target languages: hu\n* OPUS readme: en-hu\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.628" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #hu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-hu\n\n\n* source languages: en\n* target languages: hu\n* OPUS readme: en-hu\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.628" ]
[ -0.11668045818805695, 0.14725735783576965, -0.0036274304147809744, 0.05537131428718567, 0.06782761961221695, 0.00990651361644268, 0.08199762552976608, 0.13453753292560577, -0.011297041550278664, 0.000257681094808504, 0.11419472098350525, 0.07261427491903305, 0.04550842195749283, 0.11151755601167679, -0.07620903104543686, -0.14940038323402405, 0.0568491667509079, 0.03823166340589523, -0.04653087258338928, 0.12858806550502777, 0.08181013911962509, -0.022931136190891266, 0.10663988441228867, -0.02409125305712223, -0.02085278183221817, 0.07355465739965439, -0.012720480561256409, -0.05765708163380623, 0.06646666675806046, 0.05547399818897247, 0.05185551568865776, 0.07699492573738098, 0.006121763493865728, -0.21576572954654694, 0.016340943053364754, -0.0015054745599627495, -0.04179281368851662, 0.026029841974377632, 0.017210673540830612, -0.05691943317651749, 0.10293639451265335, -0.05404938757419586, -0.04902898147702217, 0.055080704391002655, -0.04340188950300217, -0.13181184232234955, -0.06685134023427963, 0.01158981490880251, -0.04774951562285423, 0.12066929042339325, -0.04466191306710243, 0.2555178701877594, -0.14361847937107086, 0.11891228705644608, 0.2347959280014038, -0.32773688435554504, -0.017907261848449707, 0.03898224979639053, 0.0662679523229599, 0.09087376296520233, -0.02415304258465767, 0.003223586129024625, 0.09367042034864426, 0.0497647300362587, -0.08183339983224869, -0.12931933999061584, -0.09123076498508453, 0.037128299474716187, -0.11136044561862946, -0.00554214371368289, 0.27440834045410156, 0.014144659042358398, -0.06402243673801422, 0.027104172855615616, -0.052249129861593246, -0.053451064974069595, -0.02329229936003685, 0.04070886969566345, 0.04544058442115784, 0.017428435385227203, 0.07745426148176193, 0.009576556272804737, -0.07075171917676926, -0.06338837742805481, -0.11241044849157333, 0.1306360363960266, 0.06257617473602295, -0.0012879397254437208, -0.027469687163829803, 0.048766881227493286, 0.08917572349309921, -0.1413867324590683, -0.04696263000369072, -0.052062567323446274, 0.009801625274121761, 0.04801446199417114, -0.08467411249876022, -0.018238641321659088, 0.14482025802135468, 0.14680266380310059, -0.05015140771865845, 0.06612035632133484, -0.0799238458275795, 0.06286422163248062, -0.0339462049305439, 0.20763647556304932, -0.04909679666161537, -0.08906478434801102, 0.07027633488178253, 0.022974291816353798, 0.04536096379160881, 0.019188420847058296, -0.10029732435941696, -0.08491194993257523, 0.042212605476379395, 0.0910722091794014, 0.00812159851193428, 0.06166835501790047, -0.05411394312977791, -0.0006151730194687843, 0.010732347145676613, -0.13988545536994934, 0.02140805684030056, 0.059743013232946396, -0.017169171944260597, 0.09599797427654266, 0.07003884017467499, -0.02613312192261219, -0.1313508301973343, -0.017931638285517693, -0.05039750412106514, 0.016792714595794678, -0.03546798229217529, -0.10484065115451813, 0.048447247594594955, 0.007375537883490324, 0.016690779477357864, -0.15174449980258942, -0.0780063271522522, -0.05162595584988594, 0.034885406494140625, -0.012810266576707363, -0.01078054029494524, -0.028366435319185257, -0.05152271315455437, -0.01150798611342907, -0.04802478849887848, -0.03936529904603958, -0.0961250588297844, 0.08615430444478989, 0.043890971690416336, 0.06500789523124695, -0.09465435892343521, 0.040531765669584274, -0.15940186381340027, -0.001420874148607254, -0.13522876799106598, 0.042679622769355774, -0.1432209610939026, 0.12231145054101944, -0.057996656745672226, -0.09704957157373428, -0.026094557717442513, 0.07020837068557739, 0.051412634551525116, 0.16358020901679993, -0.15127523243427277, -0.045237522572278976, 0.2023397535085678, -0.09549226611852646, -0.15450923144817352, 0.1567356288433075, 0.014670181088149548, -0.03471633419394493, 0.0518847219645977, 0.21406933665275574, 0.017873719334602356, -0.06910623610019684, 0.023255595937371254, 0.07968131452798843, 0.04745446890592575, -0.0538262277841568, 0.09948927909135818, -0.046683937311172485, -0.08576886355876923, 0.060575466603040695, -0.07714909315109253, 0.050137653946876526, 0.00948758702725172, -0.06366118043661118, -0.05374184995889664, -0.02746935561299324, -0.011094573885202408, 0.04238919913768768, 0.047312188893556595, -0.13120223581790924, -0.07109205424785614, -0.015725085511803627, 0.09008284658193588, -0.04015117883682251, 0.06684241443872452, -0.05056462064385414, 0.12400602549314499, -0.02631191536784172, 0.03213498741388321, -0.10707303881645203, 0.05023488029837608, 0.012653974816203117, -0.0016447460511699319, 0.10609219968318939, 0.05911524221301079, 0.009076297283172607, -0.04047673940658569, -0.03064679726958275, -0.02295801043510437, 0.051882628351449966, -0.00773044116795063, -0.0534825399518013, -0.17753510177135468, 0.03634975478053093, 0.0022541747894138098, 0.032232221215963364, -0.11401748657226562, -0.017253009602427483, 0.01860988140106201, 0.09016083180904388, -0.04244029521942139, 0.07254510372877121, -0.0007881209603510797, 0.06749934703111649, -0.06671041250228882, -0.009554127231240273, 0.02693011797964573, 0.01457210723310709, -0.10692641884088516, 0.13940304517745972, -0.04870756343007088, 0.18686801195144653, 0.2199544459581375, -0.1711147129535675, -0.0014434201875701547, 0.04423230513930321, -0.02358647622168064, -0.0013459399342536926, 0.06346650421619415, 0.009598071686923504, 0.06532002985477448, -0.02498064562678337, 0.13819648325443268, -0.13366170227527618, -0.003522369312122464, -0.049418456852436066, -0.07444725185632706, -0.02275129035115242, 0.18009507656097412, 0.06102144718170166, -0.13540612161159515, 0.12036048620939255, 0.14926007390022278, -0.14149856567382812, 0.1674928516149521, -0.07282959669828415, -0.059947509318590164, 0.05815175920724869, 0.06497153639793396, -0.02568117156624794, 0.10589627176523209, -0.1747102290391922, 0.0017453599721193314, 0.038537751883268356, 0.04719473421573639, 0.07787548750638962, -0.12079837918281555, -0.007467537187039852, -0.02440713904798031, -0.06840380281209946, -0.04621902108192444, 0.028154509142041206, 0.018099388107657433, 0.09490978717803955, -0.03419506177306175, -0.067442387342453, -0.009996440261602402, -0.027142519131302834, -0.14403371512889862, 0.19034725427627563, -0.14748327434062958, -0.21155381202697754, -0.13746954500675201, 0.06080295518040657, -0.1243831142783165, -0.005320142023265362, 0.11342352628707886, -0.1069522500038147, -0.06408973038196564, -0.07511243224143982, 0.029446491971611977, 0.013807572424411774, -0.021290067583322525, -0.02205011434853077, 0.060159388929605484, 0.03646941855549812, -0.13064159452915192, -0.04179432615637779, -0.006309248972684145, -0.0004420182085596025, 0.05048931762576103, -0.14993630349636078, 0.11881154030561447, 0.09480327367782593, 0.008383982814848423, 0.03462092578411102, -0.011613082140684128, 0.16708333790302277, -0.05380504950881004, -0.03473507985472679, 0.12317011505365372, 0.014318503439426422, 0.010176985524594784, 0.10314824432134628, -0.013991368934512138, -0.06905858218669891, 0.046390339732170105, 0.006971360649913549, 0.010982302948832512, -0.2525891065597534, -0.11146887391805649, -0.10858742892742157, 0.04537452757358551, 0.0014195350231602788, 0.053925883024930954, -0.0854886844754219, 0.0510680228471756, -0.025875242426991463, 0.04862115904688835, -0.018976809456944466, 0.06747360527515411, 0.19183582067489624, -0.00017677129653748125, 0.11614669859409332, -0.09960908442735672, -0.07178769260644913, 0.0883219912648201, 0.05803849920630455, 0.06548166275024414, -0.006973805371671915, 0.14575235545635223, 0.06352201849222183, 0.17685385048389435, 0.03446894511580467, 0.045152995735406876, 0.018703199923038483, 0.00564972311258316, -0.011122296564280987, -0.08121082186698914, -0.05542119964957237, 0.05859750136733055, 0.015236308798193932, -0.015827588737010956, -0.08066025376319885, -0.06351768970489502, 0.11618618667125702, 0.10617834329605103, 0.058114662766456604, -0.1894788295030594, -0.008554060943424702, 0.06143093854188919, -0.00968997459858656, -0.03671841695904732, 0.11583927273750305, -0.020074347034096718, -0.0784863531589508, 0.10557840764522552, 0.04238235205411911, 0.14221253991127014, 0.01808498054742813, 0.022085601463913918, -0.06156155467033386, -0.014755398966372013, 0.013413641601800919, 0.10867808014154434, -0.37019315361976624, 0.22827790677547455, 0.005687061697244644, -0.014536847360432148, -0.038987528532743454, -0.0010272596264258027, 0.07881288230419159, 0.1393057405948639, 0.07667550444602966, 0.005911023821681738, -0.05902552604675293, -0.044952474534511566, -0.007682375609874725, 0.08344099670648575, 0.021159932017326355, 0.08305809646844864, 0.0572255402803421, -0.0415760837495327, -0.00641119759529829, -0.025948313996195793, 0.10776825249195099, -0.1389525979757309, -0.045932017266750336, 0.017922790721058846, 0.08372785151004791, -0.032579455524683, -0.045306019484996796, -0.07342716306447983, -0.1496729701757431, 0.21428903937339783, 0.0016217546071857214, -0.06946030259132385, -0.09365464746952057, -0.02830825001001358, 0.13150860369205475, -0.10867787897586823, -0.047642894089221954, -0.06630896031856537, -0.03588806092739105, -0.013056602329015732, -0.13232804834842682, 0.1224629357457161, -0.06815312057733536, -0.0921749621629715, -0.020036928355693817, 0.1426062434911728, -0.091841921210289, 0.06652705371379852, 0.012179160490632057, -0.021857982501387596, -0.07364188134670258, -0.12162238359451294, -0.05901796743273735, -0.046109240502119064, 0.056116923689842224, 0.13592717051506042, -0.15393169224262238, -0.06390292197465897, -0.03481835126876831, -0.047014933079481125, 0.1601695716381073, 0.18089847266674042, -0.048315927386283875, 0.029724106192588806, 0.16395168006420135, -0.09765709191560745, -0.29230526089668274, -0.0005829250440001488, -0.0791429728269577, 0.028112443163990974, -0.005431470926851034, -0.08177021890878677, 0.07595590502023697, -0.028950506821274757, -0.03466092422604561, 0.06921682506799698, -0.14694979786872864, -0.11377296596765518, 0.21631886065006256, 0.048547763377428055, 0.239310160279274, -0.190825417637825, -0.05366935580968857, -0.11987008899450302, -0.27048468589782715, -0.005702665541321039, -0.10520612448453903, 0.07971654087305069, -0.0183308944106102, -0.018248753622174263, 0.002076094038784504, -0.025843262672424316, 0.1560268998146057, 0.022445034235715866, 0.00864292774349451, -0.06616075336933136, 0.06801269203424454, 0.017306094989180565, 0.036946386098861694, 0.14762327075004578, -0.16104845702648163, 0.06173396110534668, -0.15774664282798767, -0.012923668138682842, -0.0495096892118454, 0.07047080248594284, -0.026430601254105568, -0.015319635160267353, -0.07175944000482559, 0.03221707046031952, 0.05205657333135605, 0.029739027842879295, 0.13659247756004333, -0.08832742273807526, 0.03887498006224632, 0.1546269655227661, 0.11115170270204544, -0.14562280476093292, 0.07321809977293015, 0.03808273375034332, -0.03271206468343735, 0.07294259965419769, -0.04212010279297829, 0.07081808894872665, 0.16532088816165924, -0.03978031501173973, 0.08825165778398514, 0.04832359775900841, -0.05712911859154701, -0.029445040971040726, 0.0863417461514473, -0.1231863796710968, 0.024517180398106575, -0.0519939661026001, -0.2038528472185135, 0.015534616075456142, 0.04953800514340401, 0.17159229516983032, -0.03524722158908844, -0.02130621299147606, 0.0004675977979786694, 0.021143609657883644, -0.08857143670320511, 0.11835085600614548, 0.08279503881931305, 0.006182337645441294, -0.11148477345705032, 0.08847058564424515, -0.0008277667220681906, -0.0537690706551075, 0.017831766977906227, 0.16270677745342255, -0.11535929143428802, -0.11812455952167511, 0.06173486262559891, 0.14645902812480927, -0.08195698261260986, -0.08487781137228012, -0.17592696845531464, -0.13651639223098755, 0.027675064280629158, 0.07258638739585876, 0.14776159822940826, 0.02886447124183178, 0.02795042283833027, -0.07015133649110794, 0.005306014325469732, 0.06750371307134628, 0.06875170767307281, 0.03663621470332146, -0.09377790242433548, 0.024726873263716698, -0.025985466316342354, 0.10779688507318497, -0.03748560696840286, 0.02822341024875641, -0.17052143812179565, 0.04576673358678818, -0.28542178869247437, 0.018755601719021797, -0.04842469468712807, 0.014380588196218014, -0.006367573514580727, -0.10640877485275269, -0.08148466795682907, 0.022187480702996254, -0.12006772309541702, -0.03646939620375633, -0.024765752255916595, 0.07545759528875351, -0.11036410182714462, 0.0050017437897622585, 0.08452148735523224, -0.058987200260162354, 0.07265576720237732, 0.05570632964372635, -0.09137840569019318, 0.09514075517654419, -0.08576460927724838, -0.03713780641555786, 0.03114505484700203, 0.06583037227392197, 0.04618643969297409, -0.03880773484706879, 0.02330969274044037, 0.13535384833812714, 0.08932681381702423, 0.052569679915905, 0.1470138132572174, -0.10175929218530655, -0.07467859238386154, -0.1126791313290596, -0.09809866547584534, 0.0051271249540150166, 0.015084654092788696, 0.09192244708538055, 0.04825256019830704, 0.1099991425871849, -0.06832156330347061, -0.00136690610088408, -0.14385004341602325, -0.0005862188409082592, -0.013519035652279854, -0.07595489174127579, -0.08932728320360184, -0.044752202928066254, 0.07232098281383514, -0.003595971269533038, 0.2389342337846756, 0.016143936663866043, 0.04755403473973274, 0.030475987121462822, -0.0137098990380764, 0.09556503593921661, 0.034086473286151886, 0.1814313679933548, -0.001087161130271852, -0.001782399252988398, -0.08047766238451004, -0.04828072339296341, 0.05352785065770149, -0.0037757367826998234, 0.12271923571825027, 0.20606543123722076, 0.09864825755357742, 0.1615574061870575, -0.003579354379326105, 0.01323700975626707, -0.02658136747777462, -0.03863950073719025, 0.018554016947746277, 0.0954800471663475, 0.004999260883778334, 0.14266254007816315, 0.14449092745780945, -0.10927321761846542, 0.04379761591553688, -0.07691681385040283, -0.04419039934873581, -0.1666419506072998, -0.08988174051046371, -0.12715239822864532, -0.20920641720294952, 0.010312694124877453, -0.10236409306526184, -0.004067563451826572, 0.014682597480714321, 0.05472680181264877, -0.06583148241043091, 0.10100376605987549, -0.0072917756624519825, -0.10393916070461273, 0.07183053344488144, -0.03049556352198124, 0.019143477082252502, 0.07105208933353424, -0.01308081392198801, 0.03552339971065521, -0.018258124589920044, -0.0030789775773882866, 0.04228955879807472, -0.08936411887407303, 0.030060159042477608, -0.07644110172986984, -0.04195985570549965, -0.03529800474643707, 0.02803412266075611, 0.053217921406030655, 0.20516665279865265, 0.04994547739624977, 0.0023920077364891768, 0.03603985905647278, 0.15454821288585663, -0.05066242814064026, -0.13132603466510773, -0.13286860287189484, 0.15626536309719086, 0.029888851568102837, 0.05052948743104935, -0.004493828862905502, -0.057179611176252365, -0.02165449969470501, 0.30595511198043823, 0.25168904662132263, -0.12618593871593475, -0.002878630068153143, 0.04308537393808365, 0.014587568119168282, 0.04413396492600441, 0.08899184316396713, 0.14512933790683746, 0.19414106011390686, -0.03777969628572464, -0.09171702712774277, -0.08700772374868393, -0.029727060347795486, -0.1040046215057373, 0.0800100564956665, 0.035945698618888855, -0.09936600923538208, -0.024112647399306297, 0.06798264384269714, -0.07201248407363892, -0.05129769816994667, -0.023649971932172775, -0.19081714749336243, -0.07992586493492126, -0.040218450129032135, 0.09390813857316971, 0.025695398449897766, -0.012708755210042, -0.04126213118433952, -0.025379454717040062, 0.09605205059051514, -0.037927284836769104, -0.09015262126922607, -0.09850315749645233, 0.04790283367037773, -0.1389751136302948, 0.08957400918006897, -0.002004442736506462, 0.11603858321905136, 0.11105068027973175, 0.08507004380226135, -0.02142801322042942, 0.11424721032381058, 0.05051521956920624, -0.05739981308579445, 0.052767060697078705, -0.010979696176946163, -0.012269102036952972, 0.031696878373622894, 0.06605134904384613, -0.007328778970986605, 0.05514996871352196, -0.03631430119276047, -0.0623699426651001, -0.10963404923677444, 0.01345151849091053, -0.174626886844635, 0.07302122563123703, 0.1490098387002945, -0.03181302919983864, 0.018178677186369896, -0.05982884019613266, 0.04576820507645607, -0.023917555809020996, -0.037458810955286026, -0.0042295800521969795, -0.1370047777891159, -0.01229048054665327, 0.026934759691357613, 0.021122150123119354, -0.22521984577178955, -0.011213191784918308, -0.07682915031909943, -0.0013564088148996234, -0.10117968916893005, 0.10629823058843613, 0.046788446605205536, 0.009028265252709389, -0.02700643241405487, -0.19621221721172333, 0.02435329370200634, 0.07918356359004974, -0.14374421536922455, -0.10189129412174225 ]
null
null
transformers
### eng-hye * source group: English * target group: Armenian * OPUS readme: [eng-hye](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-hye/README.md) * model: transformer-align * source language(s): eng * target language(s): hye * model: transformer-align * pre-processing: normalization + SentencePiece (spm4k,spm4k) * download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hye/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hye/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hye/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.eng.hye | 16.6 | 0.404 | ### System Info: - hf_name: eng-hye - source_languages: eng - target_languages: hye - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-hye/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'hy'] - src_constituents: {'eng'} - tgt_constituents: {'hye', 'hye_Latn'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hye/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-hye/opus-2020-06-16.test.txt - src_alpha3: eng - tgt_alpha3: hye - short_pair: en-hy - chrF2_score: 0.40399999999999997 - bleu: 16.6 - brevity_penalty: 1.0 - ref_len: 5115.0 - src_name: English - tgt_name: Armenian - train_date: 2020-06-16 - src_alpha2: en - tgt_alpha2: hy - prefer_old: False - long_pair: eng-hye - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "hy"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-hy
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "hy", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "hy" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #hy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-hye * source group: English * target group: Armenian * OPUS readme: eng-hye * model: transformer-align * source language(s): eng * target language(s): hye * model: transformer-align * pre-processing: normalization + SentencePiece (spm4k,spm4k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 16.6, chr-F: 0.404 ### System Info: * hf\_name: eng-hye * source\_languages: eng * target\_languages: hye * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'hy'] * src\_constituents: {'eng'} * tgt\_constituents: {'hye', 'hye\_Latn'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm4k,spm4k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: hye * short\_pair: en-hy * chrF2\_score: 0.40399999999999997 * bleu: 16.6 * brevity\_penalty: 1.0 * ref\_len: 5115.0 * src\_name: English * tgt\_name: Armenian * train\_date: 2020-06-16 * src\_alpha2: en * tgt\_alpha2: hy * prefer\_old: False * long\_pair: eng-hye * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-hye\n\n\n* source group: English\n* target group: Armenian\n* OPUS readme: eng-hye\n* model: transformer-align\n* source language(s): eng\n* target language(s): hye\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 16.6, chr-F: 0.404", "### System Info:\n\n\n* hf\\_name: eng-hye\n* source\\_languages: eng\n* target\\_languages: hye\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'hy']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'hye', 'hye\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm4k,spm4k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: hye\n* short\\_pair: en-hy\n* chrF2\\_score: 0.40399999999999997\n* bleu: 16.6\n* brevity\\_penalty: 1.0\n* ref\\_len: 5115.0\n* src\\_name: English\n* tgt\\_name: Armenian\n* train\\_date: 2020-06-16\n* src\\_alpha2: en\n* tgt\\_alpha2: hy\n* prefer\\_old: False\n* long\\_pair: eng-hye\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #hy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-hye\n\n\n* source group: English\n* target group: Armenian\n* OPUS readme: eng-hye\n* model: transformer-align\n* source language(s): eng\n* target language(s): hye\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 16.6, chr-F: 0.404", "### System Info:\n\n\n* hf\\_name: eng-hye\n* source\\_languages: eng\n* target\\_languages: hye\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'hy']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'hye', 'hye\\_Latn'}\n* src\\_multilingual: False\n* tgt\\_multilingual: False\n* prepro: normalization + SentencePiece (spm4k,spm4k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: hye\n* short\\_pair: en-hy\n* chrF2\\_score: 0.40399999999999997\n* bleu: 16.6\n* brevity\\_penalty: 1.0\n* ref\\_len: 5115.0\n* src\\_name: English\n* tgt\\_name: Armenian\n* train\\_date: 2020-06-16\n* src\\_alpha2: en\n* tgt\\_alpha2: hy\n* prefer\\_old: False\n* long\\_pair: eng-hye\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 61, 124, 407 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #hy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eng-hye\n\n\n* source group: English\n* target group: Armenian\n* OPUS readme: eng-hye\n* model: transformer-align\n* source language(s): eng\n* target language(s): hye\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 16.6, chr-F: 0.404" ]
[ -0.09410271793603897, 0.017017927020788193, -0.003606921061873436, 0.01518887560814619, 0.0831528827548027, 0.042651090770959854, 0.09653589129447937, 0.1664740890264511, 0.0850420892238617, -0.037422508001327515, 0.10608824342489243, 0.03142205625772476, 0.04396241158246994, 0.0424090176820755, -0.009793511591851711, -0.16815292835235596, 0.03910477086901665, 0.03884820267558098, -0.09315824508666992, 0.09137565642595291, 0.0960208848118782, -0.04207805171608925, 0.11602271348237991, 0.041344054043293, -0.03099873661994934, 0.12177231907844543, -0.015143238008022308, -0.06408466398715973, 0.09405053406953812, 0.04211660847067833, 0.01448153704404831, 0.0760064646601677, -0.036804478615522385, -0.203245148062706, 0.01872444339096546, -0.004708599299192429, -0.06468262523412704, -0.00630465243011713, 0.00672030309215188, -0.1022200807929039, 0.18416044116020203, -0.1537216305732727, -0.05715613067150116, 0.03812159597873688, 0.0051512266509234905, -0.265835165977478, -0.06976566463708878, 0.028994156047701836, 0.010325669310986996, 0.1207936704158783, -0.045482050627470016, 0.1819034367799759, -0.15078680217266083, 0.08902819454669952, 0.2973928451538086, -0.2982475757598877, 0.004284615628421307, 0.08955135196447372, -0.04290153458714485, 0.07662739604711533, -0.005346542224287987, 0.05441516265273094, 0.0600227527320385, 0.03535769134759903, -0.003053313121199608, -0.13436131179332733, -0.05548115447163582, 0.05799441039562225, -0.09773806482553482, -0.011026019230484962, 0.2961917519569397, 0.00847194530069828, 0.023994052782654762, 0.012116906233131886, -0.03988785296678543, -0.018366636708378792, -0.04307340085506439, 0.06624435633420944, 0.03112073428928852, -0.05268445611000061, 0.05083337053656578, -0.07003223896026611, -0.1316986232995987, -0.05242770165205002, -0.07857154309749603, 0.19412891566753387, 0.10931553691625595, 0.02497907727956772, -0.02228354476392269, 0.10462026298046112, -0.05609919875860214, -0.15227456390857697, -0.06436364352703094, -0.015912160277366638, -0.045599911361932755, 0.09139667451381683, -0.07914633303880692, -0.0903436541557312, 0.15676099061965942, 0.0638231709599495, -0.14572858810424805, 0.10847283154726028, 0.03325391560792923, 0.05169927328824997, -0.03761419653892517, 0.21214938163757324, -0.03745038062334061, -0.0258418507874012, 0.02150784805417061, 0.008694029413163662, 0.048774588853120804, 0.030059345066547394, -0.11455430835485458, -0.09474699944257736, 0.04543550685048103, 0.04982302337884903, -0.044011812657117844, 0.06258299946784973, 0.013093343935906887, -0.009951424784958363, 0.026439454406499863, -0.13463494181632996, -0.04556886851787567, 0.0347985178232193, -0.019588952884078026, 0.09793832898139954, 0.05252926051616669, -0.024385232478380203, -0.11361327767372131, 0.02303839474916458, -0.022030124440789223, 0.023980680853128433, -0.014386476017534733, -0.07271182537078857, 0.024285245686769485, -0.005757435690611601, 0.031847745180130005, -0.14737826585769653, -0.08683161437511444, -0.03040655329823494, 0.03497608006000519, 0.0026888572610914707, 0.038017626851797104, -0.02591577358543873, -0.04887949302792549, 0.01875063218176365, -0.015841137617826462, -0.039818599820137024, -0.09609093517065048, 0.04915958642959595, -0.006197711918503046, 0.06764457374811172, -0.028529252856969833, 0.057499900460243225, -0.1253359019756317, -0.01359621062874794, -0.16239362955093384, 0.05766220763325691, -0.14436523616313934, 0.10941875725984573, -0.0423373281955719, -0.1113082766532898, 0.007436432410031557, 0.04306729510426521, 0.022060083225369453, 0.1557227075099945, -0.091465063393116, -0.08746211975812912, 0.1816728562116623, -0.08139731734991074, -0.1647152155637741, 0.14163435995578766, -0.0018985392525792122, -0.03215258568525314, 0.0776958242058754, 0.21848046779632568, 0.08162833750247955, -0.10390230268239975, 0.013511501252651215, 0.1282861828804016, 0.01603841222822666, -0.059419166296720505, 0.08699678629636765, -0.027850789949297905, -0.07304470986127853, 0.06492280960083008, -0.1855170875787735, 0.05342968925833702, 0.014480936340987682, -0.049656942486763, -0.03815373033285141, -0.022173766046762466, 0.03763820603489876, 0.03949577361345291, 0.08563721925020218, -0.12624500691890717, -0.08661982417106628, 0.05888139456510544, 0.15836036205291748, -0.06882932782173157, 0.07129979133605957, -0.027282485738396645, 0.11595874279737473, 0.01990026794373989, 0.04787657409906387, -0.07927550375461578, 0.050746362656354904, -0.01032575499266386, -0.05891438573598862, 0.09785250574350357, 0.06536860018968582, 0.03670129179954529, -0.06259843707084656, -0.049008630216121674, -0.058393701910972595, 0.028491158038377762, 0.0032978744711726904, -0.016257287934422493, -0.19209866225719452, 0.057552848011255264, 0.027975846081972122, 0.13472920656204224, -0.06896627694368362, 0.011292247101664543, 0.09774133563041687, 0.08700910955667496, -0.06793443113565445, 0.12490110844373703, -0.036144156008958817, 0.011483008041977882, -0.032069314271211624, 0.0007089371792972088, 0.01296194363385439, -0.009442148730158806, -0.14996923506259918, 0.15476757287979126, -0.06335517764091492, 0.08414050191640854, 0.21185103058815002, -0.1274750977754593, 0.03059656172990799, -0.00007162396650528535, -0.006184374913573265, -0.022992204874753952, 0.09298739582300186, -0.04245496541261673, 0.07877390831708908, 0.010989314876496792, 0.14725658297538757, -0.1466219276189804, -0.06481417268514633, -0.01639721170067787, -0.07635103166103363, -0.021568819880485535, 0.1713060885667801, -0.01442546583712101, -0.12486312538385391, 0.0931045189499855, 0.1920948475599289, -0.12576323747634888, 0.2561908960342407, -0.057329900562763214, -0.054148316383361816, 0.044937677681446075, 0.024816351011395454, -0.07052900642156601, 0.1247733011841774, -0.20078733563423157, -0.03960040584206581, 0.046672649681568146, 0.026069633662700653, 0.05977119505405426, -0.13942334055900574, -0.0033411572221666574, -0.025567082688212395, -0.08037374168634415, 0.016878681257367134, 0.09576219320297241, 0.014760463498532772, 0.06653828918933868, -0.021910544484853745, -0.0007646644953638315, -0.02653586119413376, -0.05140981078147888, -0.10385506600141525, 0.23213861882686615, -0.1605796068906784, -0.2281954139471054, -0.11001348495483398, 0.0036555021069943905, -0.13175278902053833, -0.05532319098711014, 0.13221341371536255, -0.19341664016246796, -0.05245349556207657, -0.05352112650871277, 0.05314236134290695, -0.025979623198509216, -0.028277024626731873, -0.10758622735738754, 0.011637436226010323, -0.01084560714662075, -0.13404221832752228, -0.07919231802225113, -0.049210745841264725, -0.014414969831705093, 0.07803960144519806, -0.12166760116815567, 0.042334310710430145, 0.11686213314533234, -0.002979041775688529, 0.06807874888181686, -0.03762810304760933, 0.1484721302986145, -0.11005076766014099, 0.013856158591806889, 0.1096363365650177, 0.05549212917685509, 0.05059978365898132, 0.09507705271244049, 0.011527200229465961, 0.014795481227338314, 0.032637663185596466, 0.03798193857073784, -0.010543370619416237, -0.2813985049724579, -0.11850971728563309, -0.10672751069068909, -0.019160378724336624, -0.00997809786349535, 0.04302665591239929, -0.004824153147637844, 0.048864901065826416, -0.07512281090021133, -0.010772967711091042, 0.0024719007778912783, 0.0554518885910511, 0.33529871702194214, 0.014890952035784721, 0.07449870556592941, -0.12474413216114044, -0.038383953273296356, 0.09213803708553314, -0.010668659582734108, 0.12776729464530945, -0.047203030437231064, 0.1307029128074646, 0.11440771818161011, 0.1788693368434906, 0.010622529312968254, -0.012522616423666477, -0.011943906545639038, -0.015478193759918213, 0.0305299311876297, -0.11159827560186386, 0.05527404323220253, 0.08233003318309784, -0.06760648638010025, -0.041025273501873016, -0.07344523817300797, -0.0054933372884988785, 0.12700378894805908, 0.13589663803577423, 0.043902281671762466, -0.15302135050296783, -0.012037056498229504, 0.05317990854382515, 0.02268565446138382, -0.004192722029983997, 0.06492604315280914, -0.020751481875777245, -0.11238501965999603, 0.16726510226726532, 0.04194314777851105, 0.0840965285897255, 0.02047307789325714, 0.046752747148275375, -0.02424190752208233, 0.034899014979600906, 0.0013012633426114917, 0.15746855735778809, -0.2864183187484741, 0.2633763551712036, 0.018293822184205055, -0.0204677302390337, -0.06922434270381927, -0.037410225719213486, 0.12153193354606628, 0.16155372560024261, 0.06761717796325684, 0.04707017540931702, -0.0124356709420681, -0.042528897523880005, 0.055512551218271255, 0.07206796109676361, 0.01305833738297224, 0.05409693345427513, 0.035026632249355316, -0.035420749336481094, -0.02774542011320591, -0.03865358978509903, 0.037481263279914856, -0.09075944870710373, -0.060725726187229156, 0.03220316395163536, 0.08554105460643768, -0.03547900170087814, -0.0573769137263298, -0.09722235053777695, -0.1849697083234787, 0.13777056336402893, -0.002759806113317609, -0.16287827491760254, -0.07556812465190887, -0.00974916573613882, 0.14135751128196716, -0.1637420356273651, -0.0074216569773852825, -0.05847439914941788, -0.025289228186011314, -0.01977386884391308, -0.14755278825759888, 0.0480111725628376, -0.04256949946284294, -0.08778379112482071, 0.05641970410943031, 0.2066047042608261, -0.027646953240036964, 0.05689723417162895, -0.006325623486191034, -0.024712663143873215, -0.07976467907428741, -0.1290733963251114, -0.03772535175085068, 0.006585251074284315, 0.018239250406622887, 0.13156795501708984, -0.05318021401762962, -0.07429581880569458, -0.0821380689740181, -0.04558514431118965, 0.1374746859073639, 0.21717579662799835, -0.06816373020410538, 0.05591798573732376, 0.13679690659046173, -0.07472226768732071, -0.2279900461435318, -0.01520993560552597, -0.04851006343960762, 0.03443633392453194, 0.01364021934568882, -0.1003745049238205, 0.08755166828632355, -0.005014336202293634, -0.04114247113466263, 0.0018435713136568666, -0.19521285593509674, -0.13340499997138977, 0.18637005984783173, 0.050507862120866776, 0.23040886223316193, -0.1157720759510994, -0.032152362167835236, -0.08263428509235382, -0.24818004667758942, -0.027767442166805267, -0.1756700575351715, 0.07597233355045319, -0.07012513279914856, 0.05246525630354881, 0.017095869407057762, -0.005096806678920984, 0.15130022168159485, 0.01963161490857601, 0.05439608916640282, -0.06307194381952286, 0.05815117433667183, 0.07149330526590347, -0.03226158395409584, 0.16386765241622925, -0.19014453887939453, 0.05407770350575447, -0.11199550330638885, 0.003465660149231553, -0.11676502972841263, 0.06585557758808136, -0.03378321975469589, -0.02183777280151844, -0.10858485102653503, 0.01609666459262371, 0.024171503260731697, 0.005227850750088692, 0.18083567917346954, -0.06517159193754196, -0.00334937428124249, 0.05753834545612335, 0.11930853873491287, -0.1745712012052536, -0.009359023533761501, -0.0019859091844409704, 0.0023315029684454203, 0.05567018687725067, -0.21132314205169678, 0.05148400738835335, 0.14831310510635376, -0.004145716316998005, 0.0922522246837616, 0.00839212816208601, -0.1312539279460907, -0.027266841381788254, 0.09791163355112076, -0.12514568865299225, -0.043813154101371765, -0.10003522038459778, -0.15814208984375, 0.0305477324873209, 0.06388381868600845, 0.1609911471605301, -0.04815824329853058, -0.02278788946568966, 0.006190415006130934, -0.028871677815914154, -0.06343229860067368, 0.09968265146017075, 0.09018592536449432, 0.018463436514139175, -0.11251434683799744, 0.0703921988606453, 0.0031673612538725138, -0.060130562633275986, 0.040528010576963425, 0.1882963627576828, -0.14050452411174774, -0.12005792558193207, 0.009434372186660767, 0.1156105250120163, -0.14752833545207977, -0.1088458001613617, -0.14594173431396484, -0.14107759296894073, -0.005916362162679434, 0.06944099068641663, 0.1696232259273529, -0.0157795250415802, 0.02026629075407982, -0.06346747279167175, 0.0300639346241951, 0.11537577211856842, 0.05770539119839668, 0.01930852234363556, -0.14045387506484985, -0.04428405314683914, 0.05351206287741661, 0.18306078016757965, -0.03590219467878342, -0.040419165045022964, -0.08590823411941528, 0.03964250162243843, -0.30198532342910767, -0.005114441737532616, -0.056029487401247025, -0.0020782353822141886, -0.005607358179986477, -0.1031184121966362, -0.06784258037805557, 0.06577842682600021, -0.11508246511220932, -0.0007139246445149183, -0.022633375599980354, 0.10882338136434555, -0.09651988744735718, -0.025306329131126404, 0.06736700236797333, -0.044376205652952194, 0.09036576002836227, 0.05979856476187706, -0.07067858427762985, 0.15082305669784546, -0.04175702482461929, -0.03045358881354332, 0.018004054203629494, 0.07587353140115738, 0.06875849515199661, -0.019550982862710953, -0.006997211836278439, 0.06286875158548355, 0.09342078864574432, 0.03450519219040871, 0.03734287992119789, -0.0848422646522522, -0.014651689678430557, -0.10910457372665405, -0.049505215138196945, -0.03195454552769661, 0.06517190486192703, 0.05913195386528969, 0.07505305856466293, 0.09304168820381165, -0.08269108831882477, -0.007897959090769291, -0.13125862181186676, -0.004154302179813385, -0.02983817271888256, -0.10329680144786835, -0.0984833836555481, -0.07720285654067993, 0.056322865188121796, -0.03336555138230324, 0.22422948479652405, 0.015168623067438602, 0.07413908839225769, 0.046888381242752075, 0.01903539150953293, 0.08971116691827774, -0.017104918137192726, 0.14106431603431702, -0.054654281586408615, -0.0014069979079067707, -0.04209650307893753, -0.019671855494379997, 0.05827181041240692, -0.01571578159928322, 0.09451976418495178, 0.13776949048042297, 0.15501545369625092, 0.11947082728147507, 0.033975012600421906, 0.020978424698114395, -0.054527509957551956, -0.059958603233098984, -0.01654057390987873, 0.09798160195350647, 0.0071585653349757195, 0.1608627736568451, 0.23113662004470825, -0.13971003890037537, 0.04741708189249039, -0.02788419835269451, -0.06088430434465408, -0.11921896040439606, -0.15271644294261932, -0.11169911175966263, -0.2722126245498657, -0.011975533328950405, -0.08806578069925308, -0.03000587597489357, 0.07958954572677612, 0.09236826002597809, -0.07178442180156708, 0.16584156453609467, 0.07642212510108948, -0.14198201894760132, 0.10189488530158997, -0.030663125216960907, -0.0015370629262179136, 0.08163865655660629, 0.0004957863711751997, 0.0595165379345417, -0.07567206770181656, -0.053833067417144775, 0.03416723385453224, -0.07063258439302444, 0.026778776198625565, -0.06061965227127075, -0.057692039757966995, -0.015016337856650352, 0.061109840869903564, 0.07134879380464554, 0.12284833937883377, 0.06362821906805038, 0.004045153968036175, -0.018913112580776215, 0.1645747423171997, -0.024550698697566986, -0.13818027079105377, -0.04744548723101616, 0.2126086801290512, 0.07947203516960144, -0.008769595995545387, 0.019016893580555916, -0.09027000516653061, -0.03748296946287155, 0.29419487714767456, 0.2706563174724579, -0.007528883870691061, 0.031697433441877365, -0.03752169758081436, 0.015907322987914085, 0.016283657401800156, 0.06832964718341827, 0.10244246572256088, 0.1473509520292282, -0.030398162081837654, -0.018531281501054764, -0.08221841603517532, -0.02429310791194439, -0.11091284453868866, 0.03316650912165642, 0.05913525074720383, -0.12171854078769684, 0.05064360797405243, 0.07597764581441879, -0.03428919240832329, -0.06675637513399124, -0.012564150616526604, -0.1348697692155838, -0.07680890709161758, -0.019354498013854027, 0.11192385107278824, 0.07024538516998291, 0.0016773304669186473, -0.06347716599702835, -0.029438067227602005, 0.07864652574062347, 0.002237207954749465, -0.12888750433921814, -0.12723426520824432, 0.1353694200515747, -0.1691259741783142, 0.10339662432670593, -0.007486739661544561, 0.1303137242794037, 0.09856019914150238, 0.05868440493941307, -0.0044604879803955555, 0.08879195153713226, 0.07576100528240204, -0.08446576446294785, 0.018865779042243958, 0.002780674956738949, 0.01863105408847332, -0.017997633665800095, 0.07575038075447083, -0.009340611286461353, 0.025131266564130783, 0.006172941066324711, -0.02967826835811138, -0.09226910769939423, 0.03733762353658676, -0.14031676948070526, 0.053721483796834946, 0.16687504947185516, -0.015147565864026546, -0.031521961092948914, -0.0649203211069107, -0.013445202261209488, 0.009362131357192993, -0.06846185028553009, 0.003957302309572697, -0.09256673604249954, 0.04751279205083847, 0.04527043178677559, 0.023715322837233543, -0.18206913769245148, -0.00358594860881567, -0.06317202001810074, 0.008213432505726814, -0.03301187604665756, 0.12520040571689606, 0.04112383723258972, 0.02973778545856476, -0.008722340688109398, -0.13222888112068176, -0.015688546001911163, 0.08382635563611984, -0.19519053399562836, -0.10059800744056702 ]
null
null
transformers
### opus-mt-en-id * source languages: en * target languages: id * OPUS readme: [en-id](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-id/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-id/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-id/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-id/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.id | 38.3 | 0.636 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-id
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "id", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #id #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-id * source languages: en * target languages: id * OPUS readme: en-id * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 38.3, chr-F: 0.636
[ "### opus-mt-en-id\n\n\n* source languages: en\n* target languages: id\n* OPUS readme: en-id\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.3, chr-F: 0.636" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #id #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-id\n\n\n* source languages: en\n* target languages: id\n* OPUS readme: en-id\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.3, chr-F: 0.636" ]
[ 61, 101 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #id #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-id\n\n\n* source languages: en\n* target languages: id\n* OPUS readme: en-id\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 38.3, chr-F: 0.636" ]
[ -0.11738388985395432, 0.1448439210653305, -0.004724583122879267, 0.07006878405809402, 0.07687434554100037, 0.005213035736232996, 0.08210006356239319, 0.15224459767341614, -0.007657712325453758, -0.0084328418597579, 0.13321080803871155, 0.1441274732351303, 0.018740873783826828, 0.12516240775585175, -0.08892796188592911, -0.14669491350650787, 0.04919887334108353, 0.05408133566379547, -0.05274689942598343, 0.1443147212266922, 0.09976908564567566, -0.013915663585066795, 0.094729483127594, -0.022598862648010254, -0.04100771248340607, 0.08190078288316727, 0.013028466142714024, -0.06941483914852142, 0.06659001857042313, 0.05693918839097023, 0.03804890066385269, 0.08082210272550583, -0.019345182925462723, -0.20468686521053314, 0.017643647268414497, 0.0022575624752789736, -0.05235101655125618, 0.029544809833168983, 0.040456198155879974, -0.0819598063826561, 0.097658172249794, -0.05843379721045494, -0.025646818801760674, 0.045330632477998734, -0.050639860332012177, -0.13597095012664795, -0.05441596731543541, -0.00851925928145647, -0.04531233385205269, 0.1357152760028839, -0.04091048985719681, 0.2557360827922821, -0.13319090008735657, 0.14099831879138947, 0.21451102197170258, -0.306971937417984, -0.020915476605296135, 0.06616798043251038, 0.051019661128520966, 0.070106141269207, -0.004318190272897482, -0.006623164750635624, 0.07263126969337463, 0.039072420448064804, -0.055728718638420105, -0.12084674835205078, -0.06755460053682327, 0.027430180460214615, -0.12058766931295395, -0.036069635301828384, 0.27519723773002625, 0.00479018734768033, -0.07804930955171585, 0.02322792261838913, -0.04885732755064964, -0.03285206854343414, -0.012471253983676434, 0.018699755892157555, 0.04602614790201187, 0.029947901144623756, 0.04290802776813507, -0.013571502640843391, -0.09112393110990524, -0.06600598245859146, -0.1301228553056717, 0.14178654551506042, 0.050481364130973816, 0.005744560156017542, -0.03678759187459946, 0.05012429505586624, 0.015905821695923805, -0.12776462733745575, -0.05538702756166458, -0.05162043124437332, 0.020030759274959564, 0.04047880694270134, -0.09866171330213547, -0.07618757337331772, 0.1400270015001297, 0.15833377838134766, -0.047107841819524765, 0.03980769217014313, -0.10140437632799149, 0.053141698241233826, -0.03062841109931469, 0.19918377697467804, -0.027626128867268562, -0.052912481129169464, 0.07241304218769073, 0.009797136299312115, 0.03255082666873932, 0.019580993801355362, -0.09887360036373138, -0.08843014389276505, 0.04995817691087723, 0.10350623726844788, 0.02524867095053196, 0.07241284847259521, -0.059553664177656174, -0.009141795337200165, 0.03174283728003502, -0.14814786612987518, 0.01130043063312769, 0.03671923652291298, -0.01759924925863743, 0.08394313603639603, 0.08485956490039825, -0.024572165682911873, -0.12849783897399902, -0.005424297880381346, -0.04143252223730087, 0.00681871734559536, -0.044017188251018524, -0.09397346526384354, 0.04158025607466698, -0.007374089676886797, 0.021916067227721214, -0.14679007232189178, -0.11857184767723083, -0.043816760182380676, 0.04094031825661659, -0.0100700743496418, -0.0225995983928442, -0.03154843673110008, -0.055658116936683655, 0.0025588024873286486, -0.04693412035703659, -0.01262231171131134, -0.09314344823360443, 0.093466617166996, 0.05340484902262688, 0.058112628757953644, -0.08682531118392944, 0.04861701279878616, -0.16643720865249634, -0.024550070986151695, -0.09197317808866501, 0.05608774721622467, -0.11394207924604416, 0.0576750747859478, -0.07666151225566864, -0.08172183483839035, -0.033783212304115295, 0.07801133394241333, 0.04716279357671738, 0.18214216828346252, -0.1507638394832611, -0.04128967598080635, 0.22618190944194794, -0.08689074218273163, -0.15479251742362976, 0.13378514349460602, 0.007280624937266111, -0.021725039929151535, 0.05224240571260452, 0.18431128561496735, -0.012186729349195957, -0.06779002398252487, 0.035118721425533295, 0.07620594650506973, 0.026290925219655037, -0.07324671745300293, 0.11364968121051788, -0.05707826837897301, -0.07311999052762985, 0.062491096556186676, -0.09086141735315323, 0.03772224113345146, 0.010314851999282837, -0.05546979606151581, -0.0683661624789238, -0.023319579660892487, 0.016725430265069008, 0.046445365995168686, 0.03342653065919876, -0.12799258530139923, -0.08637509495019913, 0.009047387167811394, 0.07552438974380493, -0.0352921336889267, 0.0556006096303463, -0.050306499004364014, 0.10302454233169556, -0.07257360219955444, 0.03252976015210152, -0.15237188339233398, 0.04238198325037956, 0.008800985291600227, 0.03685435652732849, 0.11490654945373535, 0.06346296519041061, 0.023915855213999748, -0.06536360085010529, -0.02633509784936905, -0.02257544919848442, 0.07113713771104813, -0.021736882627010345, -0.0621289387345314, -0.16364054381847382, 0.05598500370979309, -0.021331168711185455, -0.0022413753904402256, -0.09703445434570312, -0.007910345681011677, 0.0252472385764122, 0.05713287740945816, -0.03159373253583908, 0.05989593639969826, 0.004996343981474638, 0.04174859821796417, -0.06924990564584732, -0.0051523237489163876, 0.0323522612452507, 0.021326860412955284, -0.09258642047643661, 0.1586759388446808, -0.057293351739645004, 0.19916999340057373, 0.2198179066181183, -0.15607860684394836, 0.002954133553430438, 0.02102191373705864, -0.021186871454119682, 0.007762452121824026, 0.050608642399311066, 0.011439439840614796, 0.05507275089621544, -0.011200596578419209, 0.1396501064300537, -0.13883428275585175, -0.011506062932312489, -0.04043928533792496, -0.07751712203025818, -0.042092204093933105, 0.16975344717502594, 0.05185004323720932, -0.14738503098487854, 0.1402643322944641, 0.18211500346660614, -0.1370445191860199, 0.17235572636127472, -0.06332780420780182, -0.06342550367116928, 0.05414910614490509, 0.05827987194061279, -0.010126926936209202, 0.05067741498351097, -0.19358651340007782, 0.017062906175851822, 0.05592675879597664, 0.04476173594594002, 0.06079733371734619, -0.11304132640361786, -0.008976125158369541, 0.005757956765592098, -0.07925247400999069, -0.01964062824845314, 0.039607707411050797, 0.025633670389652252, 0.10155684500932693, -0.028863148763775826, -0.060561373829841614, 0.024273423478007317, -0.020904261618852615, -0.1409447342157364, 0.21325697004795074, -0.12741544842720032, -0.2122490257024765, -0.12679380178451538, 0.030544286593794823, -0.13535676896572113, 0.005842898041009903, 0.12178605049848557, -0.09797340631484985, -0.05380953848361969, -0.08186028897762299, 0.015010306611657143, -0.008483427576720715, -0.009154878556728363, -0.07010573148727417, 0.053665000945329666, 0.021675601601600647, -0.1451406329870224, -0.04867081344127655, -0.002424044767394662, -0.036910608410835266, 0.055749449878931046, -0.1504712849855423, 0.1075548604130745, 0.10235647112131119, -0.01668711192905903, 0.0350135937333107, -0.01197797805070877, 0.16632014513015747, -0.051883090287446976, -0.045150212943553925, 0.15533167123794556, 0.019109606742858887, 0.01109306886792183, 0.09293435513973236, -0.022273505106568336, -0.07250901311635971, 0.0608038604259491, 0.01766650564968586, -0.015277032740414143, -0.28989145159721375, -0.0989580750465393, -0.09605967253446579, 0.048103854060173035, 0.010566855780780315, 0.06074776127934456, -0.026512306183576584, 0.06593810021877289, -0.02320781908929348, 0.029672225937247276, -0.007204939145594835, 0.07727272808551788, 0.1721750646829605, 0.0024156842846423388, 0.1404455602169037, -0.08871649950742722, -0.06481944024562836, 0.0971299484372139, 0.05233250558376312, 0.05231212079524994, -0.02059433050453663, 0.11805528402328491, 0.06255842745304108, 0.1575976461172104, 0.02555158920586109, 0.07547512650489807, 0.015810538083314896, 0.009001938626170158, -0.016093309968709946, -0.08363785594701767, -0.06639450043439865, 0.05942079797387123, 0.022751428186893463, -0.019899634644389153, -0.07112951576709747, -0.07439609616994858, 0.09776734560728073, 0.12064310908317566, 0.04268684610724449, -0.2054762989282608, -0.004325108602643013, 0.041200075298547745, -0.011550882831215858, -0.04392879083752632, 0.09515231847763062, -0.04774184897542, -0.07967682182788849, 0.09109940379858017, 0.012755608186125755, 0.1301935911178589, 0.009692840278148651, 0.022869983687996864, -0.05904124677181244, -0.02536408044397831, 0.009304888546466827, 0.11616715788841248, -0.4070853292942047, 0.22988547384738922, 0.016783636063337326, -0.009722408838570118, -0.06252440810203552, 0.011838697828352451, 0.06978104263544083, 0.12082114815711975, 0.10944744199514389, -0.013512206263840199, -0.04433973878622055, -0.023456187918782234, -0.0038412571884691715, 0.06212051212787628, 0.032538384199142456, 0.0730178952217102, 0.04493281990289688, -0.038062743842601776, -0.009838633239269257, -0.018338188529014587, 0.126875638961792, -0.13029447197914124, -0.06769983470439911, 0.019458170980215073, 0.06530073285102844, -0.04003625735640526, -0.035542089492082596, -0.07166480273008347, -0.10517116636037827, 0.2651697099208832, -0.005502460058778524, -0.08379357308149338, -0.11067976802587509, -0.008854934014379978, 0.12299474328756332, -0.11576258391141891, -0.020037813112139702, -0.08438947051763535, -0.011141447350382805, -0.01469452679157257, -0.14267733693122864, 0.12650728225708008, -0.07360348850488663, -0.08689342439174652, -0.022022193297743797, 0.12546709179878235, -0.09975464642047882, 0.06150957942008972, 0.023838337510824203, -0.006599284242838621, -0.06948188692331314, -0.10256621241569519, -0.03145763650536537, -0.05740009993314743, 0.055535655468702316, 0.13429312407970428, -0.13681423664093018, -0.11567206680774689, -0.03326456621289253, -0.05199842154979706, 0.1818741261959076, 0.1852099895477295, -0.03607247397303581, 0.014969722367823124, 0.14826180040836334, -0.1064305230975151, -0.28640031814575195, 0.01542652491480112, -0.06531742960214615, 0.014871649444103241, 0.010725376196205616, -0.0911647379398346, 0.06013117730617523, -0.0014816531911492348, -0.04272829368710518, 0.05286185070872307, -0.14040498435497284, -0.11689427495002747, 0.19879022240638733, 0.07156369835138321, 0.23049511015415192, -0.19688893854618073, -0.06379123777151108, -0.11238031834363937, -0.23425105214118958, 0.050716377794742584, -0.08467613160610199, 0.0816488265991211, -0.027108166366815567, -0.025988299399614334, 0.016115648671984673, -0.02923215925693512, 0.12548384070396423, 0.007379979360848665, 0.01761453039944172, -0.06730018556118011, 0.050738703459501266, -0.008316317573189735, 0.028999777510762215, 0.1660662591457367, -0.15246780216693878, 0.06770087778568268, -0.14799322187900543, -0.03096240945160389, -0.06688115745782852, 0.06355605274438858, -0.020521029829978943, -0.04607611522078514, -0.05441159009933472, 0.014578770846128464, 0.04390907660126686, 0.013858744874596596, 0.16508707404136658, -0.10448487848043442, 0.03562193736433983, 0.198591411113739, 0.1300339251756668, -0.09094922989606857, 0.043127648532390594, 0.028120508417487144, -0.035566676408052444, 0.049089401960372925, -0.11396251618862152, 0.07314696162939072, 0.14250969886779785, -0.02982233837246895, 0.08389437198638916, 0.05113919451832771, -0.0632864460349083, -0.032353293150663376, 0.085325226187706, -0.10791344195604324, 0.03270718827843666, -0.03666684776544571, -0.1570943146944046, -0.005487635266035795, 0.03934019058942795, 0.18204058706760406, -0.023611953482031822, -0.02704419568181038, -0.007996604777872562, 0.01821308583021164, -0.07930295914411545, 0.12456495314836502, 0.08212718367576599, 0.0022945506498217583, -0.10186212509870529, 0.09146341681480408, -0.005283408332616091, -0.09265892952680588, 0.026094350963830948, 0.14907869696617126, -0.09575629234313965, -0.12798452377319336, 0.10837531834840775, 0.11979987472295761, -0.13141502439975739, -0.06888384371995926, -0.15132297575473785, -0.10775619745254517, 0.04900781810283661, 0.09450896084308624, 0.14346401393413544, 0.030680270865559578, 0.02148064598441124, -0.08099663257598877, -0.0018076403066515923, 0.07527710497379303, 0.059435438364744186, 0.03898340091109276, -0.06641359627246857, -0.005072845611721277, -0.04065806791186333, 0.10225151479244232, -0.03807021304965019, 0.025210684165358543, -0.15197378396987915, 0.05021977052092552, -0.23305180668830872, 0.022401301190257072, -0.04061003029346466, -0.0025274488143622875, 0.0019798334687948227, -0.09223738312721252, -0.05525348335504532, 0.01950833387672901, -0.12795771658420563, -0.03487566113471985, -0.03259187564253807, 0.06427337974309921, -0.12116080522537231, -0.0123182013630867, 0.06986631453037262, -0.05261657387018204, 0.06742580980062485, 0.04756729677319527, -0.09564531594514847, 0.09112431854009628, -0.15115544199943542, -0.007946806959807873, 0.040346644818782806, 0.05880044028162956, 0.042081721127033234, -0.01765185408294201, 0.04171646758913994, 0.1493491232395172, 0.07763852924108505, 0.05616731941699982, 0.1377297043800354, -0.12084577977657318, -0.041900817304849625, -0.09225109219551086, -0.10575656592845917, -0.00407093670219183, 0.027559826150536537, 0.09738823026418686, 0.0531516931951046, 0.14188751578330994, -0.0680212676525116, 0.007672311272472143, -0.139456108212471, 0.008513882756233215, -0.006031655240803957, -0.09013095498085022, -0.09241650253534317, -0.036281000822782516, 0.06503656506538391, 0.00315830553881824, 0.22300244867801666, 0.04283604025840759, 0.06712675839662552, 0.03788965567946434, -0.01882706955075264, 0.1640014499425888, 0.020868459716439247, 0.17617742717266083, -0.00477720657363534, 0.0014473818009719253, -0.05283639580011368, -0.018643571063876152, 0.052862122654914856, 0.018997032195329666, 0.11545199900865555, 0.20210595428943634, 0.11798318475484848, 0.1722838133573532, -0.0067591480910778046, 0.039918314665555954, -0.02666386403143406, -0.11004219204187393, 0.04259441792964935, 0.09513484686613083, 0.014791480265557766, 0.11922859400510788, 0.13830502331256866, -0.11031180620193481, 0.04950711876153946, -0.06075584888458252, -0.03731615096330643, -0.175550177693367, -0.1114625558257103, -0.1281011402606964, -0.1683509796857834, 0.01269882544875145, -0.11344930529594421, 0.015904830768704414, 0.03635946661233902, 0.06556260585784912, -0.06839609891176224, 0.07295042276382446, -0.007287674117833376, -0.10457903891801834, 0.0884852334856987, -0.0444280281662941, 0.021278703585267067, 0.084398552775383, 0.00597179913893342, 0.021509086713194847, -0.019566640257835388, 0.003854865673929453, 0.05765678733587265, -0.08411857485771179, 0.030491048470139503, -0.09037186205387115, -0.053657274693250656, -0.03620925173163414, 0.04042401537299156, 0.04824649170041084, 0.24415439367294312, 0.035178784281015396, -0.0017975037917494774, 0.04355308786034584, 0.1663111448287964, -0.04709107056260109, -0.116592176258564, -0.11505266278982162, 0.1618000864982605, 0.04156271740794182, 0.06501016020774841, -0.0077061099000275135, -0.0678456649184227, -0.012434475123882294, 0.2889699935913086, 0.23085704445838928, -0.08483980596065521, 0.0028898429591208696, 0.05699889734387398, 0.01564505696296692, 0.0537375845015049, 0.07911189645528793, 0.13812483847141266, 0.20309749245643616, -0.054196517914533615, -0.05274232476949692, -0.06613225489854813, -0.02666528895497322, -0.07933308929204941, 0.0673987865447998, 0.02981528826057911, -0.09751143306493759, -0.007581401150673628, 0.07286252826452255, -0.06406985968351364, -0.03184241056442261, -0.013895821757614613, -0.15541483461856842, -0.08351527154445648, -0.038698792457580566, 0.0637495145201683, 0.0252252034842968, 0.009466373361647129, -0.03178061917424202, -0.0197673998773098, 0.03713585063815117, -0.04347345978021622, -0.1166897714138031, -0.09382698684930801, 0.04153772443532944, -0.08757766336202621, 0.098402239382267, 0.008904749527573586, 0.13042928278446198, 0.10601743310689926, 0.06766971200704575, -0.0404936708509922, 0.10904757678508759, 0.03669019415974617, -0.029996449127793312, 0.07760220021009445, -0.011048722080886364, -0.0165889672935009, 0.02593335695564747, 0.06322526186704636, -0.01832336001098156, 0.07333643734455109, -0.0330042690038681, -0.0794760137796402, -0.13158585131168365, 0.024182934314012527, -0.1777467578649521, 0.06348866969347, 0.15726223587989807, -0.018400141969323158, 0.002640914637595415, -0.07063278555870056, 0.060640040785074234, -0.022599676623940468, -0.03466237708926201, -0.02474784292280674, -0.12180434912443161, 0.0011580628342926502, 0.06297086924314499, 0.021733388304710388, -0.2650051712989807, -0.015786701813340187, -0.07273221760988235, -0.017274606972932816, -0.11702495068311691, 0.09546476602554321, 0.04793403670191765, 0.010930338874459267, -0.024532070383429527, -0.19300086796283722, 0.03203955292701721, 0.07502783834934235, -0.14819560945034027, -0.08988026529550552 ]
null
null
transformers
### opus-mt-en-ig * source languages: en * target languages: ig * OPUS readme: [en-ig](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ig/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ig/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ig/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ig/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ig | 39.5 | 0.546 | | Tatoeba.en.ig | 3.8 | 0.297 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ig
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ig", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ig #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ig * source languages: en * target languages: ig * OPUS readme: en-ig * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 39.5, chr-F: 0.546 testset: URL, BLEU: 3.8, chr-F: 0.297
[ "### opus-mt-en-ig\n\n\n* source languages: en\n* target languages: ig\n* OPUS readme: en-ig\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.5, chr-F: 0.546\ntestset: URL, BLEU: 3.8, chr-F: 0.297" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ig #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ig\n\n\n* source languages: en\n* target languages: ig\n* OPUS readme: en-ig\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.5, chr-F: 0.546\ntestset: URL, BLEU: 3.8, chr-F: 0.297" ]
[ 61, 117 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ig #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ig\n\n\n* source languages: en\n* target languages: ig\n* OPUS readme: en-ig\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.5, chr-F: 0.546\ntestset: URL, BLEU: 3.8, chr-F: 0.297" ]
[ -0.13590243458747864, 0.11422031372785568, -0.00423964811488986, 0.06774134188890457, 0.046706534922122955, 0.022099683061242104, 0.07773485034704208, 0.14758944511413574, 0.013734569773077965, 0.008525514043867588, 0.13074810802936554, 0.11075736582279205, 0.017585471272468567, 0.12914934754371643, -0.06848611682653427, -0.11423151940107346, 0.03875492140650749, 0.05219821631908417, -0.05848702788352966, 0.15209807455539703, 0.09392419457435608, -0.013540174812078476, 0.0922245904803276, -0.026067696511745453, -0.06762739270925522, 0.07092293351888657, 0.01115354336798191, -0.0668930634856224, 0.055823441594839096, 0.051266737282276154, 0.02887662686407566, 0.06662698835134506, -0.03166564553976059, -0.20083504915237427, 0.012068774551153183, 0.000993450521491468, -0.04775337502360344, 0.018898840993642807, 0.026625437662005424, -0.07756659388542175, 0.09959909319877625, -0.06371036916971207, -0.026646213605999947, 0.04228699207305908, -0.04479527100920677, -0.14639876782894135, -0.05950760096311569, 0.0003504566557239741, -0.06709925085306168, 0.12905243039131165, -0.04122152924537659, 0.2583194673061371, -0.14799103140830994, 0.14055606722831726, 0.2581726014614105, -0.31821396946907043, -0.013231768272817135, 0.07773569226264954, 0.06928472965955734, 0.08714223653078079, -0.014146710745990276, -0.01079130731523037, 0.07612025737762451, 0.04542045667767525, -0.054590534418821335, -0.12577925622463226, -0.06469858437776566, 0.024071067571640015, -0.11490674316883087, -0.03236741945147514, 0.28494498133659363, 0.0022239177487790585, -0.09633921831846237, 0.024702277034521103, -0.03471200913190842, -0.06391290575265884, -0.014427971094846725, 0.035111021250486374, 0.05260013788938522, -0.0060006543062627316, 0.022284526377916336, -0.006445792503654957, -0.08024243265390396, -0.10336390882730484, -0.11069127917289734, 0.17303447425365448, 0.05020243674516678, 0.002561680506914854, -0.027663948014378548, 0.06388765573501587, 0.0011476322542876005, -0.12229330092668533, -0.0901172012090683, -0.04195966199040413, 0.002457340946421027, 0.048163801431655884, -0.0953349620103836, -0.07584446668624878, 0.1394861489534378, 0.16958408057689667, -0.07289207726716995, 0.050762876868247986, -0.0858333483338356, 0.036692772060632706, -0.030596090480685234, 0.231722891330719, -0.008529169484972954, -0.05986817181110382, 0.06847995519638062, 0.0009537201840430498, 0.02625049091875553, 0.03244299069046974, -0.06561373919248581, -0.09663483500480652, 0.061496131122112274, 0.1012437641620636, -0.00036302913213148713, 0.06839574873447418, -0.08566608279943466, -0.013144602067768574, 0.014195133000612259, -0.1422538161277771, 0.021236669272184372, 0.0488472543656826, -0.029272399842739105, 0.04063111171126366, 0.0889727920293808, -0.06256303936243057, -0.12529920041561127, -0.03549611568450928, -0.04064168035984039, 0.0016646573785692453, -0.052146848291158676, -0.10528221726417542, 0.043848808854818344, -0.013786086812615395, 0.009888188913464546, -0.15004220604896545, -0.11907098442316055, -0.054625123739242554, 0.027932001277804375, -0.017082659527659416, 0.006644240580499172, -0.028872773051261902, -0.04538377374410629, 0.004567647818475962, -0.04430178180336952, 0.007750753313302994, -0.09171488136053085, 0.09635402262210846, 0.0588996447622776, 0.06925643235445023, -0.06318465620279312, 0.04548113793134689, -0.15719722211360931, -0.0072022792883217335, -0.1073950007557869, 0.049995772540569305, -0.15439240634441376, 0.04634970799088478, -0.07002199441194534, -0.09083672612905502, -0.03836878761649132, 0.06835157424211502, 0.05464302375912666, 0.17616146802902222, -0.1238158643245697, -0.04978415369987488, 0.2242310494184494, -0.08555957674980164, -0.14719800651073456, 0.1284572333097458, 0.011123580858111382, -0.03772396594285965, 0.05089300870895386, 0.19388903677463531, -0.004941923078149557, -0.0794476643204689, 0.015383720397949219, 0.0760069340467453, 0.026943348348140717, -0.08317207545042038, 0.11611029505729675, -0.059066131711006165, -0.06879330426454544, 0.0634307786822319, -0.10359766334295273, 0.058180611580610275, 0.007314457558095455, -0.02835896424949169, -0.08463171869516373, -0.0367388054728508, 0.03218849375844002, 0.04480569437146187, 0.04357757791876793, -0.15477991104125977, -0.09624273329973221, 0.012232174165546894, 0.09158250689506531, -0.04959804564714432, 0.052965592592954636, -0.04569186270236969, 0.13996469974517822, -0.09071037918329239, 0.024722428992390633, -0.14831148087978363, 0.023272354155778885, 0.03477080166339874, 0.009718733839690685, 0.11467485874891281, 0.04966498911380768, 0.040370646864175797, -0.06015320494771004, -0.030941488221287727, -0.036551836878061295, 0.047420475631952286, -0.01807522028684616, -0.05995643883943558, -0.16550680994987488, 0.041253190487623215, -0.02757306955754757, -0.006406014319509268, -0.11485607922077179, -0.014003579504787922, 0.04630411043763161, 0.06418155878782272, -0.018632903695106506, 0.04490672051906586, 0.019587179645895958, 0.030376629903912544, -0.06901920586824417, -0.0271268542855978, 0.024662474170327187, 0.012446287088096142, -0.10588622838258743, 0.1488872915506363, -0.028137005865573883, 0.1905902475118637, 0.21278880536556244, -0.119837686419487, -0.0026697369758039713, 0.03430536389350891, -0.024627922102808952, 0.009263485670089722, 0.05947499722242355, 0.004211620427668095, 0.05221966281533241, -0.01619572937488556, 0.14086982607841492, -0.14959393441677094, -0.03283670172095299, -0.03699829801917076, -0.07217330485582352, -0.057174064218997955, 0.1744091659784317, 0.02184731513261795, -0.1327361762523651, 0.12588085234165192, 0.16832555830478668, -0.1267312914133072, 0.19842910766601562, -0.06920164078474045, -0.08020884543657303, 0.059973061084747314, 0.07833289355039597, -0.009185295552015305, 0.09950794279575348, -0.22638672590255737, 0.00481162266805768, 0.053967371582984924, 0.03950824961066246, 0.061517637223005295, -0.10619999468326569, 0.0015654120361432433, -0.00407441146671772, -0.08926943689584732, -0.030975690111517906, 0.04535685107111931, 0.025043589994311333, 0.09913942217826843, -0.028768563643097878, -0.0432879775762558, 0.013726968318223953, -0.013640689663589, -0.14345188438892365, 0.22646646201610565, -0.13139812648296356, -0.21751631796360016, -0.10984594374895096, 0.039766985923051834, -0.13478730618953705, -0.0041864849627017975, 0.09854089468717575, -0.124986931681633, -0.044058848172426224, -0.08672421425580978, 0.02957361564040184, 0.010370513424277306, 0.004141461569815874, -0.05889143422245979, 0.04253048449754715, 0.034770336002111435, -0.16864031553268433, -0.04251993075013161, -0.010179112665355206, -0.014025729149580002, 0.06372418254613876, -0.15228423476219177, 0.11570041626691818, 0.10204747319221497, -0.013529612682759762, 0.047574933618307114, -0.006115476600825787, 0.19117441773414612, -0.06005384773015976, -0.03852394223213196, 0.124083511531353, 0.030791597440838814, -0.0006198203773237765, 0.062450021505355835, -0.029961882159113884, -0.08604905754327774, 0.06052708253264427, 0.008468396961688995, -0.001958576962351799, -0.299221932888031, -0.08635371178388596, -0.08555077761411667, 0.04078736528754234, -0.008066941052675247, 0.05945844575762749, -0.04291382059454918, 0.05916367098689079, 0.0025334260426461697, 0.03754657879471779, -0.010970822535455227, 0.07841745018959045, 0.17113597691059113, -0.0028351827058941126, 0.12218593806028366, -0.09131290018558502, -0.047949519008398056, 0.09829889982938766, 0.0454777255654335, 0.08203606307506561, -0.048721522092819214, 0.1399827003479004, 0.067628413438797, 0.15444956719875336, 0.03639434650540352, 0.06312493234872818, -0.006343113258481026, 0.004405018407851458, 0.0015858359402045608, -0.07584831863641739, -0.05607246980071068, 0.04077836126089096, 0.029883258044719696, 0.009014682844281197, -0.06582813709974289, -0.09809890389442444, 0.09753092378377914, 0.11710172146558762, 0.059674542397260666, -0.21101929247379303, -0.02840600162744522, 0.04367507994174957, -0.02159303054213524, -0.060238372534513474, 0.06957335770130157, -0.0149467708542943, -0.09451203048229218, 0.08151077479124069, 0.01836409978568554, 0.10651611536741257, 0.016940297558903694, 0.01060575433075428, -0.022274676710367203, 0.005976422689855099, -0.006177747622132301, 0.10327506065368652, -0.40642622113227844, 0.21907369792461395, 0.023751428350806236, 0.00048006902216002345, -0.0700068473815918, 0.004807652905583382, 0.05065041407942772, 0.09713608026504517, 0.09602907299995422, 0.006072321441024542, -0.00485749589279294, -0.041768383234739304, 0.006361610721796751, 0.0689246654510498, 0.0519719235599041, 0.08298996835947037, 0.054831236600875854, -0.022148970514535904, -0.015968725085258484, -0.020165259018540382, 0.0491202175617218, -0.15069793164730072, -0.04552098736166954, 0.027593089267611504, 0.04923686385154724, -0.03556753695011139, -0.05434340238571167, -0.0700683519244194, -0.09971664845943451, 0.2677645981311798, -0.011841407045722008, -0.08036749809980392, -0.11096342653036118, 0.017231175675988197, 0.1458403468132019, -0.11313017457723618, -0.01906987652182579, -0.07641305774450302, -0.019383683800697327, -0.0038801676128059626, -0.13838250935077667, 0.11750755459070206, -0.07902517169713974, -0.11024239659309387, -0.024972129613161087, 0.13633379340171814, -0.09086932986974716, 0.07065896689891815, 0.014278393238782883, -0.015541994012892246, -0.04946552589535713, -0.10777048021554947, -0.028166551142930984, -0.054039452224969864, 0.04232150316238403, 0.14598236978054047, -0.13528957962989807, -0.10168816149234772, -0.025201208889484406, -0.05182299762964249, 0.15584155917167664, 0.19430430233478546, -0.04048324003815651, 0.02098083682358265, 0.13290363550186157, -0.10759252309799194, -0.2509077489376068, 0.05265076085925102, -0.054783664643764496, 0.03646927326917648, -0.008408629335463047, -0.08716172724962234, 0.06974206119775772, 0.002530620666220784, -0.03271739184856415, 0.12005014717578888, -0.16425059735774994, -0.12987346947193146, 0.18114209175109863, 0.10157090425491333, 0.24133671820163727, -0.1815413236618042, -0.06980501115322113, -0.09004083275794983, -0.23478001356124878, 0.01903645507991314, -0.07563862204551697, 0.10283619165420532, -0.04804132878780365, -0.03626801818609238, 0.01827225834131241, -0.03516943007707596, 0.11518470197916031, 0.008646839298307896, 0.0265311561524868, -0.06056739389896393, 0.06748153269290924, 0.008408836089074612, 0.03190874308347702, 0.17520447075366974, -0.15367674827575684, 0.07402924448251724, -0.15761485695838928, -0.02314920909702778, -0.07690557837486267, 0.06251788139343262, -0.022160228341817856, -0.0345778726041317, -0.06791247427463531, 0.037394940853118896, 0.023775946348905563, 0.01046655885875225, 0.12638306617736816, -0.08713756501674652, 0.031000833958387375, 0.1499776691198349, 0.12526851892471313, -0.09159970283508301, 0.004157153889536858, 0.04177156835794449, -0.026718100532889366, 0.04290299490094185, -0.10043370723724365, 0.061648767441511154, 0.13924020528793335, -0.009258459322154522, 0.08161976933479309, 0.0388958677649498, -0.09178824722766876, -0.02931344322860241, 0.08412420749664307, -0.09847100079059601, 0.05194336920976639, -0.02518429607152939, -0.20904266834259033, 0.000628192035946995, 0.05717036873102188, 0.18315868079662323, -0.015271702781319618, -0.02262127585709095, -0.01931140199303627, 0.009925899095833302, -0.07885225862264633, 0.14771148562431335, 0.10604213178157806, 0.004738477524369955, -0.0992819219827652, 0.08599720150232315, -0.025381622835993767, -0.06660690158605576, 0.0301873367279768, 0.1254696547985077, -0.09858058393001556, -0.11366423219442368, 0.11407390236854553, 0.11592723429203033, -0.09679646790027618, -0.05936722829937935, -0.1618337482213974, -0.10687682032585144, 0.054460592567920685, 0.11958073079586029, 0.14460794627666473, 0.04389839991927147, 0.027442974969744682, -0.06392915546894073, 0.006274815648794174, 0.08774575591087341, 0.06825357675552368, 0.058543965220451355, -0.09026192128658295, -0.016938600689172745, -0.03524333983659744, 0.09667874127626419, -0.033706679940223694, 0.024413127452135086, -0.1744074672460556, 0.04570342227816582, -0.23706674575805664, 0.006478625815361738, -0.034365758299827576, 0.007774638012051582, -0.006299919914454222, -0.09587384015321732, -0.04828678444027901, 0.03482275828719139, -0.12129402160644531, -0.03444640338420868, -0.017351925373077393, 0.05566954240202904, -0.12299860268831253, -0.010004313662648201, 0.07001231610774994, -0.06868711113929749, 0.0736231729388237, 0.04644285514950752, -0.07261410355567932, 0.07992196083068848, -0.160882830619812, -0.008334134705364704, 0.03540259599685669, 0.051475025713443756, 0.04310940206050873, -0.022934017702937126, 0.06385445594787598, 0.13520240783691406, 0.09586270153522491, 0.07690702378749847, 0.15262016654014587, -0.10827387124300003, -0.027219677343964577, -0.11873051524162292, -0.08794894814491272, -0.01799871027469635, 0.05070817843079567, 0.1052578017115593, 0.038179703056812286, 0.12428977340459824, -0.07218222320079803, -0.011791031807661057, -0.148673415184021, 0.0005825867410749197, -0.0007127004209905863, -0.08338221907615662, -0.08737821877002716, -0.010601111687719822, 0.07043958455324173, 0.0033224329818040133, 0.22339093685150146, 0.02512343041598797, 0.06306062638759613, 0.028217392042279243, -0.026061341166496277, 0.15297411382198334, 0.018671048805117607, 0.1574697643518448, -0.03716351091861725, 0.0000754782886360772, -0.04601495340466499, -0.015967058017849922, 0.06901274621486664, 0.00820170994848013, 0.12468346208333969, 0.21668383479118347, 0.09370334446430206, 0.18618673086166382, -0.004220719449222088, 0.01084647886455059, -0.02690964750945568, -0.08477303385734558, 0.020206866785883904, 0.11444898694753647, 0.013440603390336037, 0.15393702685832977, 0.11381218582391739, -0.134287491440773, 0.04021400585770607, -0.03811129555106163, -0.04807387292385101, -0.15388287603855133, -0.09286428987979889, -0.12251583486795425, -0.18399208784103394, 0.03671155869960785, -0.11190639436244965, 0.015592126175761223, 0.006130209192633629, 0.07648961246013641, -0.05681576579809189, 0.10006384551525116, 0.014427311718463898, -0.09213975071907043, 0.11432923376560211, -0.03726861625909805, 0.008153696544468403, 0.0950804203748703, 0.015059827826917171, 0.030676331371068954, -0.03668966516852379, -0.0007384286727756262, 0.05367979034781456, -0.08447195589542389, 0.01803959719836712, -0.06295482069253922, -0.05416085198521614, -0.03558982163667679, 0.051492832601070404, 0.053477510809898376, 0.2300083041191101, 0.04644348844885826, -0.005252454429864883, 0.026076052337884903, 0.14390893280506134, -0.04280802607536316, -0.10237561911344528, -0.10768825560808182, 0.11535394191741943, 0.031405214220285416, 0.049952633678913116, -0.0047185663133859634, -0.08444008231163025, -0.008975590579211712, 0.2765696048736572, 0.21096263825893402, -0.07112732529640198, -0.001535496092401445, 0.07124701887369156, 0.006735467817634344, 0.04329976066946983, 0.09805846959352493, 0.1276330053806305, 0.21076273918151855, -0.039317402988672256, -0.06845339387655258, -0.05456152185797691, -0.039094503968954086, -0.06402596086263657, 0.0850103497505188, 0.02465834654867649, -0.09623757004737854, -0.012734118849039078, 0.04818020388484001, -0.053728919476270676, -0.04626711830496788, 0.01604393683373928, -0.16079023480415344, -0.09215022623538971, -0.04463190957903862, 0.045858174562454224, 0.01224713958799839, 0.007110150996595621, -0.03495044633746147, -0.028972135856747627, 0.029920494183897972, -0.046390995383262634, -0.1118340939283371, -0.11793918162584305, 0.0440281443297863, -0.09026576578617096, 0.11887803673744202, 0.004351384472101927, 0.16383567452430725, 0.11990188807249069, 0.04545163735747337, -0.0574345588684082, 0.11336352676153183, 0.035492584109306335, -0.04196766018867493, 0.08277890831232071, 0.01583857461810112, 0.003463536500930786, 0.051718711853027344, 0.04876608029007912, 0.004274824634194374, 0.07327905297279358, -0.036065325140953064, -0.08278068900108337, -0.1635397970676422, -0.0003375207888893783, -0.17851436138153076, 0.07138457894325256, 0.16909222304821014, -0.014270306564867496, -0.0019454711582511663, -0.07172075659036636, 0.07033292949199677, -0.013677747920155525, -0.010092364624142647, -0.010857362300157547, -0.13025233149528503, 0.013054924085736275, 0.0658661425113678, 0.009832654148340225, -0.2634740471839905, -0.024832163006067276, -0.06307145953178406, -0.018622055649757385, -0.09392130374908447, 0.10302585363388062, 0.07044362276792526, 0.03514370694756508, -0.01764930970966816, -0.1781214475631714, 0.022967061027884483, 0.07815304398536682, -0.1561117023229599, -0.08403652161359787 ]
null
null
transformers
### eng-iir * source group: English * target group: Indo-Iranian languages * OPUS readme: [eng-iir](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-iir/README.md) * model: transformer * source language(s): eng * target language(s): asm awa ben bho gom guj hif_Latn hin jdt_Cyrl kur_Arab kur_Latn mai mar npi ori oss pan_Guru pes pes_Latn pes_Thaa pnb pus rom san_Deva sin snd_Arab tgk_Cyrl tly_Latn urd zza * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-iir/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-iir/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-iir/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2014-enghin.eng.hin | 6.7 | 0.326 | | newsdev2019-engu-engguj.eng.guj | 6.0 | 0.283 | | newstest2014-hien-enghin.eng.hin | 10.4 | 0.353 | | newstest2019-engu-engguj.eng.guj | 6.6 | 0.282 | | Tatoeba-test.eng-asm.eng.asm | 2.7 | 0.249 | | Tatoeba-test.eng-awa.eng.awa | 0.4 | 0.122 | | Tatoeba-test.eng-ben.eng.ben | 15.3 | 0.459 | | Tatoeba-test.eng-bho.eng.bho | 3.7 | 0.161 | | Tatoeba-test.eng-fas.eng.fas | 3.4 | 0.227 | | Tatoeba-test.eng-guj.eng.guj | 18.5 | 0.365 | | Tatoeba-test.eng-hif.eng.hif | 1.0 | 0.064 | | Tatoeba-test.eng-hin.eng.hin | 17.0 | 0.461 | | Tatoeba-test.eng-jdt.eng.jdt | 3.9 | 0.122 | | Tatoeba-test.eng-kok.eng.kok | 5.5 | 0.059 | | Tatoeba-test.eng-kur.eng.kur | 4.0 | 0.125 | | Tatoeba-test.eng-lah.eng.lah | 0.3 | 0.008 | | Tatoeba-test.eng-mai.eng.mai | 9.3 | 0.445 | | Tatoeba-test.eng-mar.eng.mar | 20.7 | 0.473 | | Tatoeba-test.eng.multi | 13.7 | 0.392 | | Tatoeba-test.eng-nep.eng.nep | 0.6 | 0.060 | | Tatoeba-test.eng-ori.eng.ori | 2.4 | 0.193 | | Tatoeba-test.eng-oss.eng.oss | 2.1 | 0.174 | | Tatoeba-test.eng-pan.eng.pan | 9.7 | 0.355 | | Tatoeba-test.eng-pus.eng.pus | 1.0 | 0.126 | | Tatoeba-test.eng-rom.eng.rom | 1.3 | 0.230 | | Tatoeba-test.eng-san.eng.san | 1.3 | 0.101 | | Tatoeba-test.eng-sin.eng.sin | 11.7 | 0.384 | | Tatoeba-test.eng-snd.eng.snd | 2.8 | 0.180 | | Tatoeba-test.eng-tgk.eng.tgk | 8.1 | 0.353 | | Tatoeba-test.eng-tly.eng.tly | 0.5 | 0.015 | | Tatoeba-test.eng-urd.eng.urd | 12.3 | 0.409 | | Tatoeba-test.eng-zza.eng.zza | 0.5 | 0.025 | ### System Info: - hf_name: eng-iir - source_languages: eng - target_languages: iir - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-iir/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'ps', 'os', 'as', 'si', 'iir'] - src_constituents: {'eng'} - tgt_constituents: {'pnb', 'gom', 'ben', 'hif_Latn', 'ori', 'guj', 'pan_Guru', 'snd_Arab', 'npi', 'mar', 'urd', 'pes', 'bho', 'kur_Arab', 'tgk_Cyrl', 'hin', 'kur_Latn', 'pes_Thaa', 'pus', 'san_Deva', 'oss', 'tly_Latn', 'jdt_Cyrl', 'asm', 'zza', 'rom', 'mai', 'pes_Latn', 'awa', 'sin'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-iir/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-iir/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: iir - short_pair: en-iir - chrF2_score: 0.392 - bleu: 13.7 - brevity_penalty: 1.0 - ref_len: 63351.0 - src_name: English - tgt_name: Indo-Iranian languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: iir - prefer_old: False - long_pair: eng-iir - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "bn", "or", "gu", "mr", "ur", "hi", "ps", "os", "as", "si", "iir"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-iir
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bn", "or", "gu", "mr", "ur", "hi", "ps", "os", "as", "si", "iir", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "bn", "or", "gu", "mr", "ur", "hi", "ps", "os", "as", "si", "iir" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bn #or #gu #mr #ur #hi #ps #os #as #si #iir #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-iir * source group: English * target group: Indo-Iranian languages * OPUS readme: eng-iir * model: transformer * source language(s): eng * target language(s): asm awa ben bho gom guj hif\_Latn hin jdt\_Cyrl kur\_Arab kur\_Latn mai mar npi ori oss pan\_Guru pes pes\_Latn pes\_Thaa pnb pus rom san\_Deva sin snd\_Arab tgk\_Cyrl tly\_Latn urd zza * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 6.7, chr-F: 0.326 testset: URL, BLEU: 6.0, chr-F: 0.283 testset: URL, BLEU: 10.4, chr-F: 0.353 testset: URL, BLEU: 6.6, chr-F: 0.282 testset: URL, BLEU: 2.7, chr-F: 0.249 testset: URL, BLEU: 0.4, chr-F: 0.122 testset: URL, BLEU: 15.3, chr-F: 0.459 testset: URL, BLEU: 3.7, chr-F: 0.161 testset: URL, BLEU: 3.4, chr-F: 0.227 testset: URL, BLEU: 18.5, chr-F: 0.365 testset: URL, BLEU: 1.0, chr-F: 0.064 testset: URL, BLEU: 17.0, chr-F: 0.461 testset: URL, BLEU: 3.9, chr-F: 0.122 testset: URL, BLEU: 5.5, chr-F: 0.059 testset: URL, BLEU: 4.0, chr-F: 0.125 testset: URL, BLEU: 0.3, chr-F: 0.008 testset: URL, BLEU: 9.3, chr-F: 0.445 testset: URL, BLEU: 20.7, chr-F: 0.473 testset: URL, BLEU: 13.7, chr-F: 0.392 testset: URL, BLEU: 0.6, chr-F: 0.060 testset: URL, BLEU: 2.4, chr-F: 0.193 testset: URL, BLEU: 2.1, chr-F: 0.174 testset: URL, BLEU: 9.7, chr-F: 0.355 testset: URL, BLEU: 1.0, chr-F: 0.126 testset: URL, BLEU: 1.3, chr-F: 0.230 testset: URL, BLEU: 1.3, chr-F: 0.101 testset: URL, BLEU: 11.7, chr-F: 0.384 testset: URL, BLEU: 2.8, chr-F: 0.180 testset: URL, BLEU: 8.1, chr-F: 0.353 testset: URL, BLEU: 0.5, chr-F: 0.015 testset: URL, BLEU: 12.3, chr-F: 0.409 testset: URL, BLEU: 0.5, chr-F: 0.025 ### System Info: * hf\_name: eng-iir * source\_languages: eng * target\_languages: iir * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'ps', 'os', 'as', 'si', 'iir'] * src\_constituents: {'eng'} * tgt\_constituents: {'pnb', 'gom', 'ben', 'hif\_Latn', 'ori', 'guj', 'pan\_Guru', 'snd\_Arab', 'npi', 'mar', 'urd', 'pes', 'bho', 'kur\_Arab', 'tgk\_Cyrl', 'hin', 'kur\_Latn', 'pes\_Thaa', 'pus', 'san\_Deva', 'oss', 'tly\_Latn', 'jdt\_Cyrl', 'asm', 'zza', 'rom', 'mai', 'pes\_Latn', 'awa', 'sin'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: iir * short\_pair: en-iir * chrF2\_score: 0.392 * bleu: 13.7 * brevity\_penalty: 1.0 * ref\_len: 63351.0 * src\_name: English * tgt\_name: Indo-Iranian languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: iir * prefer\_old: False * long\_pair: eng-iir * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-iir\n\n\n* source group: English\n* target group: Indo-Iranian languages\n* OPUS readme: eng-iir\n* model: transformer\n* source language(s): eng\n* target language(s): asm awa ben bho gom guj hif\\_Latn hin jdt\\_Cyrl kur\\_Arab kur\\_Latn mai mar npi ori oss pan\\_Guru pes pes\\_Latn pes\\_Thaa pnb pus rom san\\_Deva sin snd\\_Arab tgk\\_Cyrl tly\\_Latn urd zza\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.7, chr-F: 0.326\ntestset: URL, BLEU: 6.0, chr-F: 0.283\ntestset: URL, BLEU: 10.4, chr-F: 0.353\ntestset: URL, BLEU: 6.6, chr-F: 0.282\ntestset: URL, BLEU: 2.7, chr-F: 0.249\ntestset: URL, BLEU: 0.4, chr-F: 0.122\ntestset: URL, BLEU: 15.3, chr-F: 0.459\ntestset: URL, BLEU: 3.7, chr-F: 0.161\ntestset: URL, BLEU: 3.4, chr-F: 0.227\ntestset: URL, BLEU: 18.5, chr-F: 0.365\ntestset: URL, BLEU: 1.0, chr-F: 0.064\ntestset: URL, BLEU: 17.0, chr-F: 0.461\ntestset: URL, BLEU: 3.9, chr-F: 0.122\ntestset: URL, BLEU: 5.5, chr-F: 0.059\ntestset: URL, BLEU: 4.0, chr-F: 0.125\ntestset: URL, BLEU: 0.3, chr-F: 0.008\ntestset: URL, BLEU: 9.3, chr-F: 0.445\ntestset: URL, BLEU: 20.7, chr-F: 0.473\ntestset: URL, BLEU: 13.7, chr-F: 0.392\ntestset: URL, BLEU: 0.6, chr-F: 0.060\ntestset: URL, BLEU: 2.4, chr-F: 0.193\ntestset: URL, BLEU: 2.1, chr-F: 0.174\ntestset: URL, BLEU: 9.7, chr-F: 0.355\ntestset: URL, BLEU: 1.0, chr-F: 0.126\ntestset: URL, BLEU: 1.3, chr-F: 0.230\ntestset: URL, BLEU: 1.3, chr-F: 0.101\ntestset: URL, BLEU: 11.7, chr-F: 0.384\ntestset: URL, BLEU: 2.8, chr-F: 0.180\ntestset: URL, BLEU: 8.1, chr-F: 0.353\ntestset: URL, BLEU: 0.5, chr-F: 0.015\ntestset: URL, BLEU: 12.3, chr-F: 0.409\ntestset: URL, BLEU: 0.5, chr-F: 0.025", "### System Info:\n\n\n* hf\\_name: eng-iir\n* source\\_languages: eng\n* target\\_languages: iir\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'ps', 'os', 'as', 'si', 'iir']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'pnb', 'gom', 'ben', 'hif\\_Latn', 'ori', 'guj', 'pan\\_Guru', 'snd\\_Arab', 'npi', 'mar', 'urd', 'pes', 'bho', 'kur\\_Arab', 'tgk\\_Cyrl', 'hin', 'kur\\_Latn', 'pes\\_Thaa', 'pus', 'san\\_Deva', 'oss', 'tly\\_Latn', 'jdt\\_Cyrl', 'asm', 'zza', 'rom', 'mai', 'pes\\_Latn', 'awa', 'sin'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: iir\n* short\\_pair: en-iir\n* chrF2\\_score: 0.392\n* bleu: 13.7\n* brevity\\_penalty: 1.0\n* ref\\_len: 63351.0\n* src\\_name: English\n* tgt\\_name: Indo-Iranian languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: iir\n* prefer\\_old: False\n* long\\_pair: eng-iir\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bn #or #gu #mr #ur #hi #ps #os #as #si #iir #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-iir\n\n\n* source group: English\n* target group: Indo-Iranian languages\n* OPUS readme: eng-iir\n* model: transformer\n* source language(s): eng\n* target language(s): asm awa ben bho gom guj hif\\_Latn hin jdt\\_Cyrl kur\\_Arab kur\\_Latn mai mar npi ori oss pan\\_Guru pes pes\\_Latn pes\\_Thaa pnb pus rom san\\_Deva sin snd\\_Arab tgk\\_Cyrl tly\\_Latn urd zza\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.7, chr-F: 0.326\ntestset: URL, BLEU: 6.0, chr-F: 0.283\ntestset: URL, BLEU: 10.4, chr-F: 0.353\ntestset: URL, BLEU: 6.6, chr-F: 0.282\ntestset: URL, BLEU: 2.7, chr-F: 0.249\ntestset: URL, BLEU: 0.4, chr-F: 0.122\ntestset: URL, BLEU: 15.3, chr-F: 0.459\ntestset: URL, BLEU: 3.7, chr-F: 0.161\ntestset: URL, BLEU: 3.4, chr-F: 0.227\ntestset: URL, BLEU: 18.5, chr-F: 0.365\ntestset: URL, BLEU: 1.0, chr-F: 0.064\ntestset: URL, BLEU: 17.0, chr-F: 0.461\ntestset: URL, BLEU: 3.9, chr-F: 0.122\ntestset: URL, BLEU: 5.5, chr-F: 0.059\ntestset: URL, BLEU: 4.0, chr-F: 0.125\ntestset: URL, BLEU: 0.3, chr-F: 0.008\ntestset: URL, BLEU: 9.3, chr-F: 0.445\ntestset: URL, BLEU: 20.7, chr-F: 0.473\ntestset: URL, BLEU: 13.7, chr-F: 0.392\ntestset: URL, BLEU: 0.6, chr-F: 0.060\ntestset: URL, BLEU: 2.4, chr-F: 0.193\ntestset: URL, BLEU: 2.1, chr-F: 0.174\ntestset: URL, BLEU: 9.7, chr-F: 0.355\ntestset: URL, BLEU: 1.0, chr-F: 0.126\ntestset: URL, BLEU: 1.3, chr-F: 0.230\ntestset: URL, BLEU: 1.3, chr-F: 0.101\ntestset: URL, BLEU: 11.7, chr-F: 0.384\ntestset: URL, BLEU: 2.8, chr-F: 0.180\ntestset: URL, BLEU: 8.1, chr-F: 0.353\ntestset: URL, BLEU: 0.5, chr-F: 0.015\ntestset: URL, BLEU: 12.3, chr-F: 0.409\ntestset: URL, BLEU: 0.5, chr-F: 0.025", "### System Info:\n\n\n* hf\\_name: eng-iir\n* source\\_languages: eng\n* target\\_languages: iir\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'ps', 'os', 'as', 'si', 'iir']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'pnb', 'gom', 'ben', 'hif\\_Latn', 'ori', 'guj', 'pan\\_Guru', 'snd\\_Arab', 'npi', 'mar', 'urd', 'pes', 'bho', 'kur\\_Arab', 'tgk\\_Cyrl', 'hin', 'kur\\_Latn', 'pes\\_Thaa', 'pus', 'san\\_Deva', 'oss', 'tly\\_Latn', 'jdt\\_Cyrl', 'asm', 'zza', 'rom', 'mai', 'pes\\_Latn', 'awa', 'sin'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: iir\n* short\\_pair: en-iir\n* chrF2\\_score: 0.392\n* bleu: 13.7\n* brevity\\_penalty: 1.0\n* ref\\_len: 63351.0\n* src\\_name: English\n* tgt\\_name: Indo-Iranian languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: iir\n* prefer\\_old: False\n* long\\_pair: eng-iir\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 82, 762, 615 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bn #or #gu #mr #ur #hi #ps #os #as #si #iir #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-iir\n\n\n* source group: English\n* target group: Indo-Iranian languages\n* OPUS readme: eng-iir\n* model: transformer\n* source language(s): eng\n* target language(s): asm awa ben bho gom guj hif\\_Latn hin jdt\\_Cyrl kur\\_Arab kur\\_Latn mai mar npi ori oss pan\\_Guru pes pes\\_Latn pes\\_Thaa pnb pus rom san\\_Deva sin snd\\_Arab tgk\\_Cyrl tly\\_Latn urd zza\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.7, chr-F: 0.326\ntestset: URL, BLEU: 6.0, chr-F: 0.283\ntestset: URL, BLEU: 10.4, chr-F: 0.353\ntestset: URL, BLEU: 6.6, chr-F: 0.282\ntestset: URL, BLEU: 2.7, chr-F: 0.249\ntestset: URL, BLEU: 0.4, chr-F: 0.122\ntestset: URL, BLEU: 15.3, chr-F: 0.459\ntestset: URL, BLEU: 3.7, chr-F: 0.161\ntestset: URL, BLEU: 3.4, chr-F: 0.227\ntestset: URL, BLEU: 18.5, chr-F: 0.365\ntestset: URL, BLEU: 1.0, chr-F: 0.064\ntestset: URL, BLEU: 17.0, chr-F: 0.461\ntestset: URL, BLEU: 3.9, chr-F: 0.122\ntestset: URL, BLEU: 5.5, chr-F: 0.059\ntestset: URL, BLEU: 4.0, chr-F: 0.125\ntestset: URL, BLEU: 0.3, chr-F: 0.008\ntestset: URL, BLEU: 9.3, chr-F: 0.445\ntestset: URL, BLEU: 20.7, chr-F: 0.473\ntestset: URL, BLEU: 13.7, chr-F: 0.392\ntestset: URL, BLEU: 0.6, chr-F: 0.060\ntestset: URL, BLEU: 2.4, chr-F: 0.193\ntestset: URL, BLEU: 2.1, chr-F: 0.174\ntestset: URL, BLEU: 9.7, chr-F: 0.355\ntestset: URL, BLEU: 1.0, chr-F: 0.126\ntestset: URL, BLEU: 1.3, chr-F: 0.230\ntestset: URL, BLEU: 1.3, chr-F: 0.101\ntestset: URL, BLEU: 11.7, chr-F: 0.384\ntestset: URL, BLEU: 2.8, chr-F: 0.180\ntestset: URL, BLEU: 8.1, chr-F: 0.353\ntestset: URL, BLEU: 0.5, chr-F: 0.015\ntestset: URL, BLEU: 12.3, chr-F: 0.409\ntestset: URL, BLEU: 0.5, chr-F: 0.025" ]
[ -0.10434101521968842, 0.10399582982063293, -0.007987705990672112, 0.04156540334224701, 0.00973447598516941, 0.043890248984098434, 0.11115723848342896, 0.1252349317073822, 0.027514798566699028, 0.05400785431265831, 0.16428883373737335, 0.09954216331243515, 0.03296201676130295, 0.08988896012306213, -0.009252810850739479, -0.1318601816892624, 0.027141764760017395, -0.012207330204546452, -0.0865660309791565, 0.12498739361763, 0.08465367555618286, -0.018849417567253113, 0.06926991045475006, -0.05783448368310928, 0.0053953505121171474, 0.023715868592262268, 0.002366761676967144, -0.03314447030425072, 0.054879751056432724, 0.07805344462394714, 0.03503331169486046, 0.08557894825935364, -0.0008445357671007514, -0.2293964922428131, 0.01730206608772278, -0.008040085434913635, -0.04591526463627815, 0.021136574447155, 0.01788691245019436, -0.047226086258888245, 0.10677821934223175, 0.013297419995069504, -0.04094117134809494, 0.02478894218802452, -0.08584289252758026, -0.18597403168678284, -0.07488739490509033, 0.08759322762489319, -0.02915988303720951, 0.09176570177078247, -0.021601196378469467, 0.15336951613426208, -0.11377915740013123, 0.09713292866945267, 0.19594329595565796, -0.2529994249343872, -0.03377612680196762, 0.04222189262509346, 0.05133548006415367, 0.07820253074169159, -0.040094196796417236, 0.00773906335234642, 0.0650641918182373, 0.017001455649733543, -0.056307487189769745, -0.0744282528758049, -0.004913460463285446, 0.042799241840839386, -0.08528891205787659, -0.05946170538663864, 0.2104412317276001, 0.028094545006752014, -0.030945798382163048, 0.03224683552980423, -0.027310345321893692, -0.06050271913409233, 0.006919786799699068, 0.0005824686959385872, 0.025583496317267418, 0.02171955816447735, 0.036266833543777466, 0.007701404392719269, -0.08574884384870529, -0.03342868387699127, -0.09200182557106018, 0.07889679074287415, 0.045441754162311554, 0.026805344969034195, -0.05041063204407692, 0.035780683159828186, 0.048791445791721344, -0.15645180642604828, -0.05918075144290924, -0.05391774699091911, 0.031743600964546204, 0.04444503039121628, -0.03271672874689102, 0.0484556183218956, 0.13966211676597595, 0.17381970584392548, -0.07107152789831161, 0.07603185623884201, -0.0422704741358757, 0.06417263299226761, -0.032688021659851074, 0.14088831841945648, -0.0209176205098629, -0.055944062769412994, -0.0058298856019973755, 0.03144367039203644, 0.008393090218305588, 0.01851462759077549, -0.054173022508621216, -0.012398564256727695, 0.025401446968317032, 0.07964774966239929, 0.004380151629447937, 0.03423366695642471, -0.04414726048707962, 0.02932499721646309, 0.04323704540729523, -0.09660322964191437, 0.014965222217142582, 0.0803334042429924, -0.011540264822542667, 0.02455954998731613, 0.05029415339231491, -0.06536036729812622, -0.04231636971235275, -0.0049074990674853325, -0.029995037242770195, -0.017757218331098557, -0.02188590168952942, -0.04403901845216751, 0.052299708127975464, -0.02685816027224064, 0.021309204399585724, -0.11017553508281708, -0.06809254735708237, -0.06163140758872032, 0.032216016203165054, -0.036516062915325165, -0.0022891946136951447, -0.01315312460064888, -0.06306452304124832, 0.0320269949734211, -0.0512460321187973, 0.020848603919148445, -0.06521883606910706, 0.11536354571580887, 0.03842134028673172, 0.04723439738154411, -0.014820687472820282, 0.012796003371477127, -0.09473954141139984, 0.039299070835113525, -0.07196231186389923, 0.030595574527978897, -0.13886478543281555, 0.07215425372123718, -0.05888427793979645, -0.06723865866661072, -0.042541611939668655, 0.04146973416209221, 0.02930399775505066, 0.14270088076591492, -0.1377461552619934, -0.05431348830461502, 0.208158478140831, -0.09735584259033203, -0.1423873007297516, 0.06209860369563103, 0.032995373010635376, -0.03460107743740082, 0.01042221114039421, 0.16010653972625732, 0.06484545022249222, -0.06421595066785812, 0.014780789613723755, 0.06276500970125198, 0.0565735287964344, 0.007231455296278, 0.11260280013084412, -0.03506586700677872, -0.034607335925102234, 0.034186094999313354, -0.04169555380940437, 0.052379947155714035, -0.027713175863027573, -0.059346914291381836, -0.04281091317534447, -0.05643334612250328, 0.005079386290162802, 0.07234688103199005, -0.001881435513496399, -0.08489012718200684, -0.08057501167058945, -0.05634204298257828, 0.09469950199127197, 0.0021327845752239227, 0.024310044944286346, -0.06526082754135132, 0.10734894126653671, -0.008407199755311012, 0.006149272434413433, -0.11297735571861267, 0.0023739971220493317, 0.014784887433052063, 0.006662961095571518, 0.04702430218458176, 0.09581956267356873, 0.06203540414571762, -0.03912462294101715, -0.03666137903928757, -0.027891939505934715, 0.04570256546139717, -0.010420299135148525, -0.02166914939880371, -0.1954638957977295, 0.05252916365861893, -0.029663823544979095, 0.04381958767771721, -0.1340235024690628, -0.010808148421347141, 0.06038445979356766, 0.10293037444353104, -0.03202372044324875, 0.04008788987994194, -0.005103796720504761, 0.011437823995947838, -0.05419055372476578, -0.021562917158007622, 0.02581513300538063, -0.01946706511080265, -0.07275570929050446, 0.09185226261615753, -0.04978596791625023, 0.14675286412239075, 0.15618768334388733, -0.053516991436481476, -0.03923296183347702, 0.0710868239402771, -0.04892280325293541, 0.0027897427789866924, 0.06793522089719772, 0.013974864967167377, 0.015880247578024864, 0.0016035381704568863, 0.10709704458713531, -0.0941096693277359, -0.0453820675611496, -0.009117293171584606, -0.034085553139448166, -0.055290594696998596, 0.19106854498386383, 0.051402077078819275, -0.10677680373191833, 0.149506613612175, 0.18534162640571594, -0.021322716027498245, 0.15783275663852692, -0.08836562186479568, -0.06622348725795746, -0.0036608707159757614, 0.05628658086061478, -0.027991386130452156, 0.12869000434875488, -0.11369913071393967, 0.025407664477825165, 0.040068719536066055, 0.01541433110833168, 0.022757485508918762, -0.08679572492837906, -0.03126632422208786, -0.003192535135895014, -0.06649473309516907, -0.01010981760919094, 0.04065851867198944, -0.015080990269780159, 0.09579937160015106, -0.03965162858366966, -0.07408351451158524, -0.004785673692822456, -0.021173927932977676, -0.11322223395109177, 0.1795264482498169, -0.11868450045585632, -0.20032991468906403, -0.06095849350094795, 0.018547821789979935, -0.0611635223031044, -0.038481198251247406, 0.08089113235473633, -0.11726607382297516, -0.03385252505540848, -0.0688820481300354, -0.027304697781801224, -0.020980998873710632, -0.019232697784900665, -0.038978345692157745, 0.031245065852999687, 0.0424487367272377, -0.11735694110393524, -0.020281102508306503, -0.004985110834240913, -0.0028555728495121002, 0.0533716082572937, -0.07092122733592987, 0.06693905591964722, 0.08322367072105408, 0.03028266131877899, 0.05466477572917938, 0.000284380279481411, 0.21878954768180847, -0.08256793022155762, 0.001315319910645485, 0.07041947543621063, 0.010294198989868164, 0.022527627646923065, 0.1417580544948578, -0.007075357250869274, -0.06780277192592621, -0.00020121876150369644, 0.004396522417664528, 0.00023318082094192505, -0.2787281274795532, -0.045325867831707, -0.057539500296115875, 0.026810867711901665, -0.024988504126667976, 0.08470708876848221, -0.01519058272242546, 0.05327843502163887, -0.014132168143987656, -0.032407183200120926, -0.0269265566021204, 0.025969218462705612, 0.11901657283306122, -0.01377828698605299, 0.0835263580083847, -0.09382227808237076, -0.015650546178221703, 0.0868564173579216, 0.050168219953775406, 0.07965636998414993, 0.014645803719758987, 0.0690622478723526, 0.09938424825668335, 0.161516010761261, -0.004652893170714378, -0.011160766705870628, 0.0015658047050237656, -0.01604733243584633, 0.0022918470203876495, -0.051851045340299606, -0.043573033064603806, 0.02930043265223503, 0.035283856093883514, -0.00036727264523506165, -0.016879647970199585, -0.05946299433708191, 0.07251854240894318, 0.1062939465045929, 0.06878896057605743, -0.12520530819892883, 0.002423118334263563, 0.04910964146256447, -0.01363054383546114, -0.06096072494983673, 0.062390148639678955, 0.02746656909584999, -0.07014711946249008, 0.09524905681610107, 0.040131501853466034, 0.08615249395370483, 0.021659892052412033, 0.026988498866558075, -0.011089500039815903, -0.05799202620983124, 0.029004300013184547, 0.09222236275672913, -0.3251171112060547, 0.25422853231430054, 0.0026770983822643757, -0.027609217911958694, -0.015659848228096962, -0.005916099529713392, 0.028488580137491226, 0.10142489522695541, 0.10649806261062622, 0.030426284298300743, -0.12648984789848328, -0.05939900875091553, 0.00021109706722199917, 0.05365382879972458, 0.08186972886323929, 0.02070210501551628, 0.03426250442862511, -0.04447080194950104, -0.024338535964488983, -0.022462958469986916, 0.05327993258833885, -0.12177352607250214, -0.05529078468680382, 0.06778240948915482, -0.01173245720565319, -0.031976792961359024, -0.04355192929506302, -0.0282813161611557, -0.11751800775527954, 0.1456250250339508, -0.133880153298378, -0.03325575590133667, -0.08395904302597046, -0.029503637924790382, 0.12512710690498352, -0.10166288167238235, -0.03851250931620598, -0.05237654969096184, -0.01911262795329094, -0.0015240870416164398, -0.09347796440124512, 0.06409890949726105, -0.06948648393154144, -0.13331811130046844, -0.04058942571282387, 0.13066726922988892, -0.057498350739479065, 0.06059225648641586, -0.010968993417918682, -0.01096424087882042, -0.0524580217897892, -0.09200510382652283, 0.024880301207304, -0.054437097162008286, 0.0037414226680994034, 0.02660583332180977, -0.09039169549942017, -0.03719533234834671, -0.032918334007263184, -0.09310941398143768, 0.09296237677335739, 0.2328159362077713, -0.06473308801651001, 0.08149950206279755, 0.14393997192382812, -0.08499681949615479, -0.21005851030349731, -0.0711706280708313, -0.05977415665984154, -0.013023949228227139, 0.006768012419342995, -0.12413841485977173, 0.009204283356666565, 0.0096510648727417, -0.038835715502500534, 0.07607932388782501, -0.19544821977615356, -0.07957183569669724, 0.1578187495470047, 0.03308461233973503, 0.11808715015649796, -0.2130720317363739, -0.07621778547763824, -0.04979265108704567, -0.12553051114082336, -0.0030892062932252884, -0.05144501477479935, 0.0727681964635849, -0.040997087955474854, -0.026194699108600616, 0.01874999701976776, -0.018136736005544662, 0.14828833937644958, -0.036940742284059525, 0.0172966830432415, -0.07982732355594635, 0.0285587627440691, 0.05038255825638771, 0.010856295004487038, 0.06698790192604065, -0.133005753159523, 0.05331286042928696, -0.14473122358322144, -0.006983703467994928, -0.0986562967300415, 0.012839231640100479, -0.061471980065107346, -0.012887243181467056, -0.06866209954023361, 0.04732110723853111, 0.04953303933143616, 0.011665601283311844, 0.0769033432006836, -0.06633619964122772, 0.06944668292999268, 0.10056811571121216, 0.09367737174034119, -0.02703375369310379, -0.015956681221723557, -0.009264033287763596, -0.016256719827651978, 0.010700061917304993, -0.15818804502487183, 0.023300569504499435, 0.13004058599472046, -0.006868142634630203, 0.08264067769050598, 0.007205100730061531, -0.08137602359056473, -0.029050881043076515, 0.11183049529790878, -0.09600368142127991, -0.06629937142133713, 0.0011989399790763855, -0.08803624659776688, 0.003414485603570938, -0.010756862349808216, 0.14300987124443054, 0.0027318638749420643, -0.002208090852946043, 0.0010861069895327091, 0.02442542463541031, -0.055755939334630966, 0.1175740510225296, 0.07911714166402817, 0.0347539447247982, -0.0814611166715622, 0.061045967042446136, -0.009406260214745998, -0.07097656279802322, 0.03203172981739044, 0.12723994255065918, -0.06570330262184143, -0.11306928098201752, 0.03931019827723503, 0.07784735411405563, -0.03951988369226456, -0.06385807693004608, -0.09629479050636292, -0.10644132643938065, 0.06624369323253632, 0.1664295792579651, 0.07875663042068481, 0.033410198986530304, 0.0726475641131401, -0.036114469170570374, 0.04808564484119415, 0.07556073367595673, 0.022157765924930573, 0.022879840806126595, -0.07970737665891647, -0.025891287252306938, -0.007042819168418646, 0.09806516766548157, -0.015026235021650791, 0.008839423768222332, -0.15063133835792542, 0.04065750911831856, -0.1928093135356903, 0.011239655315876007, -0.02072301134467125, -0.020998407155275345, 0.026880420744419098, -0.12794271111488342, -0.047551948577165604, -0.014752252027392387, -0.10483047366142273, -0.010551325976848602, 0.02529081329703331, 0.08486625552177429, -0.13362368941307068, -0.008861161768436432, 0.0795593112707138, -0.05446593090891838, 0.08558294177055359, 0.05436865612864494, -0.046004071831703186, 0.065720334649086, -0.11526775360107422, -0.017450274899601936, -0.0027318857610225677, 0.04929077997803688, 0.02025231532752514, -0.04468183219432831, 0.027072884142398834, 0.054211415350437164, 0.034798700362443924, 0.07077110558748245, 0.0690428614616394, -0.07988239079713821, 0.014724880456924438, -0.057397257536649704, -0.09566211700439453, -0.0027613546699285507, 0.018720533698797226, 0.08071188628673553, -0.0011501738335937262, 0.08818860352039337, -0.05237657576799393, 0.01968982256948948, -0.1386122703552246, 0.006648002192378044, 0.0025507425889372826, -0.07825382053852081, -0.08351515978574753, -0.020249171182513237, 0.03744750842452049, -0.03766234591603279, 0.1597600281238556, -0.03654253110289574, -0.0019277185201644897, 0.03438888490200043, -0.03548678755760193, 0.0526755154132843, 0.02109534479677677, 0.08899438381195068, 0.019463660195469856, -0.004706555046141148, -0.07006585597991943, -0.030467044562101364, -0.013854899443686008, -0.0297878198325634, 0.09719331562519073, 0.1856510490179062, 0.12048035860061646, 0.08862583339214325, 0.025600602850317955, -0.04253694415092468, -0.006810907274484634, -0.04275533929467201, -0.017978813499212265, 0.060638103634119034, 0.0025268811732530594, 0.14641828835010529, 0.15973523259162903, -0.1093774139881134, 0.05253879353404045, -0.09288303554058075, -0.03630908578634262, -0.12949422001838684, -0.07983753830194473, -0.0789140909910202, -0.11555309593677521, 0.04538869485259056, -0.06400993466377258, 0.03040522336959839, 0.05577946826815605, 0.07650928199291229, -0.03656940162181854, 0.04134760797023773, 0.07195993512868881, -0.04317976161837578, 0.06371113657951355, 0.01585981994867325, -0.00534116942435503, -0.0026554912328720093, 0.0039674751460552216, 0.016419386491179466, -0.05401710420846939, -0.01649559661746025, 0.04629558324813843, -0.04938236251473427, 0.0067564258351922035, -0.06309320032596588, -0.057540617883205414, -0.030276617035269737, 0.02326229400932789, 0.039912134408950806, 0.1549370288848877, 0.029296385124325752, 0.027791770175099373, 0.026802342385053635, 0.12364818155765533, -0.015520606189966202, -0.10740140825510025, -0.07319885492324829, 0.10746893286705017, -0.009493499994277954, 0.056956782937049866, -0.008882692083716393, -0.016821064054965973, -0.03986220806837082, 0.27042797207832336, 0.18346574902534485, -0.07678201049566269, 0.008327639661729336, 0.06867881864309311, 0.018051691353321075, 0.02200303226709366, 0.05707932263612747, 0.0953635573387146, 0.1847054660320282, -0.059849485754966736, -0.07195571810007095, -0.04593841731548309, -0.019484031945466995, -0.044258616864681244, 0.08450386673212051, 0.014353198930621147, -0.046856820583343506, -0.04706929996609688, 0.04408656433224678, -0.09265820682048798, -0.05210258811712265, 0.04170803353190422, -0.14013001322746277, -0.0959879606962204, -0.05114108696579933, 0.10478295385837555, 0.03988270461559296, -0.01998022571206093, -0.012143455445766449, -0.06094956398010254, 0.08150945603847504, -0.019247349351644516, -0.1034163236618042, -0.08227257430553436, 0.06088963896036148, -0.10552678257226944, 0.14494815468788147, -0.0077261715196073055, 0.09942241758108139, 0.12132224440574646, 0.021338962018489838, -0.05176177993416786, 0.0715959221124649, 0.10302066802978516, -0.06437999755144119, -0.0008510500192642212, 0.008113939315080643, 0.02439139038324356, 0.041497208178043365, 0.09480725228786469, 0.038733914494514465, 0.05123581737279892, 0.055544205009937286, -0.05409330129623413, -0.06602954864501953, 0.05920795351266861, -0.08907470107078552, 0.06256652623414993, 0.12925274670124054, -0.016635389998555183, -0.006128036417067051, -0.059271108359098434, 0.030060406774282455, -0.0032495399937033653, 0.012875624001026154, -0.006370792165398598, -0.08249661326408386, 0.006652679294347763, 0.02488921582698822, 0.047962989658117294, -0.1757667511701584, -0.05601433292031288, 0.010098902508616447, -0.010646756738424301, -0.05459602549672127, 0.11573760956525803, 0.04787782207131386, 0.0538666695356369, -0.01712838187813759, -0.11318095773458481, 0.028737984597682953, 0.07913406938314438, -0.13274125754833221, -0.06325970590114594 ]
null
null
transformers
### opus-mt-en-ilo * source languages: en * target languages: ilo * OPUS readme: [en-ilo](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ilo/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ilo/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ilo/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ilo/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.ilo | 33.2 | 0.584 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ilo
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ilo", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ilo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ilo * source languages: en * target languages: ilo * OPUS readme: en-ilo * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 33.2, chr-F: 0.584
[ "### opus-mt-en-ilo\n\n\n* source languages: en\n* target languages: ilo\n* OPUS readme: en-ilo\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.2, chr-F: 0.584" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ilo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ilo\n\n\n* source languages: en\n* target languages: ilo\n* OPUS readme: en-ilo\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.2, chr-F: 0.584" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ilo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ilo\n\n\n* source languages: en\n* target languages: ilo\n* OPUS readme: en-ilo\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.2, chr-F: 0.584" ]
[ -0.12066476792097092, 0.14017505943775177, -0.004618179518729448, 0.07904528081417084, 0.06781739741563797, 0.008041851222515106, 0.1294686198234558, 0.16947102546691895, 0.028729692101478577, -0.005685776472091675, 0.1007138192653656, 0.11811569333076477, 0.03945605456829071, 0.08108532428741455, -0.1025841161608696, -0.14051707088947296, 0.06278912723064423, 0.04138430580496788, -0.046977221965789795, 0.13256894052028656, 0.09332353621721268, 0.002611129777505994, 0.10155932605266571, -0.008869484066963196, -0.029999732971191406, 0.07694295793771744, -0.00048211871762759984, -0.05674546957015991, 0.04817577823996544, 0.04962138459086418, 0.020286105573177338, 0.06703914701938629, -0.01580563187599182, -0.20371641218662262, 0.021159470081329346, 0.012656409293413162, -0.04743003472685814, 0.02722197026014328, 0.028186356648802757, -0.08832580596208572, 0.1251145452260971, -0.05045422166585922, -0.0457184836268425, 0.02683604694902897, -0.04858793690800667, -0.11147215217351913, -0.04494110867381096, 0.008349188603460789, -0.05492311716079712, 0.1482876092195511, -0.039851851761341095, 0.2896803319454193, -0.12328427284955978, 0.1538989245891571, 0.27392464876174927, -0.27718693017959595, -0.025314874947071075, 0.059251196682453156, 0.05478232726454735, 0.061547309160232544, -0.005771272350102663, -0.007295473478734493, 0.0677843987941742, 0.0133752953261137, -0.09122806787490845, -0.11536800861358643, -0.08492719382047653, 0.04140480235219002, -0.12154966592788696, -0.023531517013907433, 0.2786710262298584, 0.005825574975460768, -0.07691308110952377, 0.033211518079042435, -0.037803150713443756, -0.02583276852965355, -0.024485602974891663, 0.010022775270044804, 0.055116716772317886, 0.01771806739270687, 0.06722541898488998, -0.012135352939367294, -0.0831671953201294, -0.05308025702834129, -0.12071261554956436, 0.19970758259296417, 0.06417630612850189, 0.0056965164840221405, -0.03599724546074867, 0.037934839725494385, 0.01759980246424675, -0.13024704158306122, -0.06808539479970932, -0.025022730231285095, 0.03306020051240921, 0.03929506242275238, -0.10223061591386795, -0.04735957458615303, 0.15339890122413635, 0.16592824459075928, -0.0230559092015028, 0.0365973524749279, -0.08894672989845276, 0.057727959007024765, -0.027562281116843224, 0.20052006840705872, -0.03256810083985329, -0.017172865569591522, 0.060385722666978836, 0.027443109080195427, 0.02744332142174244, 0.009904544800519943, -0.10625536739826202, -0.07737302035093307, 0.02908443845808506, 0.08840066939592361, 0.02715417742729187, 0.06877253949642181, -0.08169232308864594, -0.02019922249019146, 0.01524448674172163, -0.14851215481758118, 0.03438979387283325, 0.03513810411095619, -0.04184744879603386, 0.10560618340969086, 0.07917500287294388, -0.012637358158826828, -0.1588190793991089, -0.032571375370025635, -0.029762092977762222, 0.03654932230710983, -0.045127883553504944, -0.08864511549472809, 0.05374748632311821, -0.031684715300798416, 0.031056270003318787, -0.1464206725358963, -0.10201098024845123, -0.04729761555790901, 0.06305501610040665, -0.029087113216519356, -0.004811953287571669, -0.04691364988684654, -0.05288346856832504, -0.015519284643232822, -0.03312435373663902, -0.04741283133625984, -0.09556570649147034, 0.07337860018014908, 0.04443889856338501, 0.06626557558774948, -0.08209323137998581, 0.05058335140347481, -0.18224458396434784, -0.017023207619786263, -0.019557232037186623, 0.04595553129911423, -0.10907505452632904, 0.03609171882271767, -0.06844213604927063, -0.08064786344766617, -0.037843842059373856, 0.08494354784488678, 0.0629783570766449, 0.20710986852645874, -0.12352628260850906, -0.0455656498670578, 0.17032073438167572, -0.07952500879764557, -0.1667240560054779, 0.15044373273849487, 0.014390606433153152, -0.009078887291252613, 0.04220668971538544, 0.20157399773597717, -0.008325587958097458, -0.08929632604122162, 0.018003467470407486, 0.09223614633083344, 0.031467609107494354, -0.06866712123155594, 0.11012917011976242, -0.015177277848124504, -0.0289396271109581, 0.062439221888780594, -0.10394533723592758, 0.04156577214598656, 0.008949659764766693, -0.05889751762151718, -0.07512957602739334, -0.019064364954829216, 0.007637981791049242, 0.05936625599861145, 0.03990168496966362, -0.11682402342557907, -0.07182937115430832, 0.0009395253146067262, 0.09428984671831131, -0.028634097427129745, 0.06067947670817375, -0.06404885649681091, 0.14028774201869965, -0.06197449564933777, 0.03988267853856087, -0.13952147960662842, 0.02353089116513729, 0.007455834653228521, 0.005067775957286358, 0.11398845911026001, 0.04942715913057327, 0.03232639655470848, -0.06089841574430466, -0.0156509168446064, -0.02548721618950367, 0.07307122647762299, -0.026346497237682343, -0.0637819692492485, -0.19227257370948792, 0.03759903088212013, -0.022372832521796227, -0.006409399211406708, -0.09858330339193344, 0.007057060021907091, -0.003670901758596301, 0.06553953140974045, -0.02899465709924698, 0.059451162815093994, -0.0017677448922768235, 0.03481374308466911, -0.09087614715099335, -0.01079016923904419, 0.026672616600990295, 0.011614812538027763, -0.11566025018692017, 0.14802132546901703, -0.025566650554537773, 0.21663689613342285, 0.2056518942117691, -0.151759535074234, 0.02852545492351055, -0.003663181560114026, -0.01611914113163948, -0.006569442339241505, 0.05877138301730156, 0.05464615300297737, 0.04753867909312248, -0.010715797543525696, 0.1230296641588211, -0.14215925335884094, -0.014369902200996876, -0.044387515634298325, -0.10411328822374344, -0.0677998811006546, 0.17778585851192474, 0.06476696580648422, -0.128192737698555, 0.14400134980678558, 0.17149338126182556, -0.1466614156961441, 0.16231411695480347, -0.06312030553817749, -0.07777080684900284, 0.05766220763325691, 0.09623116999864578, -0.008244086056947708, 0.04495767876505852, -0.24732746183872223, 0.012530000880360603, 0.05009082332253456, 0.04242916777729988, 0.05612921714782715, -0.1042751669883728, -0.011877177283167839, 0.002925798762589693, -0.07832242548465729, -0.04512002691626549, 0.044581539928913116, 0.018283968791365623, 0.10572341829538345, -0.025179633870720863, -0.07254915684461594, 0.010157933458685875, -0.02293960191309452, -0.12300708889961243, 0.19935482740402222, -0.09761161357164383, -0.19077378511428833, -0.11681590229272842, 0.000777434092015028, -0.16970568895339966, -0.008723278529942036, 0.1033194363117218, -0.1006789430975914, -0.04392332211136818, -0.09559407830238342, -0.008771859109401703, 0.03309020772576332, -0.010653546079993248, -0.05664797127246857, 0.051142580807209015, 0.010453423485159874, -0.13934355974197388, -0.05397390201687813, -0.0041264500468969345, -0.006437479518353939, 0.03824329376220703, -0.15416809916496277, 0.11827029287815094, 0.08363664895296097, -0.014301330782473087, 0.04508852958679199, 0.014565527439117432, 0.15311424434185028, -0.06932846456766129, -0.04734141752123833, 0.17203770577907562, 0.0030625234358012676, 0.00838024728000164, 0.08259337395429611, -0.018663529306650162, -0.06700143218040466, 0.03433668985962868, 0.027112862095236778, 0.0008650587406009436, -0.27605774998664856, -0.08277937769889832, -0.11142747849225998, 0.048477962613105774, 0.005671529099345207, 0.05354767292737961, -0.03499392792582512, 0.06374342739582062, -0.02094079926609993, 0.03965987265110016, 0.00014606135664507747, 0.08471757918596268, 0.1395484060049057, 0.013101228512823582, 0.12204476445913315, -0.07709162682294846, -0.08234210312366486, 0.10209041833877563, 0.06863252073526382, 0.08175144344568253, -0.045284632593393326, 0.15274134278297424, 0.04675348103046417, 0.18791404366493225, 0.005942102521657944, 0.07768560200929642, -0.0029845056124031544, -0.00787457823753357, 0.0003564366779755801, -0.0728987529873848, -0.038467925041913986, 0.0668252557516098, -0.004329940769821405, -0.015149298124015331, -0.054996512830257416, -0.041640207171440125, 0.11125446110963821, 0.13689976930618286, 0.04364173114299774, -0.22168374061584473, -0.0036584166809916496, 0.050520967692136765, 0.00778992660343647, -0.07111304253339767, 0.0859428346157074, -0.03567332401871681, -0.0687050148844719, 0.07975463569164276, 0.014415374957025051, 0.1278923600912094, 0.007953597232699394, 0.012684391811490059, -0.035211119800806046, -0.00259973737411201, 0.003674017498269677, 0.12334572523832321, -0.38638585805892944, 0.22190849483013153, 0.009276676923036575, -0.005725822877138853, -0.0969628319144249, 0.0026558132376521826, 0.08250155299901962, 0.1421532779932022, 0.10599897801876068, 0.004791901912540197, -0.001332774292677641, -0.03668200597167015, -0.016407515853643417, 0.06049903482198715, 0.046206314116716385, 0.08305367827415466, 0.0499030277132988, -0.05195355415344238, -0.011731420643627644, -0.015478784218430519, 0.09410203248262405, -0.09193844348192215, -0.07105990499258041, 0.04429567605257034, 0.08583523333072662, -0.03004913218319416, -0.027802664786577225, -0.08438333868980408, -0.0931619256734848, 0.3037089705467224, 0.04512052237987518, -0.07923663407564163, -0.10520737618207932, 0.026797600090503693, 0.1264212727546692, -0.10528676956892014, -0.058881644159555435, -0.0816616341471672, -0.00825946033000946, 0.006447088439017534, -0.14468985795974731, 0.12510506808757782, -0.07775120437145233, -0.08136335015296936, -0.003138771979138255, 0.10088381171226501, -0.09915998578071594, 0.04444653540849686, 0.0061085885390639305, -0.019613835960626602, -0.07672300934791565, -0.09521917253732681, -0.03164900094270706, -0.07729022949934006, 0.024040719494223595, 0.16244195401668549, -0.1379173845052719, -0.10970499366521835, -0.04871748387813568, -0.058464061468839645, 0.1455894559621811, 0.18358424305915833, -0.013587893918156624, -0.0024565409403294325, 0.1491854190826416, -0.11360230296850204, -0.25118592381477356, 0.03035871498286724, -0.09226294606924057, 0.02013031393289566, 0.004884930793195963, -0.07351952791213989, 0.06682045757770538, -0.0018829721957445145, -0.030609603971242905, 0.1051391139626503, -0.1653384566307068, -0.11364143341779709, 0.19597120583057404, 0.0769844800233841, 0.2620633542537689, -0.19494463503360748, -0.04718269780278206, -0.0988277718424797, -0.18145796656608582, -0.008782693184912205, -0.08697152882814407, 0.08444302529096603, -0.03598481044173241, -0.03913683071732521, 0.03163282945752144, -0.019565995782613754, 0.1243797242641449, 0.015324532985687256, 0.03974819928407669, -0.0835854634642601, 0.03637491539120674, -0.005595928058028221, 0.028889412060379982, 0.18724915385246277, -0.167225182056427, 0.059736356139183044, -0.12016967684030533, -0.031281039118766785, -0.05464049056172371, 0.0629713386297226, -0.015030776150524616, -0.030454909428954124, -0.047485094517469406, 0.026846174150705338, 0.040926847606897354, 0.030404504388570786, 0.19317494332790375, -0.08134136348962784, 0.03339347988367081, 0.16912828385829926, 0.11974579095840454, -0.09530137479305267, 0.07039868831634521, 0.026796381920576096, -0.013249693438410759, 0.041678570210933685, -0.07929372042417526, 0.05888886749744415, 0.1459840089082718, -0.027994198724627495, 0.09448619931936264, 0.049579352140426636, -0.05887114629149437, -0.033227697014808655, 0.07694049179553986, -0.10076013207435608, 0.03777967765927315, -0.04946458712220192, -0.17159754037857056, -0.01206805557012558, 0.07969491928815842, 0.17968054115772247, -0.04371953755617142, -0.013546757400035858, -0.012432248331606388, 0.031970128417015076, -0.07887978106737137, 0.09204098582267761, 0.0690484419465065, -0.011982806958258152, -0.10632620751857758, 0.09888779371976852, -0.01693168468773365, -0.09415709972381592, 0.03273732587695122, 0.14440777897834778, -0.08440782129764557, -0.14061181247234344, 0.11638838797807693, 0.13920342922210693, -0.09060915559530258, -0.08245807886123657, -0.18358004093170166, -0.1065894067287445, 0.052501458674669266, 0.05021578446030617, 0.142228364944458, 0.00738946907222271, 0.01183517836034298, -0.07526163756847382, -0.03181135654449463, 0.08087040483951569, 0.08445727825164795, 0.03987659513950348, -0.08461517095565796, -0.05263940244913101, -0.040327612310647964, 0.0924409031867981, -0.034721262753009796, 0.005196229089051485, -0.16101999580860138, 0.05312104523181915, -0.23159347474575043, -0.004204918630421162, -0.057164791971445084, 0.017953254282474518, 0.007333440240472555, -0.11716565489768982, -0.051928915083408356, 0.02798619121313095, -0.1258184313774109, -0.03730715066194534, -0.025280114263296127, 0.06485497206449509, -0.13128522038459778, -0.010203965939581394, 0.06065113842487335, -0.06076883524656296, 0.07712863385677338, 0.07319197803735733, -0.10188618302345276, 0.07115963846445084, -0.17086176574230194, 0.015168050304055214, 0.0366840586066246, 0.06690924614667892, 0.04663687199354172, -0.026908189058303833, 0.05310637876391411, 0.15555840730667114, 0.07301509380340576, 0.05148981139063835, 0.14232034981250763, -0.10485878586769104, -0.041908543556928635, -0.10529579967260361, -0.11250841617584229, -0.007999836467206478, 0.047571249306201935, 0.09333653002977371, 0.04262511432170868, 0.1451670229434967, -0.050314903259277344, 0.012865021824836731, -0.12502865493297577, 0.012077332474291325, 0.016639063134789467, -0.09491772949695587, -0.09163839370012283, -0.06511983275413513, 0.06465082615613937, -0.004462473094463348, 0.19957555830478668, 0.047961704432964325, 0.052467212080955505, 0.016013305634260178, -0.02351055108010769, 0.14994578063488007, 0.020549101755023003, 0.11527102440595627, -0.003112706821411848, -0.005630806554108858, -0.061636198312044144, -0.02919922024011612, 0.06308595091104507, 0.017326857894659042, 0.09215686470270157, 0.21988745033740997, 0.09085503220558167, 0.1896270215511322, 0.0015890449285507202, 0.020523937419056892, -0.0452718548476696, -0.09825119376182556, 0.011182645335793495, 0.11126530915498734, 0.013379929587244987, 0.13690198957920074, 0.13340400159358978, -0.11124704033136368, 0.03577881306409836, -0.06795470416545868, -0.03645859286189079, -0.15831978619098663, -0.15548180043697357, -0.12254267185926437, -0.19463644921779633, 0.007819157093763351, -0.11975976824760437, 0.03749746456742287, 0.0070885890163481236, 0.07902823388576508, -0.0658087506890297, 0.08354233205318451, -0.004180127754807472, -0.09161753207445145, 0.09859064966440201, -0.06071626767516136, 0.011760294437408447, 0.08840511739253998, -0.015714606270194054, 0.014002785086631775, -0.04901375249028206, 0.0011842269450426102, 0.059035930782556534, -0.049060530960559845, 0.029324032366275787, -0.10567563027143478, -0.07444809377193451, -0.036663852632045746, 0.022672653198242188, 0.04353974387049675, 0.22235046327114105, 0.0375923253595829, 0.007733889389783144, 0.03792037069797516, 0.158400297164917, -0.04126249998807907, -0.10205680876970291, -0.12359154224395752, 0.10068698972463608, 0.029703838750720024, 0.025111062452197075, -0.030384322628378868, -0.0698096826672554, -0.022277625277638435, 0.29110661149024963, 0.20950791239738464, -0.08875925093889236, -0.008277024142444134, 0.06185750290751457, 0.013568118214607239, 0.050667013972997665, 0.07206424325704575, 0.15207436680793762, 0.17309802770614624, -0.04993291571736336, -0.06262312829494476, -0.061753809452056885, -0.02513423189520836, -0.07514140009880066, 0.08862077444791794, 0.04711798205971718, -0.09729679673910141, -0.031681668013334274, 0.05766363814473152, -0.07165806740522385, -0.007968996651470661, 0.012669166550040245, -0.17192213237285614, -0.09526458382606506, -0.05207309499382973, 0.06714722514152527, 0.03466188162565231, 0.021386582404375076, -0.03214683011174202, -0.035470135509967804, 0.015063654631376266, -0.032494332641363144, -0.11956532299518585, -0.09877802431583405, 0.044127341359853745, -0.07478032261133194, 0.07659541070461273, 0.01876496896147728, 0.12824657559394836, 0.10344913601875305, 0.06288058310747147, -0.05135417729616165, 0.09318997710943222, 0.024069519713521004, -0.04583212360739708, 0.06677835434675217, -0.02074887976050377, -0.018595395609736443, 0.012154457159340382, 0.07616234570741653, -0.00833033211529255, 0.05735040828585625, -0.052671000361442566, -0.07530944049358368, -0.13455845415592194, 0.014790200628340244, -0.1734006404876709, 0.07444442063570023, 0.1883930116891861, -0.006002513226121664, -0.009486224502325058, -0.06654427945613861, 0.08520837128162384, -0.01986510492861271, -0.05758705362677574, -0.01867247372865677, -0.1209719255566597, 0.0018144104396924376, 0.05648326128721237, 0.028867416083812714, -0.23675554990768433, -0.018614904955029488, -0.07709817588329315, -0.02954070083796978, -0.1084631159901619, 0.07498391717672348, 0.08986254036426544, 0.013266028836369514, -0.020017104223370552, -0.23061221837997437, 0.06430727988481522, 0.0741959884762764, -0.13435734808444977, -0.08164698630571365 ]
null
null
transformers
### eng-inc * source group: English * target group: Indic languages * OPUS readme: [eng-inc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-inc/README.md) * model: transformer * source language(s): eng * target language(s): asm awa ben bho gom guj hif_Latn hin mai mar npi ori pan_Guru pnb rom san_Deva sin snd_Arab urd * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2014-enghin.eng.hin | 8.2 | 0.342 | | newsdev2019-engu-engguj.eng.guj | 6.5 | 0.293 | | newstest2014-hien-enghin.eng.hin | 11.4 | 0.364 | | newstest2019-engu-engguj.eng.guj | 7.2 | 0.296 | | Tatoeba-test.eng-asm.eng.asm | 2.7 | 0.277 | | Tatoeba-test.eng-awa.eng.awa | 0.5 | 0.132 | | Tatoeba-test.eng-ben.eng.ben | 16.7 | 0.470 | | Tatoeba-test.eng-bho.eng.bho | 4.3 | 0.227 | | Tatoeba-test.eng-guj.eng.guj | 17.5 | 0.373 | | Tatoeba-test.eng-hif.eng.hif | 0.6 | 0.028 | | Tatoeba-test.eng-hin.eng.hin | 17.7 | 0.469 | | Tatoeba-test.eng-kok.eng.kok | 1.7 | 0.000 | | Tatoeba-test.eng-lah.eng.lah | 0.3 | 0.028 | | Tatoeba-test.eng-mai.eng.mai | 15.6 | 0.429 | | Tatoeba-test.eng-mar.eng.mar | 21.3 | 0.477 | | Tatoeba-test.eng.multi | 17.3 | 0.448 | | Tatoeba-test.eng-nep.eng.nep | 0.8 | 0.081 | | Tatoeba-test.eng-ori.eng.ori | 2.2 | 0.208 | | Tatoeba-test.eng-pan.eng.pan | 8.0 | 0.347 | | Tatoeba-test.eng-rom.eng.rom | 0.4 | 0.197 | | Tatoeba-test.eng-san.eng.san | 0.5 | 0.108 | | Tatoeba-test.eng-sin.eng.sin | 9.1 | 0.364 | | Tatoeba-test.eng-snd.eng.snd | 4.4 | 0.284 | | Tatoeba-test.eng-urd.eng.urd | 13.3 | 0.423 | ### System Info: - hf_name: eng-inc - source_languages: eng - target_languages: inc - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-inc/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'as', 'si', 'inc'] - src_constituents: {'eng'} - tgt_constituents: {'pnb', 'gom', 'ben', 'hif_Latn', 'ori', 'guj', 'pan_Guru', 'snd_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: inc - short_pair: en-inc - chrF2_score: 0.44799999999999995 - bleu: 17.3 - brevity_penalty: 1.0 - ref_len: 59917.0 - src_name: English - tgt_name: Indic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: inc - prefer_old: False - long_pair: eng-inc - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "bn", "or", "gu", "mr", "ur", "hi", "as", "si", "inc"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-inc
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "bn", "or", "gu", "mr", "ur", "hi", "as", "si", "inc", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "bn", "or", "gu", "mr", "ur", "hi", "as", "si", "inc" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #bn #or #gu #mr #ur #hi #as #si #inc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-inc * source group: English * target group: Indic languages * OPUS readme: eng-inc * model: transformer * source language(s): eng * target language(s): asm awa ben bho gom guj hif\_Latn hin mai mar npi ori pan\_Guru pnb rom san\_Deva sin snd\_Arab urd * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 8.2, chr-F: 0.342 testset: URL, BLEU: 6.5, chr-F: 0.293 testset: URL, BLEU: 11.4, chr-F: 0.364 testset: URL, BLEU: 7.2, chr-F: 0.296 testset: URL, BLEU: 2.7, chr-F: 0.277 testset: URL, BLEU: 0.5, chr-F: 0.132 testset: URL, BLEU: 16.7, chr-F: 0.470 testset: URL, BLEU: 4.3, chr-F: 0.227 testset: URL, BLEU: 17.5, chr-F: 0.373 testset: URL, BLEU: 0.6, chr-F: 0.028 testset: URL, BLEU: 17.7, chr-F: 0.469 testset: URL, BLEU: 1.7, chr-F: 0.000 testset: URL, BLEU: 0.3, chr-F: 0.028 testset: URL, BLEU: 15.6, chr-F: 0.429 testset: URL, BLEU: 21.3, chr-F: 0.477 testset: URL, BLEU: 17.3, chr-F: 0.448 testset: URL, BLEU: 0.8, chr-F: 0.081 testset: URL, BLEU: 2.2, chr-F: 0.208 testset: URL, BLEU: 8.0, chr-F: 0.347 testset: URL, BLEU: 0.4, chr-F: 0.197 testset: URL, BLEU: 0.5, chr-F: 0.108 testset: URL, BLEU: 9.1, chr-F: 0.364 testset: URL, BLEU: 4.4, chr-F: 0.284 testset: URL, BLEU: 13.3, chr-F: 0.423 ### System Info: * hf\_name: eng-inc * source\_languages: eng * target\_languages: inc * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'as', 'si', 'inc'] * src\_constituents: {'eng'} * tgt\_constituents: {'pnb', 'gom', 'ben', 'hif\_Latn', 'ori', 'guj', 'pan\_Guru', 'snd\_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san\_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: inc * short\_pair: en-inc * chrF2\_score: 0.44799999999999995 * bleu: 17.3 * brevity\_penalty: 1.0 * ref\_len: 59917.0 * src\_name: English * tgt\_name: Indic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: inc * prefer\_old: False * long\_pair: eng-inc * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-inc\n\n\n* source group: English\n* target group: Indic languages\n* OPUS readme: eng-inc\n* model: transformer\n* source language(s): eng\n* target language(s): asm awa ben bho gom guj hif\\_Latn hin mai mar npi ori pan\\_Guru pnb rom san\\_Deva sin snd\\_Arab urd\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 8.2, chr-F: 0.342\ntestset: URL, BLEU: 6.5, chr-F: 0.293\ntestset: URL, BLEU: 11.4, chr-F: 0.364\ntestset: URL, BLEU: 7.2, chr-F: 0.296\ntestset: URL, BLEU: 2.7, chr-F: 0.277\ntestset: URL, BLEU: 0.5, chr-F: 0.132\ntestset: URL, BLEU: 16.7, chr-F: 0.470\ntestset: URL, BLEU: 4.3, chr-F: 0.227\ntestset: URL, BLEU: 17.5, chr-F: 0.373\ntestset: URL, BLEU: 0.6, chr-F: 0.028\ntestset: URL, BLEU: 17.7, chr-F: 0.469\ntestset: URL, BLEU: 1.7, chr-F: 0.000\ntestset: URL, BLEU: 0.3, chr-F: 0.028\ntestset: URL, BLEU: 15.6, chr-F: 0.429\ntestset: URL, BLEU: 21.3, chr-F: 0.477\ntestset: URL, BLEU: 17.3, chr-F: 0.448\ntestset: URL, BLEU: 0.8, chr-F: 0.081\ntestset: URL, BLEU: 2.2, chr-F: 0.208\ntestset: URL, BLEU: 8.0, chr-F: 0.347\ntestset: URL, BLEU: 0.4, chr-F: 0.197\ntestset: URL, BLEU: 0.5, chr-F: 0.108\ntestset: URL, BLEU: 9.1, chr-F: 0.364\ntestset: URL, BLEU: 4.4, chr-F: 0.284\ntestset: URL, BLEU: 13.3, chr-F: 0.423", "### System Info:\n\n\n* hf\\_name: eng-inc\n* source\\_languages: eng\n* target\\_languages: inc\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'as', 'si', 'inc']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'pnb', 'gom', 'ben', 'hif\\_Latn', 'ori', 'guj', 'pan\\_Guru', 'snd\\_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san\\_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: inc\n* short\\_pair: en-inc\n* chrF2\\_score: 0.44799999999999995\n* bleu: 17.3\n* brevity\\_penalty: 1.0\n* ref\\_len: 59917.0\n* src\\_name: English\n* tgt\\_name: Indic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: inc\n* prefer\\_old: False\n* long\\_pair: eng-inc\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bn #or #gu #mr #ur #hi #as #si #inc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-inc\n\n\n* source group: English\n* target group: Indic languages\n* OPUS readme: eng-inc\n* model: transformer\n* source language(s): eng\n* target language(s): asm awa ben bho gom guj hif\\_Latn hin mai mar npi ori pan\\_Guru pnb rom san\\_Deva sin snd\\_Arab urd\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 8.2, chr-F: 0.342\ntestset: URL, BLEU: 6.5, chr-F: 0.293\ntestset: URL, BLEU: 11.4, chr-F: 0.364\ntestset: URL, BLEU: 7.2, chr-F: 0.296\ntestset: URL, BLEU: 2.7, chr-F: 0.277\ntestset: URL, BLEU: 0.5, chr-F: 0.132\ntestset: URL, BLEU: 16.7, chr-F: 0.470\ntestset: URL, BLEU: 4.3, chr-F: 0.227\ntestset: URL, BLEU: 17.5, chr-F: 0.373\ntestset: URL, BLEU: 0.6, chr-F: 0.028\ntestset: URL, BLEU: 17.7, chr-F: 0.469\ntestset: URL, BLEU: 1.7, chr-F: 0.000\ntestset: URL, BLEU: 0.3, chr-F: 0.028\ntestset: URL, BLEU: 15.6, chr-F: 0.429\ntestset: URL, BLEU: 21.3, chr-F: 0.477\ntestset: URL, BLEU: 17.3, chr-F: 0.448\ntestset: URL, BLEU: 0.8, chr-F: 0.081\ntestset: URL, BLEU: 2.2, chr-F: 0.208\ntestset: URL, BLEU: 8.0, chr-F: 0.347\ntestset: URL, BLEU: 0.4, chr-F: 0.197\ntestset: URL, BLEU: 0.5, chr-F: 0.108\ntestset: URL, BLEU: 9.1, chr-F: 0.364\ntestset: URL, BLEU: 4.4, chr-F: 0.284\ntestset: URL, BLEU: 13.3, chr-F: 0.423", "### System Info:\n\n\n* hf\\_name: eng-inc\n* source\\_languages: eng\n* target\\_languages: inc\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'as', 'si', 'inc']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'pnb', 'gom', 'ben', 'hif\\_Latn', 'ori', 'guj', 'pan\\_Guru', 'snd\\_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san\\_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: inc\n* short\\_pair: en-inc\n* chrF2\\_score: 0.44799999999999995\n* bleu: 17.3\n* brevity\\_penalty: 1.0\n* ref\\_len: 59917.0\n* src\\_name: English\n* tgt\\_name: Indic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: inc\n* prefer\\_old: False\n* long\\_pair: eng-inc\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 77, 578, 524 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #bn #or #gu #mr #ur #hi #as #si #inc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-inc\n\n\n* source group: English\n* target group: Indic languages\n* OPUS readme: eng-inc\n* model: transformer\n* source language(s): eng\n* target language(s): asm awa ben bho gom guj hif\\_Latn hin mai mar npi ori pan\\_Guru pnb rom san\\_Deva sin snd\\_Arab urd\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 8.2, chr-F: 0.342\ntestset: URL, BLEU: 6.5, chr-F: 0.293\ntestset: URL, BLEU: 11.4, chr-F: 0.364\ntestset: URL, BLEU: 7.2, chr-F: 0.296\ntestset: URL, BLEU: 2.7, chr-F: 0.277\ntestset: URL, BLEU: 0.5, chr-F: 0.132\ntestset: URL, BLEU: 16.7, chr-F: 0.470\ntestset: URL, BLEU: 4.3, chr-F: 0.227\ntestset: URL, BLEU: 17.5, chr-F: 0.373\ntestset: URL, BLEU: 0.6, chr-F: 0.028\ntestset: URL, BLEU: 17.7, chr-F: 0.469\ntestset: URL, BLEU: 1.7, chr-F: 0.000\ntestset: URL, BLEU: 0.3, chr-F: 0.028\ntestset: URL, BLEU: 15.6, chr-F: 0.429\ntestset: URL, BLEU: 21.3, chr-F: 0.477\ntestset: URL, BLEU: 17.3, chr-F: 0.448\ntestset: URL, BLEU: 0.8, chr-F: 0.081\ntestset: URL, BLEU: 2.2, chr-F: 0.208\ntestset: URL, BLEU: 8.0, chr-F: 0.347\ntestset: URL, BLEU: 0.4, chr-F: 0.197\ntestset: URL, BLEU: 0.5, chr-F: 0.108\ntestset: URL, BLEU: 9.1, chr-F: 0.364\ntestset: URL, BLEU: 4.4, chr-F: 0.284\ntestset: URL, BLEU: 13.3, chr-F: 0.423" ]
[ -0.09497835487127304, 0.09827475249767303, -0.008535265922546387, 0.03987247496843338, 0.012264970690011978, 0.05595669150352478, 0.10983745753765106, 0.12578625977039337, 0.0449301078915596, 0.050126541405916214, 0.15099585056304932, 0.09357185661792755, 0.019117146730422974, 0.08189788460731506, -0.012940388172864914, -0.12979751825332642, 0.013696415349841118, 0.0014899224042892456, -0.07843506336212158, 0.11598478257656097, 0.08232666552066803, -0.03290529176592827, 0.05872676894068718, -0.06153257563710213, 0.013500205241143703, 0.02329186722636223, 0.015118354000151157, -0.032537512481212616, 0.04872121289372444, 0.08459071815013885, 0.03599775955080986, 0.08309963345527649, -0.004623211920261383, -0.2343442291021347, 0.01678638532757759, -0.008048146031796932, -0.05063854157924652, 0.019521187990903854, 0.008276252076029778, -0.04698906093835831, 0.10084770619869232, 0.011818267405033112, -0.04479903727769852, 0.04218466952443123, -0.09016929566860199, -0.17624028027057648, -0.06926390528678894, 0.08255289494991302, -0.04596816003322601, 0.08268451690673828, -0.019461533054709435, 0.13233143091201782, -0.11260229349136353, 0.0933561772108078, 0.18429569900035858, -0.2459857165813446, -0.03135060891509056, 0.053217627108097076, 0.07794733345508575, 0.08570428192615509, -0.042757049202919006, 0.01662396639585495, 0.07013573497533798, 0.023060878738760948, -0.04333590716123581, -0.07383660227060318, -0.006846878677606583, 0.03920469060540199, -0.08577096462249756, -0.06450481712818146, 0.21278196573257446, 0.023010607808828354, -0.026021433994174004, 0.02169768139719963, -0.021219270303845406, -0.05943191051483154, -0.0030594943091273308, 0.009463930502533913, 0.033501360565423965, 0.020347028970718384, 0.032674677670001984, -0.011038573458790779, -0.07826602458953857, -0.036149680614471436, -0.08295074105262756, 0.0706447884440422, 0.02883952483534813, 0.021606389433145523, -0.06249171867966652, 0.030824784189462662, 0.06331953406333923, -0.15706363320350647, -0.06473424285650253, -0.05998954549431801, 0.050649527460336685, 0.04079698771238327, -0.04406612366437912, 0.05214165896177292, 0.14039424061775208, 0.16254185140132904, -0.07726730406284332, 0.07341615855693817, -0.06879495829343796, 0.06614703685045242, -0.03620510548353195, 0.13394492864608765, -0.006647046655416489, -0.05692946910858154, 0.010533491149544716, 0.034049712121486664, 0.02393358200788498, 0.013454582542181015, -0.07609757781028748, -0.021237406879663467, 0.015314692631363869, 0.08831468224525452, 0.014187602326273918, 0.03075019270181656, -0.046412453055381775, 0.02401401847600937, 0.01953262835741043, -0.09272302687168121, 0.022958816960453987, 0.08883044123649597, -0.007814403623342514, 0.013498786836862564, 0.04660492017865181, -0.07424210011959076, -0.04452282190322876, -0.01765844225883484, -0.030058756470680237, -0.023652970790863037, -0.02022714354097843, -0.05600464344024658, 0.0762348547577858, -0.01732736825942993, 0.021320585161447525, -0.10125748068094254, -0.058905720710754395, -0.05080731213092804, 0.026406988501548767, -0.03555508702993393, -0.007077034562826157, -0.008194394409656525, -0.05947696417570114, 0.037121742963790894, -0.04777584969997406, -0.0010436710435897112, -0.06800095736980438, 0.11399544775485992, 0.03271401673555374, 0.050952330231666565, -0.01869267225265503, 0.015114025212824345, -0.09347143769264221, 0.028723889961838722, -0.08374906331300735, 0.02897479012608528, -0.14773361384868622, 0.07880128920078278, -0.04828385263681412, -0.07353859394788742, -0.0438968725502491, 0.04056316614151001, 0.02358029969036579, 0.14878377318382263, -0.145155668258667, -0.059798695147037506, 0.20799273252487183, -0.08968298137187958, -0.14337480068206787, 0.055293865501880646, 0.03454921022057533, -0.0381891205906868, 0.014086445793509483, 0.14389441907405853, 0.08072176575660706, -0.06330104172229767, 0.01780986413359642, 0.0828484371304512, 0.05867402255535126, 0.00944327563047409, 0.10080626606941223, -0.030226586386561394, -0.04453574866056442, 0.027760621160268784, -0.02344021387398243, 0.051857274025678635, -0.030509911477565765, -0.06201746314764023, -0.051832061260938644, -0.05029952898621559, 0.01598621904850006, 0.06914122402667999, -0.012583315372467041, -0.08010515570640564, -0.08525499701499939, -0.024439571425318718, 0.08930724859237671, 0.0003757849335670471, 0.02965383045375347, -0.06423433870077133, 0.1180676519870758, -0.00421667005866766, 0.014894579537212849, -0.10948874056339264, -0.01298355869948864, 0.01934921368956566, 0.007886720821261406, 0.04582972824573517, 0.09177500754594803, 0.0646275132894516, -0.04721611738204956, -0.04210023581981659, -0.018397372215986252, 0.03686251491308212, -0.012232345528900623, -0.014164455235004425, -0.19722148776054382, 0.03821912035346031, -0.03378796577453613, 0.07066799700260162, -0.14516258239746094, -0.006587090902030468, 0.07265196740627289, 0.10009598731994629, -0.03179334104061127, 0.044802505522966385, -0.0013650450855493546, 0.008367691189050674, -0.05907652899622917, -0.02005675807595253, 0.02996654249727726, -0.020273622125387192, -0.09621347486972809, 0.106099933385849, -0.03878219798207283, 0.12759533524513245, 0.1701650321483612, -0.06904683262109756, -0.016255304217338562, 0.04872296005487442, -0.04341358318924904, 0.010505124926567078, 0.06747693568468094, -0.004008980002254248, -0.004480175673961639, 0.006979134399443865, 0.10915109515190125, -0.0981840267777443, -0.04805997014045715, -0.007069723214954138, -0.02113814279437065, -0.057212576270103455, 0.17927969992160797, 0.048796068876981735, -0.08365123718976974, 0.1374150812625885, 0.19765157997608185, -0.017383676022291183, 0.1628682166337967, -0.09384785592556, -0.06450805068016052, -0.0005272282287478447, 0.04592563956975937, -0.024091891944408417, 0.11559010297060013, -0.11604965478181839, 0.0359085276722908, 0.040159400552511215, 0.0036660898476839066, 0.02132851630449295, -0.08550678193569183, -0.03274202719330788, -0.0027790237218141556, -0.07468100637197495, -0.02187591791152954, 0.03809811919927597, -0.004109205678105354, 0.0936894565820694, -0.04148275777697563, -0.07088406383991241, 0.013100257143378258, -0.029395174235105515, -0.1100616455078125, 0.16948026418685913, -0.11823713779449463, -0.20953315496444702, -0.07233723998069763, 0.0016446895897388458, -0.0544455423951149, -0.037687838077545166, 0.08430947363376617, -0.11160750687122345, -0.030418196693062782, -0.07334868609905243, -0.04257788881659508, -0.023241769522428513, -0.021018145605921745, -0.04419257119297981, 0.0386495515704155, 0.0549650564789772, -0.12401854246854782, -0.016274310648441315, -0.0033178357407450676, 0.0025800801813602448, 0.049045830965042114, -0.060980167239904404, 0.07244609296321869, 0.10537457466125488, 0.029832694679498672, 0.049874890595674515, -0.0014134999364614487, 0.2231368124485016, -0.07706037163734436, -0.001674070954322815, 0.08121877163648605, 0.010219418443739414, 0.023374570533633232, 0.1314803659915924, 0.001614321954548359, -0.0648810863494873, -0.002710907720029354, 0.008720559999346733, -0.0005769357085227966, -0.2811134457588196, -0.05787064880132675, -0.06743517518043518, 0.015119533985853195, -0.012985802255570889, 0.08336350321769714, -0.012243378907442093, 0.03377215936779976, -0.021456964313983917, -0.005581308156251907, -0.01687459647655487, 0.030864760279655457, 0.16761282086372375, -0.019431520253419876, 0.07506468892097473, -0.08635984361171722, -0.0184271689504385, 0.08875128626823425, 0.03407151997089386, 0.07489513605833054, 0.017811007797718048, 0.08055442571640015, 0.0891912654042244, 0.12473797798156738, 0.0028085224330425262, -0.011557558551430702, -0.0033352449536323547, -0.007915442809462547, -0.0018473751842975616, -0.06956492364406586, -0.030886268243193626, 0.029604597017169, 0.02900780364871025, -0.002578265964984894, -0.020229224115610123, -0.07005898654460907, 0.07642591744661331, 0.09523563086986542, 0.08295764774084091, -0.12323819100856781, -0.002661803737282753, 0.06768789887428284, -0.00946016050875187, -0.06506145000457764, 0.06078267842531204, 0.03897219896316528, -0.054370440542697906, 0.10103168338537216, 0.04111335426568985, 0.09665557742118835, 0.029963746666908264, 0.032879509031772614, -0.019030440598726273, -0.05572698265314102, 0.02987939864397049, 0.09031429886817932, -0.3306531608104706, 0.2236023247241974, 0.006338372360914946, -0.035462021827697754, -0.021715981885790825, -0.005230880342423916, 0.03661564737558365, 0.11814681440591812, 0.10707099735736847, 0.030446480959653854, -0.10781069844961166, -0.05599328503012657, 0.008938700892031193, 0.05262187868356705, 0.07801297307014465, 0.03702264279127121, 0.033366039395332336, -0.04739968478679657, -0.03600437939167023, -0.016651658341288567, 0.03396735340356827, -0.13339465856552124, -0.054681725800037384, 0.07041054964065552, 0.0018375702202320099, -0.015886690467596054, -0.04291967675089836, -0.029880985617637634, -0.07995997369289398, 0.1415165364742279, -0.14335709810256958, -0.023389115929603577, -0.08643363416194916, -0.02536025643348694, 0.1339000016450882, -0.08985394239425659, -0.01703227311372757, -0.0456637479364872, 0.00455754529684782, -0.010232020169496536, -0.09978533536195755, 0.05879046395421028, -0.06962903589010239, -0.1304173767566681, -0.047001417726278305, 0.13922351598739624, -0.07168219983577728, 0.07487969845533371, -0.0015374040231108665, -0.020213885232806206, -0.041012242436409, -0.09287280589342117, 0.02206043154001236, -0.037333324551582336, -0.012733938172459602, 0.01645904779434204, -0.10694810748100281, -0.027906782925128937, -0.022829070687294006, -0.07147374004125595, 0.10652265697717667, 0.22108879685401917, -0.06832106411457062, 0.09019982069730759, 0.13165313005447388, -0.09727142751216888, -0.21441921591758728, -0.06152697280049324, -0.07067878544330597, -0.02069709636271, 0.005362593103200197, -0.13557547330856323, 0.012485754676163197, -0.0019578179344534874, -0.039141908288002014, 0.11585086584091187, -0.18799754977226257, -0.08213037252426147, 0.13446035981178284, 0.02994130179286003, 0.12653765082359314, -0.20372317731380463, -0.09598039090633392, -0.06658034026622772, -0.13967686891555786, 0.009627532213926315, -0.06368625164031982, 0.07465273141860962, -0.0396876260638237, -0.03793394938111305, 0.028985995799303055, -0.01689966395497322, 0.14305078983306885, -0.047105707228183746, 0.008862820453941822, -0.07696186751127243, 0.024359483271837234, 0.07691964507102966, 0.007093379274010658, 0.057261016219854355, -0.1536850929260254, 0.04634469747543335, -0.14042259752750397, -0.010279935784637928, -0.09184926748275757, 0.029825376346707344, -0.0666898638010025, -0.010282453149557114, -0.05612688511610031, 0.04702740162611008, 0.051678404211997986, 0.012895168736577034, 0.0886172205209732, -0.08050374686717987, 0.06263896822929382, 0.10898855328559875, 0.11245538294315338, -0.03520587831735611, 0.00542488694190979, -0.0011897720396518707, -0.02507891319692135, 0.017397712916135788, -0.16716013848781586, 0.04224751144647598, 0.12356129288673401, -0.001321159303188324, 0.08312118053436279, 0.018164291977882385, -0.07436740398406982, -0.03423759341239929, 0.12075678259134293, -0.09683036804199219, -0.05738331377506256, -0.01368158869445324, -0.09788685292005539, -0.011833924800157547, -0.01553748082369566, 0.14820660650730133, 0.010187851265072823, -0.0015401216223835945, 0.003614072222262621, 0.02102627232670784, -0.05391223728656769, 0.09637513011693954, 0.08003892004489899, 0.03136219456791878, -0.07915904372930527, 0.04601433873176575, -0.0035947358701378107, -0.08151959627866745, 0.02879980206489563, 0.1372562050819397, -0.053540561348199844, -0.11977379769086838, 0.022859005257487297, 0.05644761770963669, -0.04293384030461311, -0.05205109715461731, -0.0974695235490799, -0.11467708647251129, 0.07354007661342621, 0.19587227702140808, 0.06951500475406647, 0.03355732932686806, 0.07002527266740799, -0.03176455944776535, 0.03869539499282837, 0.08410710096359253, 0.003128163516521454, 0.021775728091597557, -0.0788373351097107, -0.013344833627343178, 0.002524253446608782, 0.09700798988342285, -0.019429124891757965, 0.00773516483604908, -0.1546366661787033, 0.03764767199754715, -0.20924203097820282, 0.014258258044719696, -0.010929403826594353, -0.01862012781202793, 0.014663591980934143, -0.10882022231817245, -0.055140022188425064, -0.011272548697888851, -0.10054003447294235, -0.01359917875379324, 0.020904647186398506, 0.08971945941448212, -0.1387428492307663, -0.010182956233620644, 0.07213673740625381, -0.06115055829286575, 0.0928860455751419, 0.042618632316589355, -0.04291098564863205, 0.06294522434473038, -0.1288614571094513, -0.026944437995553017, 0.009262396022677422, 0.05203705281019211, 0.014664659276604652, -0.03049715980887413, 0.03427676111459732, 0.04964581876993179, 0.026561658829450607, 0.06648972630500793, 0.05012454837560654, -0.08090634644031525, 0.00914323516190052, -0.051610905677080154, -0.10640347003936768, -0.001340849557891488, 0.020267443731427193, 0.08218489587306976, -0.008741052821278572, 0.08691485226154327, -0.049290526658296585, 0.02418207749724388, -0.14384953677654266, 0.005125084891915321, -0.006615990307182074, -0.08311887830495834, -0.09827911853790283, -0.0212445966899395, 0.0382816307246685, -0.029946457594633102, 0.17248676717281342, -0.033427055925130844, 0.002588987350463867, 0.03627781569957733, -0.027375400066375732, 0.04047306627035141, 0.019123921170830727, 0.12311728298664093, 0.026588333770632744, -0.00636214530095458, -0.0672357827425003, -0.026775075122714043, -0.00865204818546772, -0.004505393095314503, 0.09190849959850311, 0.17313724756240845, 0.12542235851287842, 0.09557691216468811, 0.05456244945526123, -0.032758988440036774, -0.0034684091806411743, -0.019628558307886124, 0.008406531065702438, 0.0796903446316719, -0.007839677855372429, 0.15833917260169983, 0.13533592224121094, -0.10381301492452621, 0.05139817297458649, -0.09806620329618454, -0.032445650547742844, -0.1371072679758072, -0.07612676173448563, -0.07809329032897949, -0.12488672137260437, 0.03971857205033302, -0.07229766249656677, 0.04159044846892357, 0.032074473798274994, 0.06234334036707878, -0.037864215672016144, 0.024659574031829834, 0.08154862374067307, -0.0448390431702137, 0.07216776907444, 0.012892594560980797, 0.0001346040517091751, -0.0014049708843231201, -0.0011421116068959236, 0.018133139237761497, -0.060138631612062454, -0.02749512530863285, 0.054284967482089996, -0.03854047507047653, 0.01206300314515829, -0.06318884342908859, -0.06250341981649399, -0.028256990015506744, 0.02582326903939247, 0.03941548988223076, 0.15403452515602112, 0.033039506524801254, 0.025924336165189743, 0.028667990118265152, 0.13165076076984406, -0.024797655642032623, -0.10745678097009659, -0.05319106578826904, 0.12142600864171982, 0.002562266308814287, 0.06098555028438568, -0.018000822514295578, -0.022693928331136703, -0.03509178385138512, 0.2651401460170746, 0.17986254394054413, -0.08519753813743591, 0.011234862729907036, 0.07246893644332886, 0.0185743048787117, 0.030657941475510597, 0.057128481566905975, 0.09593136608600616, 0.18668398261070251, -0.04248008877038956, -0.07169820368289948, -0.03899301961064339, -0.019702719524502754, -0.038065798580646515, 0.08594603091478348, 0.00919845886528492, -0.0521782711148262, -0.0363582968711853, 0.03973087668418884, -0.10045506060123444, -0.04390348494052887, 0.0561743900179863, -0.14046359062194824, -0.07297006249427795, -0.05521578714251518, 0.09697932004928589, 0.04396730661392212, -0.018517982214689255, -0.02085169218480587, -0.07560242712497711, 0.09794919937849045, -0.026170246303081512, -0.10950671136379242, -0.07786939293146133, 0.05897936597466469, -0.11716896295547485, 0.16192498803138733, -0.006369248032569885, 0.09411097317934036, 0.11878188699483871, 0.030511945486068726, -0.06084532290697098, 0.0648379772901535, 0.1030283197760582, -0.08676961064338684, 0.00450277142226696, 0.0060139186680316925, 0.01328507624566555, 0.06999623775482178, 0.0962090939283371, 0.032982297241687775, 0.05178935453295708, 0.07641072571277618, -0.07295583933591843, -0.06851648539304733, 0.037836361676454544, -0.0909050703048706, 0.05271859094500542, 0.1386963129043579, -0.020702898502349854, -0.025443658232688904, -0.06557545810937881, 0.021818365901708603, 0.0018408261239528656, 0.016201909631490707, -0.011432628147304058, -0.06976968795061111, 0.009715359658002853, 0.05517847463488579, 0.05228748172521591, -0.19733351469039917, -0.05309908837080002, 0.014233838766813278, -0.004716431722044945, -0.055480241775512695, 0.11960525810718536, 0.07091653347015381, 0.0444035530090332, -0.016112174838781357, -0.1038639098405838, 0.03711149841547012, 0.0838848203420639, -0.1413058042526245, -0.05606963858008385 ]
null
null
transformers
### eng-ine * source group: English * target group: Indo-European languages * OPUS readme: [eng-ine](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ine/README.md) * model: transformer * source language(s): eng * target language(s): afr aln ang_Latn arg asm ast awa bel bel_Latn ben bho bos_Latn bre bul bul_Latn cat ces cor cos csb_Latn cym dan deu dsb egl ell enm_Latn ext fao fra frm_Latn frr fry gcf_Latn gla gle glg glv gom gos got_Goth grc_Grek gsw guj hat hif_Latn hin hrv hsb hye ind isl ita jdt_Cyrl ksh kur_Arab kur_Latn lad lad_Latn lat_Latn lav lij lit lld_Latn lmo ltg ltz mai mar max_Latn mfe min mkd mwl nds nld nno nob nob_Hebr non_Latn npi oci ori orv_Cyrl oss pan_Guru pap pdc pes pes_Latn pes_Thaa pms pnb pol por prg_Latn pus roh rom ron rue rus san_Deva scn sco sgs sin slv snd_Arab spa sqi srp_Cyrl srp_Latn stq swe swg tgk_Cyrl tly_Latn tmw_Latn ukr urd vec wln yid zlm_Latn zsm_Latn zza * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2014-enghin.eng.hin | 6.2 | 0.317 | | newsdev2016-enro-engron.eng.ron | 22.1 | 0.525 | | newsdev2017-enlv-englav.eng.lav | 17.4 | 0.486 | | newsdev2019-engu-engguj.eng.guj | 6.5 | 0.303 | | newsdev2019-enlt-englit.eng.lit | 14.9 | 0.476 | | newsdiscussdev2015-enfr-engfra.eng.fra | 26.4 | 0.547 | | newsdiscusstest2015-enfr-engfra.eng.fra | 30.0 | 0.575 | | newssyscomb2009-engces.eng.ces | 14.7 | 0.442 | | newssyscomb2009-engdeu.eng.deu | 16.7 | 0.487 | | newssyscomb2009-engfra.eng.fra | 24.8 | 0.547 | | newssyscomb2009-engita.eng.ita | 25.2 | 0.562 | | newssyscomb2009-engspa.eng.spa | 27.0 | 0.554 | | news-test2008-engces.eng.ces | 13.0 | 0.417 | | news-test2008-engdeu.eng.deu | 17.4 | 0.480 | | news-test2008-engfra.eng.fra | 22.3 | 0.519 | | news-test2008-engspa.eng.spa | 24.9 | 0.532 | | newstest2009-engces.eng.ces | 13.6 | 0.432 | | newstest2009-engdeu.eng.deu | 16.6 | 0.482 | | newstest2009-engfra.eng.fra | 23.5 | 0.535 | | newstest2009-engita.eng.ita | 25.5 | 0.561 | | newstest2009-engspa.eng.spa | 26.3 | 0.551 | | newstest2010-engces.eng.ces | 14.2 | 0.436 | | newstest2010-engdeu.eng.deu | 18.3 | 0.492 | | newstest2010-engfra.eng.fra | 25.7 | 0.550 | | newstest2010-engspa.eng.spa | 30.5 | 0.578 | | newstest2011-engces.eng.ces | 15.1 | 0.439 | | newstest2011-engdeu.eng.deu | 17.1 | 0.478 | | newstest2011-engfra.eng.fra | 28.0 | 0.569 | | newstest2011-engspa.eng.spa | 31.9 | 0.580 | | newstest2012-engces.eng.ces | 13.6 | 0.418 | | newstest2012-engdeu.eng.deu | 17.0 | 0.475 | | newstest2012-engfra.eng.fra | 26.1 | 0.553 | | newstest2012-engrus.eng.rus | 21.4 | 0.506 | | newstest2012-engspa.eng.spa | 31.4 | 0.577 | | newstest2013-engces.eng.ces | 15.3 | 0.438 | | newstest2013-engdeu.eng.deu | 20.3 | 0.501 | | newstest2013-engfra.eng.fra | 26.0 | 0.540 | | newstest2013-engrus.eng.rus | 16.1 | 0.449 | | newstest2013-engspa.eng.spa | 28.6 | 0.555 | | newstest2014-hien-enghin.eng.hin | 9.5 | 0.344 | | newstest2015-encs-engces.eng.ces | 14.8 | 0.440 | | newstest2015-ende-engdeu.eng.deu | 22.6 | 0.523 | | newstest2015-enru-engrus.eng.rus | 18.8 | 0.483 | | newstest2016-encs-engces.eng.ces | 16.8 | 0.457 | | newstest2016-ende-engdeu.eng.deu | 26.2 | 0.555 | | newstest2016-enro-engron.eng.ron | 21.2 | 0.510 | | newstest2016-enru-engrus.eng.rus | 17.6 | 0.471 | | newstest2017-encs-engces.eng.ces | 13.6 | 0.421 | | newstest2017-ende-engdeu.eng.deu | 21.5 | 0.516 | | newstest2017-enlv-englav.eng.lav | 13.0 | 0.452 | | newstest2017-enru-engrus.eng.rus | 18.7 | 0.486 | | newstest2018-encs-engces.eng.ces | 13.5 | 0.425 | | newstest2018-ende-engdeu.eng.deu | 29.8 | 0.581 | | newstest2018-enru-engrus.eng.rus | 16.1 | 0.472 | | newstest2019-encs-engces.eng.ces | 14.8 | 0.435 | | newstest2019-ende-engdeu.eng.deu | 26.6 | 0.554 | | newstest2019-engu-engguj.eng.guj | 6.9 | 0.313 | | newstest2019-enlt-englit.eng.lit | 10.6 | 0.429 | | newstest2019-enru-engrus.eng.rus | 17.5 | 0.452 | | Tatoeba-test.eng-afr.eng.afr | 52.1 | 0.708 | | Tatoeba-test.eng-ang.eng.ang | 5.1 | 0.131 | | Tatoeba-test.eng-arg.eng.arg | 1.2 | 0.099 | | Tatoeba-test.eng-asm.eng.asm | 2.9 | 0.259 | | Tatoeba-test.eng-ast.eng.ast | 14.1 | 0.408 | | Tatoeba-test.eng-awa.eng.awa | 0.3 | 0.002 | | Tatoeba-test.eng-bel.eng.bel | 18.1 | 0.450 | | Tatoeba-test.eng-ben.eng.ben | 13.5 | 0.432 | | Tatoeba-test.eng-bho.eng.bho | 0.3 | 0.003 | | Tatoeba-test.eng-bre.eng.bre | 10.4 | 0.318 | | Tatoeba-test.eng-bul.eng.bul | 38.7 | 0.592 | | Tatoeba-test.eng-cat.eng.cat | 42.0 | 0.633 | | Tatoeba-test.eng-ces.eng.ces | 32.3 | 0.546 | | Tatoeba-test.eng-cor.eng.cor | 0.5 | 0.079 | | Tatoeba-test.eng-cos.eng.cos | 3.1 | 0.148 | | Tatoeba-test.eng-csb.eng.csb | 1.4 | 0.216 | | Tatoeba-test.eng-cym.eng.cym | 22.4 | 0.470 | | Tatoeba-test.eng-dan.eng.dan | 49.7 | 0.671 | | Tatoeba-test.eng-deu.eng.deu | 31.7 | 0.554 | | Tatoeba-test.eng-dsb.eng.dsb | 1.1 | 0.139 | | Tatoeba-test.eng-egl.eng.egl | 0.9 | 0.089 | | Tatoeba-test.eng-ell.eng.ell | 42.7 | 0.640 | | Tatoeba-test.eng-enm.eng.enm | 3.5 | 0.259 | | Tatoeba-test.eng-ext.eng.ext | 6.4 | 0.235 | | Tatoeba-test.eng-fao.eng.fao | 6.6 | 0.285 | | Tatoeba-test.eng-fas.eng.fas | 5.7 | 0.257 | | Tatoeba-test.eng-fra.eng.fra | 38.4 | 0.595 | | Tatoeba-test.eng-frm.eng.frm | 0.9 | 0.149 | | Tatoeba-test.eng-frr.eng.frr | 8.4 | 0.145 | | Tatoeba-test.eng-fry.eng.fry | 16.5 | 0.411 | | Tatoeba-test.eng-gcf.eng.gcf | 0.6 | 0.098 | | Tatoeba-test.eng-gla.eng.gla | 11.6 | 0.361 | | Tatoeba-test.eng-gle.eng.gle | 32.5 | 0.546 | | Tatoeba-test.eng-glg.eng.glg | 38.4 | 0.602 | | Tatoeba-test.eng-glv.eng.glv | 23.1 | 0.418 | | Tatoeba-test.eng-gos.eng.gos | 0.7 | 0.137 | | Tatoeba-test.eng-got.eng.got | 0.2 | 0.010 | | Tatoeba-test.eng-grc.eng.grc | 0.0 | 0.005 | | Tatoeba-test.eng-gsw.eng.gsw | 0.9 | 0.108 | | Tatoeba-test.eng-guj.eng.guj | 20.8 | 0.391 | | Tatoeba-test.eng-hat.eng.hat | 34.0 | 0.537 | | Tatoeba-test.eng-hbs.eng.hbs | 33.7 | 0.567 | | Tatoeba-test.eng-hif.eng.hif | 2.8 | 0.269 | | Tatoeba-test.eng-hin.eng.hin | 15.6 | 0.437 | | Tatoeba-test.eng-hsb.eng.hsb | 5.4 | 0.320 | | Tatoeba-test.eng-hye.eng.hye | 17.4 | 0.426 | | Tatoeba-test.eng-isl.eng.isl | 17.4 | 0.436 | | Tatoeba-test.eng-ita.eng.ita | 40.4 | 0.636 | | Tatoeba-test.eng-jdt.eng.jdt | 6.4 | 0.008 | | Tatoeba-test.eng-kok.eng.kok | 6.6 | 0.005 | | Tatoeba-test.eng-ksh.eng.ksh | 0.8 | 0.123 | | Tatoeba-test.eng-kur.eng.kur | 10.2 | 0.209 | | Tatoeba-test.eng-lad.eng.lad | 0.8 | 0.163 | | Tatoeba-test.eng-lah.eng.lah | 0.2 | 0.001 | | Tatoeba-test.eng-lat.eng.lat | 9.4 | 0.372 | | Tatoeba-test.eng-lav.eng.lav | 30.3 | 0.559 | | Tatoeba-test.eng-lij.eng.lij | 1.0 | 0.130 | | Tatoeba-test.eng-lit.eng.lit | 25.3 | 0.560 | | Tatoeba-test.eng-lld.eng.lld | 0.4 | 0.139 | | Tatoeba-test.eng-lmo.eng.lmo | 0.6 | 0.108 | | Tatoeba-test.eng-ltz.eng.ltz | 18.1 | 0.388 | | Tatoeba-test.eng-mai.eng.mai | 17.2 | 0.464 | | Tatoeba-test.eng-mar.eng.mar | 18.0 | 0.451 | | Tatoeba-test.eng-mfe.eng.mfe | 81.0 | 0.899 | | Tatoeba-test.eng-mkd.eng.mkd | 37.6 | 0.587 | | Tatoeba-test.eng-msa.eng.msa | 27.7 | 0.519 | | Tatoeba-test.eng.multi | 32.6 | 0.539 | | Tatoeba-test.eng-mwl.eng.mwl | 3.8 | 0.134 | | Tatoeba-test.eng-nds.eng.nds | 14.3 | 0.401 | | Tatoeba-test.eng-nep.eng.nep | 0.5 | 0.002 | | Tatoeba-test.eng-nld.eng.nld | 44.0 | 0.642 | | Tatoeba-test.eng-non.eng.non | 0.7 | 0.118 | | Tatoeba-test.eng-nor.eng.nor | 42.7 | 0.623 | | Tatoeba-test.eng-oci.eng.oci | 7.2 | 0.295 | | Tatoeba-test.eng-ori.eng.ori | 2.7 | 0.257 | | Tatoeba-test.eng-orv.eng.orv | 0.2 | 0.008 | | Tatoeba-test.eng-oss.eng.oss | 2.9 | 0.264 | | Tatoeba-test.eng-pan.eng.pan | 7.4 | 0.337 | | Tatoeba-test.eng-pap.eng.pap | 48.5 | 0.656 | | Tatoeba-test.eng-pdc.eng.pdc | 1.8 | 0.145 | | Tatoeba-test.eng-pms.eng.pms | 0.7 | 0.136 | | Tatoeba-test.eng-pol.eng.pol | 31.1 | 0.563 | | Tatoeba-test.eng-por.eng.por | 37.0 | 0.605 | | Tatoeba-test.eng-prg.eng.prg | 0.2 | 0.100 | | Tatoeba-test.eng-pus.eng.pus | 1.0 | 0.134 | | Tatoeba-test.eng-roh.eng.roh | 2.3 | 0.236 | | Tatoeba-test.eng-rom.eng.rom | 7.8 | 0.340 | | Tatoeba-test.eng-ron.eng.ron | 34.3 | 0.585 | | Tatoeba-test.eng-rue.eng.rue | 0.2 | 0.010 | | Tatoeba-test.eng-rus.eng.rus | 29.6 | 0.526 | | Tatoeba-test.eng-san.eng.san | 2.4 | 0.125 | | Tatoeba-test.eng-scn.eng.scn | 1.6 | 0.079 | | Tatoeba-test.eng-sco.eng.sco | 33.6 | 0.562 | | Tatoeba-test.eng-sgs.eng.sgs | 3.4 | 0.114 | | Tatoeba-test.eng-sin.eng.sin | 9.2 | 0.349 | | Tatoeba-test.eng-slv.eng.slv | 15.6 | 0.334 | | Tatoeba-test.eng-snd.eng.snd | 9.1 | 0.324 | | Tatoeba-test.eng-spa.eng.spa | 43.4 | 0.645 | | Tatoeba-test.eng-sqi.eng.sqi | 39.0 | 0.621 | | Tatoeba-test.eng-stq.eng.stq | 10.8 | 0.373 | | Tatoeba-test.eng-swe.eng.swe | 49.9 | 0.663 | | Tatoeba-test.eng-swg.eng.swg | 0.7 | 0.137 | | Tatoeba-test.eng-tgk.eng.tgk | 6.4 | 0.346 | | Tatoeba-test.eng-tly.eng.tly | 0.5 | 0.055 | | Tatoeba-test.eng-ukr.eng.ukr | 31.4 | 0.536 | | Tatoeba-test.eng-urd.eng.urd | 11.1 | 0.389 | | Tatoeba-test.eng-vec.eng.vec | 1.3 | 0.110 | | Tatoeba-test.eng-wln.eng.wln | 6.8 | 0.233 | | Tatoeba-test.eng-yid.eng.yid | 5.8 | 0.295 | | Tatoeba-test.eng-zza.eng.zza | 0.8 | 0.086 | ### System Info: - hf_name: eng-ine - source_languages: eng - target_languages: ine - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ine/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'ca', 'es', 'os', 'ro', 'fy', 'cy', 'sc', 'is', 'yi', 'lb', 'an', 'sq', 'fr', 'ht', 'rm', 'ps', 'af', 'uk', 'sl', 'lt', 'bg', 'be', 'gd', 'si', 'br', 'mk', 'or', 'mr', 'ru', 'fo', 'co', 'oc', 'pl', 'gl', 'nb', 'bn', 'id', 'hy', 'da', 'gv', 'nl', 'pt', 'hi', 'as', 'kw', 'ga', 'sv', 'gu', 'wa', 'lv', 'el', 'it', 'hr', 'ur', 'nn', 'de', 'cs', 'ine'] - src_constituents: {'eng'} - tgt_constituents: {'cat', 'spa', 'pap', 'mwl', 'lij', 'bos_Latn', 'lad_Latn', 'lat_Latn', 'pcd', 'oss', 'ron', 'fry', 'cym', 'awa', 'swg', 'zsm_Latn', 'srd', 'gcf_Latn', 'isl', 'yid', 'bho', 'ltz', 'kur_Latn', 'arg', 'pes_Thaa', 'sqi', 'csb_Latn', 'fra', 'hat', 'non_Latn', 'sco', 'pnb', 'roh', 'bul_Latn', 'pus', 'afr', 'ukr', 'slv', 'lit', 'tmw_Latn', 'hsb', 'tly_Latn', 'bul', 'bel', 'got_Goth', 'lat_Grek', 'ext', 'gla', 'mai', 'sin', 'hif_Latn', 'eng', 'bre', 'nob_Hebr', 'prg_Latn', 'ang_Latn', 'aln', 'mkd', 'ori', 'mar', 'afr_Arab', 'san_Deva', 'gos', 'rus', 'fao', 'orv_Cyrl', 'bel_Latn', 'cos', 'zza', 'grc_Grek', 'oci', 'mfe', 'gom', 'bjn', 'sgs', 'tgk_Cyrl', 'hye_Latn', 'pdc', 'srp_Cyrl', 'pol', 'ast', 'glg', 'pms', 'nob', 'ben', 'min', 'srp_Latn', 'zlm_Latn', 'ind', 'rom', 'hye', 'scn', 'enm_Latn', 'lmo', 'npi', 'pes', 'dan', 'rus_Latn', 'jdt_Cyrl', 'gsw', 'glv', 'nld', 'snd_Arab', 'kur_Arab', 'por', 'hin', 'dsb', 'asm', 'lad', 'frm_Latn', 'ksh', 'pan_Guru', 'cor', 'gle', 'swe', 'guj', 'wln', 'lav', 'ell', 'frr', 'rue', 'ita', 'hrv', 'urd', 'stq', 'nno', 'deu', 'lld_Latn', 'ces', 'egl', 'vec', 'max_Latn', 'pes_Latn', 'ltg', 'nds'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ine/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: ine - short_pair: en-ine - chrF2_score: 0.539 - bleu: 32.6 - brevity_penalty: 0.973 - ref_len: 68664.0 - src_name: English - tgt_name: Indo-European languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: ine - prefer_old: False - long_pair: eng-ine - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "ca", "es", "os", "ro", "fy", "cy", "sc", "is", "yi", "lb", "an", "sq", "fr", "ht", "rm", "ps", "af", "uk", "sl", "lt", "bg", "be", "gd", "si", "br", "mk", "or", "mr", "ru", "fo", "co", "oc", "pl", "gl", "nb", "bn", "id", "hy", "da", "gv", "nl", "pt", "hi", "as", "kw", "ga", "sv", "gu", "wa", "lv", "el", "it", "hr", "ur", "nn", "de", "cs", "ine"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ine
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ca", "es", "os", "ro", "fy", "cy", "sc", "is", "yi", "lb", "an", "sq", "fr", "ht", "rm", "ps", "af", "uk", "sl", "lt", "bg", "be", "gd", "si", "br", "mk", "or", "mr", "ru", "fo", "co", "oc", "pl", "gl", "nb", "bn", "id", "hy", "da", "gv", "nl", "pt", "hi", "as", "kw", "ga", "sv", "gu", "wa", "lv", "el", "it", "hr", "ur", "nn", "de", "cs", "ine", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "ca", "es", "os", "ro", "fy", "cy", "sc", "is", "yi", "lb", "an", "sq", "fr", "ht", "rm", "ps", "af", "uk", "sl", "lt", "bg", "be", "gd", "si", "br", "mk", "or", "mr", "ru", "fo", "co", "oc", "pl", "gl", "nb", "bn", "id", "hy", "da", "gv", "nl", "pt", "hi", "as", "kw", "ga", "sv", "gu", "wa", "lv", "el", "it", "hr", "ur", "nn", "de", "cs", "ine" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ca #es #os #ro #fy #cy #sc #is #yi #lb #an #sq #fr #ht #rm #ps #af #uk #sl #lt #bg #be #gd #si #br #mk #or #mr #ru #fo #co #oc #pl #gl #nb #bn #id #hy #da #gv #nl #pt #hi #as #kw #ga #sv #gu #wa #lv #el #it #hr #ur #nn #de #cs #ine #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-ine * source group: English * target group: Indo-European languages * OPUS readme: eng-ine * model: transformer * source language(s): eng * target language(s): afr aln ang\_Latn arg asm ast awa bel bel\_Latn ben bho bos\_Latn bre bul bul\_Latn cat ces cor cos csb\_Latn cym dan deu dsb egl ell enm\_Latn ext fao fra frm\_Latn frr fry gcf\_Latn gla gle glg glv gom gos got\_Goth grc\_Grek gsw guj hat hif\_Latn hin hrv hsb hye ind isl ita jdt\_Cyrl ksh kur\_Arab kur\_Latn lad lad\_Latn lat\_Latn lav lij lit lld\_Latn lmo ltg ltz mai mar max\_Latn mfe min mkd mwl nds nld nno nob nob\_Hebr non\_Latn npi oci ori orv\_Cyrl oss pan\_Guru pap pdc pes pes\_Latn pes\_Thaa pms pnb pol por prg\_Latn pus roh rom ron rue rus san\_Deva scn sco sgs sin slv snd\_Arab spa sqi srp\_Cyrl srp\_Latn stq swe swg tgk\_Cyrl tly\_Latn tmw\_Latn ukr urd vec wln yid zlm\_Latn zsm\_Latn zza * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 6.2, chr-F: 0.317 testset: URL, BLEU: 22.1, chr-F: 0.525 testset: URL, BLEU: 17.4, chr-F: 0.486 testset: URL, BLEU: 6.5, chr-F: 0.303 testset: URL, BLEU: 14.9, chr-F: 0.476 testset: URL, BLEU: 26.4, chr-F: 0.547 testset: URL, BLEU: 30.0, chr-F: 0.575 testset: URL, BLEU: 14.7, chr-F: 0.442 testset: URL, BLEU: 16.7, chr-F: 0.487 testset: URL, BLEU: 24.8, chr-F: 0.547 testset: URL, BLEU: 25.2, chr-F: 0.562 testset: URL, BLEU: 27.0, chr-F: 0.554 testset: URL, BLEU: 13.0, chr-F: 0.417 testset: URL, BLEU: 17.4, chr-F: 0.480 testset: URL, BLEU: 22.3, chr-F: 0.519 testset: URL, BLEU: 24.9, chr-F: 0.532 testset: URL, BLEU: 13.6, chr-F: 0.432 testset: URL, BLEU: 16.6, chr-F: 0.482 testset: URL, BLEU: 23.5, chr-F: 0.535 testset: URL, BLEU: 25.5, chr-F: 0.561 testset: URL, BLEU: 26.3, chr-F: 0.551 testset: URL, BLEU: 14.2, chr-F: 0.436 testset: URL, BLEU: 18.3, chr-F: 0.492 testset: URL, BLEU: 25.7, chr-F: 0.550 testset: URL, BLEU: 30.5, chr-F: 0.578 testset: URL, BLEU: 15.1, chr-F: 0.439 testset: URL, BLEU: 17.1, chr-F: 0.478 testset: URL, BLEU: 28.0, chr-F: 0.569 testset: URL, BLEU: 31.9, chr-F: 0.580 testset: URL, BLEU: 13.6, chr-F: 0.418 testset: URL, BLEU: 17.0, chr-F: 0.475 testset: URL, BLEU: 26.1, chr-F: 0.553 testset: URL, BLEU: 21.4, chr-F: 0.506 testset: URL, BLEU: 31.4, chr-F: 0.577 testset: URL, BLEU: 15.3, chr-F: 0.438 testset: URL, BLEU: 20.3, chr-F: 0.501 testset: URL, BLEU: 26.0, chr-F: 0.540 testset: URL, BLEU: 16.1, chr-F: 0.449 testset: URL, BLEU: 28.6, chr-F: 0.555 testset: URL, BLEU: 9.5, chr-F: 0.344 testset: URL, BLEU: 14.8, chr-F: 0.440 testset: URL, BLEU: 22.6, chr-F: 0.523 testset: URL, BLEU: 18.8, chr-F: 0.483 testset: URL, BLEU: 16.8, chr-F: 0.457 testset: URL, BLEU: 26.2, chr-F: 0.555 testset: URL, BLEU: 21.2, chr-F: 0.510 testset: URL, BLEU: 17.6, chr-F: 0.471 testset: URL, BLEU: 13.6, chr-F: 0.421 testset: URL, BLEU: 21.5, chr-F: 0.516 testset: URL, BLEU: 13.0, chr-F: 0.452 testset: URL, BLEU: 18.7, chr-F: 0.486 testset: URL, BLEU: 13.5, chr-F: 0.425 testset: URL, BLEU: 29.8, chr-F: 0.581 testset: URL, BLEU: 16.1, chr-F: 0.472 testset: URL, BLEU: 14.8, chr-F: 0.435 testset: URL, BLEU: 26.6, chr-F: 0.554 testset: URL, BLEU: 6.9, chr-F: 0.313 testset: URL, BLEU: 10.6, chr-F: 0.429 testset: URL, BLEU: 17.5, chr-F: 0.452 testset: URL, BLEU: 52.1, chr-F: 0.708 testset: URL, BLEU: 5.1, chr-F: 0.131 testset: URL, BLEU: 1.2, chr-F: 0.099 testset: URL, BLEU: 2.9, chr-F: 0.259 testset: URL, BLEU: 14.1, chr-F: 0.408 testset: URL, BLEU: 0.3, chr-F: 0.002 testset: URL, BLEU: 18.1, chr-F: 0.450 testset: URL, BLEU: 13.5, chr-F: 0.432 testset: URL, BLEU: 0.3, chr-F: 0.003 testset: URL, BLEU: 10.4, chr-F: 0.318 testset: URL, BLEU: 38.7, chr-F: 0.592 testset: URL, BLEU: 42.0, chr-F: 0.633 testset: URL, BLEU: 32.3, chr-F: 0.546 testset: URL, BLEU: 0.5, chr-F: 0.079 testset: URL, BLEU: 3.1, chr-F: 0.148 testset: URL, BLEU: 1.4, chr-F: 0.216 testset: URL, BLEU: 22.4, chr-F: 0.470 testset: URL, BLEU: 49.7, chr-F: 0.671 testset: URL, BLEU: 31.7, chr-F: 0.554 testset: URL, BLEU: 1.1, chr-F: 0.139 testset: URL, BLEU: 0.9, chr-F: 0.089 testset: URL, BLEU: 42.7, chr-F: 0.640 testset: URL, BLEU: 3.5, chr-F: 0.259 testset: URL, BLEU: 6.4, chr-F: 0.235 testset: URL, BLEU: 6.6, chr-F: 0.285 testset: URL, BLEU: 5.7, chr-F: 0.257 testset: URL, BLEU: 38.4, chr-F: 0.595 testset: URL, BLEU: 0.9, chr-F: 0.149 testset: URL, BLEU: 8.4, chr-F: 0.145 testset: URL, BLEU: 16.5, chr-F: 0.411 testset: URL, BLEU: 0.6, chr-F: 0.098 testset: URL, BLEU: 11.6, chr-F: 0.361 testset: URL, BLEU: 32.5, chr-F: 0.546 testset: URL, BLEU: 38.4, chr-F: 0.602 testset: URL, BLEU: 23.1, chr-F: 0.418 testset: URL, BLEU: 0.7, chr-F: 0.137 testset: URL, BLEU: 0.2, chr-F: 0.010 testset: URL, BLEU: 0.0, chr-F: 0.005 testset: URL, BLEU: 0.9, chr-F: 0.108 testset: URL, BLEU: 20.8, chr-F: 0.391 testset: URL, BLEU: 34.0, chr-F: 0.537 testset: URL, BLEU: 33.7, chr-F: 0.567 testset: URL, BLEU: 2.8, chr-F: 0.269 testset: URL, BLEU: 15.6, chr-F: 0.437 testset: URL, BLEU: 5.4, chr-F: 0.320 testset: URL, BLEU: 17.4, chr-F: 0.426 testset: URL, BLEU: 17.4, chr-F: 0.436 testset: URL, BLEU: 40.4, chr-F: 0.636 testset: URL, BLEU: 6.4, chr-F: 0.008 testset: URL, BLEU: 6.6, chr-F: 0.005 testset: URL, BLEU: 0.8, chr-F: 0.123 testset: URL, BLEU: 10.2, chr-F: 0.209 testset: URL, BLEU: 0.8, chr-F: 0.163 testset: URL, BLEU: 0.2, chr-F: 0.001 testset: URL, BLEU: 9.4, chr-F: 0.372 testset: URL, BLEU: 30.3, chr-F: 0.559 testset: URL, BLEU: 1.0, chr-F: 0.130 testset: URL, BLEU: 25.3, chr-F: 0.560 testset: URL, BLEU: 0.4, chr-F: 0.139 testset: URL, BLEU: 0.6, chr-F: 0.108 testset: URL, BLEU: 18.1, chr-F: 0.388 testset: URL, BLEU: 17.2, chr-F: 0.464 testset: URL, BLEU: 18.0, chr-F: 0.451 testset: URL, BLEU: 81.0, chr-F: 0.899 testset: URL, BLEU: 37.6, chr-F: 0.587 testset: URL, BLEU: 27.7, chr-F: 0.519 testset: URL, BLEU: 32.6, chr-F: 0.539 testset: URL, BLEU: 3.8, chr-F: 0.134 testset: URL, BLEU: 14.3, chr-F: 0.401 testset: URL, BLEU: 0.5, chr-F: 0.002 testset: URL, BLEU: 44.0, chr-F: 0.642 testset: URL, BLEU: 0.7, chr-F: 0.118 testset: URL, BLEU: 42.7, chr-F: 0.623 testset: URL, BLEU: 7.2, chr-F: 0.295 testset: URL, BLEU: 2.7, chr-F: 0.257 testset: URL, BLEU: 0.2, chr-F: 0.008 testset: URL, BLEU: 2.9, chr-F: 0.264 testset: URL, BLEU: 7.4, chr-F: 0.337 testset: URL, BLEU: 48.5, chr-F: 0.656 testset: URL, BLEU: 1.8, chr-F: 0.145 testset: URL, BLEU: 0.7, chr-F: 0.136 testset: URL, BLEU: 31.1, chr-F: 0.563 testset: URL, BLEU: 37.0, chr-F: 0.605 testset: URL, BLEU: 0.2, chr-F: 0.100 testset: URL, BLEU: 1.0, chr-F: 0.134 testset: URL, BLEU: 2.3, chr-F: 0.236 testset: URL, BLEU: 7.8, chr-F: 0.340 testset: URL, BLEU: 34.3, chr-F: 0.585 testset: URL, BLEU: 0.2, chr-F: 0.010 testset: URL, BLEU: 29.6, chr-F: 0.526 testset: URL, BLEU: 2.4, chr-F: 0.125 testset: URL, BLEU: 1.6, chr-F: 0.079 testset: URL, BLEU: 33.6, chr-F: 0.562 testset: URL, BLEU: 3.4, chr-F: 0.114 testset: URL, BLEU: 9.2, chr-F: 0.349 testset: URL, BLEU: 15.6, chr-F: 0.334 testset: URL, BLEU: 9.1, chr-F: 0.324 testset: URL, BLEU: 43.4, chr-F: 0.645 testset: URL, BLEU: 39.0, chr-F: 0.621 testset: URL, BLEU: 10.8, chr-F: 0.373 testset: URL, BLEU: 49.9, chr-F: 0.663 testset: URL, BLEU: 0.7, chr-F: 0.137 testset: URL, BLEU: 6.4, chr-F: 0.346 testset: URL, BLEU: 0.5, chr-F: 0.055 testset: URL, BLEU: 31.4, chr-F: 0.536 testset: URL, BLEU: 11.1, chr-F: 0.389 testset: URL, BLEU: 1.3, chr-F: 0.110 testset: URL, BLEU: 6.8, chr-F: 0.233 testset: URL, BLEU: 5.8, chr-F: 0.295 testset: URL, BLEU: 0.8, chr-F: 0.086 ### System Info: * hf\_name: eng-ine * source\_languages: eng * target\_languages: ine * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'ca', 'es', 'os', 'ro', 'fy', 'cy', 'sc', 'is', 'yi', 'lb', 'an', 'sq', 'fr', 'ht', 'rm', 'ps', 'af', 'uk', 'sl', 'lt', 'bg', 'be', 'gd', 'si', 'br', 'mk', 'or', 'mr', 'ru', 'fo', 'co', 'oc', 'pl', 'gl', 'nb', 'bn', 'id', 'hy', 'da', 'gv', 'nl', 'pt', 'hi', 'as', 'kw', 'ga', 'sv', 'gu', 'wa', 'lv', 'el', 'it', 'hr', 'ur', 'nn', 'de', 'cs', 'ine'] * src\_constituents: {'eng'} * tgt\_constituents: {'cat', 'spa', 'pap', 'mwl', 'lij', 'bos\_Latn', 'lad\_Latn', 'lat\_Latn', 'pcd', 'oss', 'ron', 'fry', 'cym', 'awa', 'swg', 'zsm\_Latn', 'srd', 'gcf\_Latn', 'isl', 'yid', 'bho', 'ltz', 'kur\_Latn', 'arg', 'pes\_Thaa', 'sqi', 'csb\_Latn', 'fra', 'hat', 'non\_Latn', 'sco', 'pnb', 'roh', 'bul\_Latn', 'pus', 'afr', 'ukr', 'slv', 'lit', 'tmw\_Latn', 'hsb', 'tly\_Latn', 'bul', 'bel', 'got\_Goth', 'lat\_Grek', 'ext', 'gla', 'mai', 'sin', 'hif\_Latn', 'eng', 'bre', 'nob\_Hebr', 'prg\_Latn', 'ang\_Latn', 'aln', 'mkd', 'ori', 'mar', 'afr\_Arab', 'san\_Deva', 'gos', 'rus', 'fao', 'orv\_Cyrl', 'bel\_Latn', 'cos', 'zza', 'grc\_Grek', 'oci', 'mfe', 'gom', 'bjn', 'sgs', 'tgk\_Cyrl', 'hye\_Latn', 'pdc', 'srp\_Cyrl', 'pol', 'ast', 'glg', 'pms', 'nob', 'ben', 'min', 'srp\_Latn', 'zlm\_Latn', 'ind', 'rom', 'hye', 'scn', 'enm\_Latn', 'lmo', 'npi', 'pes', 'dan', 'rus\_Latn', 'jdt\_Cyrl', 'gsw', 'glv', 'nld', 'snd\_Arab', 'kur\_Arab', 'por', 'hin', 'dsb', 'asm', 'lad', 'frm\_Latn', 'ksh', 'pan\_Guru', 'cor', 'gle', 'swe', 'guj', 'wln', 'lav', 'ell', 'frr', 'rue', 'ita', 'hrv', 'urd', 'stq', 'nno', 'deu', 'lld\_Latn', 'ces', 'egl', 'vec', 'max\_Latn', 'pes\_Latn', 'ltg', 'nds'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: ine * short\_pair: en-ine * chrF2\_score: 0.539 * bleu: 32.6 * brevity\_penalty: 0.973 * ref\_len: 68664.0 * src\_name: English * tgt\_name: Indo-European languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: ine * prefer\_old: False * long\_pair: eng-ine * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-ine\n\n\n* source group: English\n* target group: Indo-European languages\n* OPUS readme: eng-ine\n* model: transformer\n* source language(s): eng\n* target language(s): afr aln ang\\_Latn arg asm ast awa bel bel\\_Latn ben bho bos\\_Latn bre bul bul\\_Latn cat ces cor cos csb\\_Latn cym dan deu dsb egl ell enm\\_Latn ext fao fra frm\\_Latn frr fry gcf\\_Latn gla gle glg glv gom gos got\\_Goth grc\\_Grek gsw guj hat hif\\_Latn hin hrv hsb hye ind isl ita jdt\\_Cyrl ksh kur\\_Arab kur\\_Latn lad lad\\_Latn lat\\_Latn lav lij lit lld\\_Latn lmo ltg ltz mai mar max\\_Latn mfe min mkd mwl nds nld nno nob nob\\_Hebr non\\_Latn npi oci ori orv\\_Cyrl oss pan\\_Guru pap pdc pes pes\\_Latn pes\\_Thaa pms pnb pol por prg\\_Latn pus roh rom ron rue rus san\\_Deva scn sco sgs sin slv snd\\_Arab spa sqi srp\\_Cyrl srp\\_Latn stq swe swg tgk\\_Cyrl tly\\_Latn tmw\\_Latn ukr urd vec wln yid zlm\\_Latn zsm\\_Latn zza\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.2, chr-F: 0.317\ntestset: URL, BLEU: 22.1, chr-F: 0.525\ntestset: URL, BLEU: 17.4, chr-F: 0.486\ntestset: URL, BLEU: 6.5, chr-F: 0.303\ntestset: URL, BLEU: 14.9, chr-F: 0.476\ntestset: URL, BLEU: 26.4, chr-F: 0.547\ntestset: URL, BLEU: 30.0, chr-F: 0.575\ntestset: URL, BLEU: 14.7, chr-F: 0.442\ntestset: URL, BLEU: 16.7, chr-F: 0.487\ntestset: URL, BLEU: 24.8, chr-F: 0.547\ntestset: URL, BLEU: 25.2, chr-F: 0.562\ntestset: URL, BLEU: 27.0, chr-F: 0.554\ntestset: URL, BLEU: 13.0, chr-F: 0.417\ntestset: URL, BLEU: 17.4, chr-F: 0.480\ntestset: URL, BLEU: 22.3, chr-F: 0.519\ntestset: URL, BLEU: 24.9, chr-F: 0.532\ntestset: URL, BLEU: 13.6, chr-F: 0.432\ntestset: URL, BLEU: 16.6, chr-F: 0.482\ntestset: URL, BLEU: 23.5, chr-F: 0.535\ntestset: URL, BLEU: 25.5, chr-F: 0.561\ntestset: URL, BLEU: 26.3, chr-F: 0.551\ntestset: URL, BLEU: 14.2, chr-F: 0.436\ntestset: URL, BLEU: 18.3, chr-F: 0.492\ntestset: URL, BLEU: 25.7, chr-F: 0.550\ntestset: URL, BLEU: 30.5, chr-F: 0.578\ntestset: URL, BLEU: 15.1, chr-F: 0.439\ntestset: URL, BLEU: 17.1, chr-F: 0.478\ntestset: URL, BLEU: 28.0, chr-F: 0.569\ntestset: URL, BLEU: 31.9, chr-F: 0.580\ntestset: URL, BLEU: 13.6, chr-F: 0.418\ntestset: URL, BLEU: 17.0, chr-F: 0.475\ntestset: URL, BLEU: 26.1, chr-F: 0.553\ntestset: URL, BLEU: 21.4, chr-F: 0.506\ntestset: URL, BLEU: 31.4, chr-F: 0.577\ntestset: URL, BLEU: 15.3, chr-F: 0.438\ntestset: URL, BLEU: 20.3, chr-F: 0.501\ntestset: URL, BLEU: 26.0, chr-F: 0.540\ntestset: URL, BLEU: 16.1, chr-F: 0.449\ntestset: URL, BLEU: 28.6, chr-F: 0.555\ntestset: URL, BLEU: 9.5, chr-F: 0.344\ntestset: URL, BLEU: 14.8, chr-F: 0.440\ntestset: URL, BLEU: 22.6, chr-F: 0.523\ntestset: URL, BLEU: 18.8, chr-F: 0.483\ntestset: URL, BLEU: 16.8, chr-F: 0.457\ntestset: URL, BLEU: 26.2, chr-F: 0.555\ntestset: URL, BLEU: 21.2, chr-F: 0.510\ntestset: URL, BLEU: 17.6, chr-F: 0.471\ntestset: URL, BLEU: 13.6, chr-F: 0.421\ntestset: URL, BLEU: 21.5, chr-F: 0.516\ntestset: URL, BLEU: 13.0, chr-F: 0.452\ntestset: URL, BLEU: 18.7, chr-F: 0.486\ntestset: URL, BLEU: 13.5, chr-F: 0.425\ntestset: URL, BLEU: 29.8, chr-F: 0.581\ntestset: URL, BLEU: 16.1, chr-F: 0.472\ntestset: URL, BLEU: 14.8, chr-F: 0.435\ntestset: URL, BLEU: 26.6, chr-F: 0.554\ntestset: URL, BLEU: 6.9, chr-F: 0.313\ntestset: URL, BLEU: 10.6, chr-F: 0.429\ntestset: URL, BLEU: 17.5, chr-F: 0.452\ntestset: URL, BLEU: 52.1, chr-F: 0.708\ntestset: URL, BLEU: 5.1, chr-F: 0.131\ntestset: URL, BLEU: 1.2, chr-F: 0.099\ntestset: URL, BLEU: 2.9, chr-F: 0.259\ntestset: URL, BLEU: 14.1, chr-F: 0.408\ntestset: URL, BLEU: 0.3, chr-F: 0.002\ntestset: URL, BLEU: 18.1, chr-F: 0.450\ntestset: URL, BLEU: 13.5, chr-F: 0.432\ntestset: URL, BLEU: 0.3, chr-F: 0.003\ntestset: URL, BLEU: 10.4, chr-F: 0.318\ntestset: URL, BLEU: 38.7, chr-F: 0.592\ntestset: URL, BLEU: 42.0, chr-F: 0.633\ntestset: URL, BLEU: 32.3, chr-F: 0.546\ntestset: URL, BLEU: 0.5, chr-F: 0.079\ntestset: URL, BLEU: 3.1, chr-F: 0.148\ntestset: URL, BLEU: 1.4, chr-F: 0.216\ntestset: URL, BLEU: 22.4, chr-F: 0.470\ntestset: URL, BLEU: 49.7, chr-F: 0.671\ntestset: URL, BLEU: 31.7, chr-F: 0.554\ntestset: URL, BLEU: 1.1, chr-F: 0.139\ntestset: URL, BLEU: 0.9, chr-F: 0.089\ntestset: URL, BLEU: 42.7, chr-F: 0.640\ntestset: URL, BLEU: 3.5, chr-F: 0.259\ntestset: URL, BLEU: 6.4, chr-F: 0.235\ntestset: URL, BLEU: 6.6, chr-F: 0.285\ntestset: URL, BLEU: 5.7, chr-F: 0.257\ntestset: URL, BLEU: 38.4, chr-F: 0.595\ntestset: URL, BLEU: 0.9, chr-F: 0.149\ntestset: URL, BLEU: 8.4, chr-F: 0.145\ntestset: URL, BLEU: 16.5, chr-F: 0.411\ntestset: URL, BLEU: 0.6, chr-F: 0.098\ntestset: URL, BLEU: 11.6, chr-F: 0.361\ntestset: URL, BLEU: 32.5, chr-F: 0.546\ntestset: URL, BLEU: 38.4, chr-F: 0.602\ntestset: URL, BLEU: 23.1, chr-F: 0.418\ntestset: URL, BLEU: 0.7, chr-F: 0.137\ntestset: URL, BLEU: 0.2, chr-F: 0.010\ntestset: URL, BLEU: 0.0, chr-F: 0.005\ntestset: URL, BLEU: 0.9, chr-F: 0.108\ntestset: URL, BLEU: 20.8, chr-F: 0.391\ntestset: URL, BLEU: 34.0, chr-F: 0.537\ntestset: URL, BLEU: 33.7, chr-F: 0.567\ntestset: URL, BLEU: 2.8, chr-F: 0.269\ntestset: URL, BLEU: 15.6, chr-F: 0.437\ntestset: URL, BLEU: 5.4, chr-F: 0.320\ntestset: URL, BLEU: 17.4, chr-F: 0.426\ntestset: URL, BLEU: 17.4, chr-F: 0.436\ntestset: URL, BLEU: 40.4, chr-F: 0.636\ntestset: URL, BLEU: 6.4, chr-F: 0.008\ntestset: URL, BLEU: 6.6, chr-F: 0.005\ntestset: URL, BLEU: 0.8, chr-F: 0.123\ntestset: URL, BLEU: 10.2, chr-F: 0.209\ntestset: URL, BLEU: 0.8, chr-F: 0.163\ntestset: URL, BLEU: 0.2, chr-F: 0.001\ntestset: URL, BLEU: 9.4, chr-F: 0.372\ntestset: URL, BLEU: 30.3, chr-F: 0.559\ntestset: URL, BLEU: 1.0, chr-F: 0.130\ntestset: URL, BLEU: 25.3, chr-F: 0.560\ntestset: URL, BLEU: 0.4, chr-F: 0.139\ntestset: URL, BLEU: 0.6, chr-F: 0.108\ntestset: URL, BLEU: 18.1, chr-F: 0.388\ntestset: URL, BLEU: 17.2, chr-F: 0.464\ntestset: URL, BLEU: 18.0, chr-F: 0.451\ntestset: URL, BLEU: 81.0, chr-F: 0.899\ntestset: URL, BLEU: 37.6, chr-F: 0.587\ntestset: URL, BLEU: 27.7, chr-F: 0.519\ntestset: URL, BLEU: 32.6, chr-F: 0.539\ntestset: URL, BLEU: 3.8, chr-F: 0.134\ntestset: URL, BLEU: 14.3, chr-F: 0.401\ntestset: URL, BLEU: 0.5, chr-F: 0.002\ntestset: URL, BLEU: 44.0, chr-F: 0.642\ntestset: URL, BLEU: 0.7, chr-F: 0.118\ntestset: URL, BLEU: 42.7, chr-F: 0.623\ntestset: URL, BLEU: 7.2, chr-F: 0.295\ntestset: URL, BLEU: 2.7, chr-F: 0.257\ntestset: URL, BLEU: 0.2, chr-F: 0.008\ntestset: URL, BLEU: 2.9, chr-F: 0.264\ntestset: URL, BLEU: 7.4, chr-F: 0.337\ntestset: URL, BLEU: 48.5, chr-F: 0.656\ntestset: URL, BLEU: 1.8, chr-F: 0.145\ntestset: URL, BLEU: 0.7, chr-F: 0.136\ntestset: URL, BLEU: 31.1, chr-F: 0.563\ntestset: URL, BLEU: 37.0, chr-F: 0.605\ntestset: URL, BLEU: 0.2, chr-F: 0.100\ntestset: URL, BLEU: 1.0, chr-F: 0.134\ntestset: URL, BLEU: 2.3, chr-F: 0.236\ntestset: URL, BLEU: 7.8, chr-F: 0.340\ntestset: URL, BLEU: 34.3, chr-F: 0.585\ntestset: URL, BLEU: 0.2, chr-F: 0.010\ntestset: URL, BLEU: 29.6, chr-F: 0.526\ntestset: URL, BLEU: 2.4, chr-F: 0.125\ntestset: URL, BLEU: 1.6, chr-F: 0.079\ntestset: URL, BLEU: 33.6, chr-F: 0.562\ntestset: URL, BLEU: 3.4, chr-F: 0.114\ntestset: URL, BLEU: 9.2, chr-F: 0.349\ntestset: URL, BLEU: 15.6, chr-F: 0.334\ntestset: URL, BLEU: 9.1, chr-F: 0.324\ntestset: URL, BLEU: 43.4, chr-F: 0.645\ntestset: URL, BLEU: 39.0, chr-F: 0.621\ntestset: URL, BLEU: 10.8, chr-F: 0.373\ntestset: URL, BLEU: 49.9, chr-F: 0.663\ntestset: URL, BLEU: 0.7, chr-F: 0.137\ntestset: URL, BLEU: 6.4, chr-F: 0.346\ntestset: URL, BLEU: 0.5, chr-F: 0.055\ntestset: URL, BLEU: 31.4, chr-F: 0.536\ntestset: URL, BLEU: 11.1, chr-F: 0.389\ntestset: URL, BLEU: 1.3, chr-F: 0.110\ntestset: URL, BLEU: 6.8, chr-F: 0.233\ntestset: URL, BLEU: 5.8, chr-F: 0.295\ntestset: URL, BLEU: 0.8, chr-F: 0.086", "### System Info:\n\n\n* hf\\_name: eng-ine\n* source\\_languages: eng\n* target\\_languages: ine\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ca', 'es', 'os', 'ro', 'fy', 'cy', 'sc', 'is', 'yi', 'lb', 'an', 'sq', 'fr', 'ht', 'rm', 'ps', 'af', 'uk', 'sl', 'lt', 'bg', 'be', 'gd', 'si', 'br', 'mk', 'or', 'mr', 'ru', 'fo', 'co', 'oc', 'pl', 'gl', 'nb', 'bn', 'id', 'hy', 'da', 'gv', 'nl', 'pt', 'hi', 'as', 'kw', 'ga', 'sv', 'gu', 'wa', 'lv', 'el', 'it', 'hr', 'ur', 'nn', 'de', 'cs', 'ine']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'cat', 'spa', 'pap', 'mwl', 'lij', 'bos\\_Latn', 'lad\\_Latn', 'lat\\_Latn', 'pcd', 'oss', 'ron', 'fry', 'cym', 'awa', 'swg', 'zsm\\_Latn', 'srd', 'gcf\\_Latn', 'isl', 'yid', 'bho', 'ltz', 'kur\\_Latn', 'arg', 'pes\\_Thaa', 'sqi', 'csb\\_Latn', 'fra', 'hat', 'non\\_Latn', 'sco', 'pnb', 'roh', 'bul\\_Latn', 'pus', 'afr', 'ukr', 'slv', 'lit', 'tmw\\_Latn', 'hsb', 'tly\\_Latn', 'bul', 'bel', 'got\\_Goth', 'lat\\_Grek', 'ext', 'gla', 'mai', 'sin', 'hif\\_Latn', 'eng', 'bre', 'nob\\_Hebr', 'prg\\_Latn', 'ang\\_Latn', 'aln', 'mkd', 'ori', 'mar', 'afr\\_Arab', 'san\\_Deva', 'gos', 'rus', 'fao', 'orv\\_Cyrl', 'bel\\_Latn', 'cos', 'zza', 'grc\\_Grek', 'oci', 'mfe', 'gom', 'bjn', 'sgs', 'tgk\\_Cyrl', 'hye\\_Latn', 'pdc', 'srp\\_Cyrl', 'pol', 'ast', 'glg', 'pms', 'nob', 'ben', 'min', 'srp\\_Latn', 'zlm\\_Latn', 'ind', 'rom', 'hye', 'scn', 'enm\\_Latn', 'lmo', 'npi', 'pes', 'dan', 'rus\\_Latn', 'jdt\\_Cyrl', 'gsw', 'glv', 'nld', 'snd\\_Arab', 'kur\\_Arab', 'por', 'hin', 'dsb', 'asm', 'lad', 'frm\\_Latn', 'ksh', 'pan\\_Guru', 'cor', 'gle', 'swe', 'guj', 'wln', 'lav', 'ell', 'frr', 'rue', 'ita', 'hrv', 'urd', 'stq', 'nno', 'deu', 'lld\\_Latn', 'ces', 'egl', 'vec', 'max\\_Latn', 'pes\\_Latn', 'ltg', 'nds'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: ine\n* short\\_pair: en-ine\n* chrF2\\_score: 0.539\n* bleu: 32.6\n* brevity\\_penalty: 0.973\n* ref\\_len: 68664.0\n* src\\_name: English\n* tgt\\_name: Indo-European languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: ine\n* prefer\\_old: False\n* long\\_pair: eng-ine\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ca #es #os #ro #fy #cy #sc #is #yi #lb #an #sq #fr #ht #rm #ps #af #uk #sl #lt #bg #be #gd #si #br #mk #or #mr #ru #fo #co #oc #pl #gl #nb #bn #id #hy #da #gv #nl #pt #hi #as #kw #ga #sv #gu #wa #lv #el #it #hr #ur #nn #de #cs #ine #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-ine\n\n\n* source group: English\n* target group: Indo-European languages\n* OPUS readme: eng-ine\n* model: transformer\n* source language(s): eng\n* target language(s): afr aln ang\\_Latn arg asm ast awa bel bel\\_Latn ben bho bos\\_Latn bre bul bul\\_Latn cat ces cor cos csb\\_Latn cym dan deu dsb egl ell enm\\_Latn ext fao fra frm\\_Latn frr fry gcf\\_Latn gla gle glg glv gom gos got\\_Goth grc\\_Grek gsw guj hat hif\\_Latn hin hrv hsb hye ind isl ita jdt\\_Cyrl ksh kur\\_Arab kur\\_Latn lad lad\\_Latn lat\\_Latn lav lij lit lld\\_Latn lmo ltg ltz mai mar max\\_Latn mfe min mkd mwl nds nld nno nob nob\\_Hebr non\\_Latn npi oci ori orv\\_Cyrl oss pan\\_Guru pap pdc pes pes\\_Latn pes\\_Thaa pms pnb pol por prg\\_Latn pus roh rom ron rue rus san\\_Deva scn sco sgs sin slv snd\\_Arab spa sqi srp\\_Cyrl srp\\_Latn stq swe swg tgk\\_Cyrl tly\\_Latn tmw\\_Latn ukr urd vec wln yid zlm\\_Latn zsm\\_Latn zza\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.2, chr-F: 0.317\ntestset: URL, BLEU: 22.1, chr-F: 0.525\ntestset: URL, BLEU: 17.4, chr-F: 0.486\ntestset: URL, BLEU: 6.5, chr-F: 0.303\ntestset: URL, BLEU: 14.9, chr-F: 0.476\ntestset: URL, BLEU: 26.4, chr-F: 0.547\ntestset: URL, BLEU: 30.0, chr-F: 0.575\ntestset: URL, BLEU: 14.7, chr-F: 0.442\ntestset: URL, BLEU: 16.7, chr-F: 0.487\ntestset: URL, BLEU: 24.8, chr-F: 0.547\ntestset: URL, BLEU: 25.2, chr-F: 0.562\ntestset: URL, BLEU: 27.0, chr-F: 0.554\ntestset: URL, BLEU: 13.0, chr-F: 0.417\ntestset: URL, BLEU: 17.4, chr-F: 0.480\ntestset: URL, BLEU: 22.3, chr-F: 0.519\ntestset: URL, BLEU: 24.9, chr-F: 0.532\ntestset: URL, BLEU: 13.6, chr-F: 0.432\ntestset: URL, BLEU: 16.6, chr-F: 0.482\ntestset: URL, BLEU: 23.5, chr-F: 0.535\ntestset: URL, BLEU: 25.5, chr-F: 0.561\ntestset: URL, BLEU: 26.3, chr-F: 0.551\ntestset: URL, BLEU: 14.2, chr-F: 0.436\ntestset: URL, BLEU: 18.3, chr-F: 0.492\ntestset: URL, BLEU: 25.7, chr-F: 0.550\ntestset: URL, BLEU: 30.5, chr-F: 0.578\ntestset: URL, BLEU: 15.1, chr-F: 0.439\ntestset: URL, BLEU: 17.1, chr-F: 0.478\ntestset: URL, BLEU: 28.0, chr-F: 0.569\ntestset: URL, BLEU: 31.9, chr-F: 0.580\ntestset: URL, BLEU: 13.6, chr-F: 0.418\ntestset: URL, BLEU: 17.0, chr-F: 0.475\ntestset: URL, BLEU: 26.1, chr-F: 0.553\ntestset: URL, BLEU: 21.4, chr-F: 0.506\ntestset: URL, BLEU: 31.4, chr-F: 0.577\ntestset: URL, BLEU: 15.3, chr-F: 0.438\ntestset: URL, BLEU: 20.3, chr-F: 0.501\ntestset: URL, BLEU: 26.0, chr-F: 0.540\ntestset: URL, BLEU: 16.1, chr-F: 0.449\ntestset: URL, BLEU: 28.6, chr-F: 0.555\ntestset: URL, BLEU: 9.5, chr-F: 0.344\ntestset: URL, BLEU: 14.8, chr-F: 0.440\ntestset: URL, BLEU: 22.6, chr-F: 0.523\ntestset: URL, BLEU: 18.8, chr-F: 0.483\ntestset: URL, BLEU: 16.8, chr-F: 0.457\ntestset: URL, BLEU: 26.2, chr-F: 0.555\ntestset: URL, BLEU: 21.2, chr-F: 0.510\ntestset: URL, BLEU: 17.6, chr-F: 0.471\ntestset: URL, BLEU: 13.6, chr-F: 0.421\ntestset: URL, BLEU: 21.5, chr-F: 0.516\ntestset: URL, BLEU: 13.0, chr-F: 0.452\ntestset: URL, BLEU: 18.7, chr-F: 0.486\ntestset: URL, BLEU: 13.5, chr-F: 0.425\ntestset: URL, BLEU: 29.8, chr-F: 0.581\ntestset: URL, BLEU: 16.1, chr-F: 0.472\ntestset: URL, BLEU: 14.8, chr-F: 0.435\ntestset: URL, BLEU: 26.6, chr-F: 0.554\ntestset: URL, BLEU: 6.9, chr-F: 0.313\ntestset: URL, BLEU: 10.6, chr-F: 0.429\ntestset: URL, BLEU: 17.5, chr-F: 0.452\ntestset: URL, BLEU: 52.1, chr-F: 0.708\ntestset: URL, BLEU: 5.1, chr-F: 0.131\ntestset: URL, BLEU: 1.2, chr-F: 0.099\ntestset: URL, BLEU: 2.9, chr-F: 0.259\ntestset: URL, BLEU: 14.1, chr-F: 0.408\ntestset: URL, BLEU: 0.3, chr-F: 0.002\ntestset: URL, BLEU: 18.1, chr-F: 0.450\ntestset: URL, BLEU: 13.5, chr-F: 0.432\ntestset: URL, BLEU: 0.3, chr-F: 0.003\ntestset: URL, BLEU: 10.4, chr-F: 0.318\ntestset: URL, BLEU: 38.7, chr-F: 0.592\ntestset: URL, BLEU: 42.0, chr-F: 0.633\ntestset: URL, BLEU: 32.3, chr-F: 0.546\ntestset: URL, BLEU: 0.5, chr-F: 0.079\ntestset: URL, BLEU: 3.1, chr-F: 0.148\ntestset: URL, BLEU: 1.4, chr-F: 0.216\ntestset: URL, BLEU: 22.4, chr-F: 0.470\ntestset: URL, BLEU: 49.7, chr-F: 0.671\ntestset: URL, BLEU: 31.7, chr-F: 0.554\ntestset: URL, BLEU: 1.1, chr-F: 0.139\ntestset: URL, BLEU: 0.9, chr-F: 0.089\ntestset: URL, BLEU: 42.7, chr-F: 0.640\ntestset: URL, BLEU: 3.5, chr-F: 0.259\ntestset: URL, BLEU: 6.4, chr-F: 0.235\ntestset: URL, BLEU: 6.6, chr-F: 0.285\ntestset: URL, BLEU: 5.7, chr-F: 0.257\ntestset: URL, BLEU: 38.4, chr-F: 0.595\ntestset: URL, BLEU: 0.9, chr-F: 0.149\ntestset: URL, BLEU: 8.4, chr-F: 0.145\ntestset: URL, BLEU: 16.5, chr-F: 0.411\ntestset: URL, BLEU: 0.6, chr-F: 0.098\ntestset: URL, BLEU: 11.6, chr-F: 0.361\ntestset: URL, BLEU: 32.5, chr-F: 0.546\ntestset: URL, BLEU: 38.4, chr-F: 0.602\ntestset: URL, BLEU: 23.1, chr-F: 0.418\ntestset: URL, BLEU: 0.7, chr-F: 0.137\ntestset: URL, BLEU: 0.2, chr-F: 0.010\ntestset: URL, BLEU: 0.0, chr-F: 0.005\ntestset: URL, BLEU: 0.9, chr-F: 0.108\ntestset: URL, BLEU: 20.8, chr-F: 0.391\ntestset: URL, BLEU: 34.0, chr-F: 0.537\ntestset: URL, BLEU: 33.7, chr-F: 0.567\ntestset: URL, BLEU: 2.8, chr-F: 0.269\ntestset: URL, BLEU: 15.6, chr-F: 0.437\ntestset: URL, BLEU: 5.4, chr-F: 0.320\ntestset: URL, BLEU: 17.4, chr-F: 0.426\ntestset: URL, BLEU: 17.4, chr-F: 0.436\ntestset: URL, BLEU: 40.4, chr-F: 0.636\ntestset: URL, BLEU: 6.4, chr-F: 0.008\ntestset: URL, BLEU: 6.6, chr-F: 0.005\ntestset: URL, BLEU: 0.8, chr-F: 0.123\ntestset: URL, BLEU: 10.2, chr-F: 0.209\ntestset: URL, BLEU: 0.8, chr-F: 0.163\ntestset: URL, BLEU: 0.2, chr-F: 0.001\ntestset: URL, BLEU: 9.4, chr-F: 0.372\ntestset: URL, BLEU: 30.3, chr-F: 0.559\ntestset: URL, BLEU: 1.0, chr-F: 0.130\ntestset: URL, BLEU: 25.3, chr-F: 0.560\ntestset: URL, BLEU: 0.4, chr-F: 0.139\ntestset: URL, BLEU: 0.6, chr-F: 0.108\ntestset: URL, BLEU: 18.1, chr-F: 0.388\ntestset: URL, BLEU: 17.2, chr-F: 0.464\ntestset: URL, BLEU: 18.0, chr-F: 0.451\ntestset: URL, BLEU: 81.0, chr-F: 0.899\ntestset: URL, BLEU: 37.6, chr-F: 0.587\ntestset: URL, BLEU: 27.7, chr-F: 0.519\ntestset: URL, BLEU: 32.6, chr-F: 0.539\ntestset: URL, BLEU: 3.8, chr-F: 0.134\ntestset: URL, BLEU: 14.3, chr-F: 0.401\ntestset: URL, BLEU: 0.5, chr-F: 0.002\ntestset: URL, BLEU: 44.0, chr-F: 0.642\ntestset: URL, BLEU: 0.7, chr-F: 0.118\ntestset: URL, BLEU: 42.7, chr-F: 0.623\ntestset: URL, BLEU: 7.2, chr-F: 0.295\ntestset: URL, BLEU: 2.7, chr-F: 0.257\ntestset: URL, BLEU: 0.2, chr-F: 0.008\ntestset: URL, BLEU: 2.9, chr-F: 0.264\ntestset: URL, BLEU: 7.4, chr-F: 0.337\ntestset: URL, BLEU: 48.5, chr-F: 0.656\ntestset: URL, BLEU: 1.8, chr-F: 0.145\ntestset: URL, BLEU: 0.7, chr-F: 0.136\ntestset: URL, BLEU: 31.1, chr-F: 0.563\ntestset: URL, BLEU: 37.0, chr-F: 0.605\ntestset: URL, BLEU: 0.2, chr-F: 0.100\ntestset: URL, BLEU: 1.0, chr-F: 0.134\ntestset: URL, BLEU: 2.3, chr-F: 0.236\ntestset: URL, BLEU: 7.8, chr-F: 0.340\ntestset: URL, BLEU: 34.3, chr-F: 0.585\ntestset: URL, BLEU: 0.2, chr-F: 0.010\ntestset: URL, BLEU: 29.6, chr-F: 0.526\ntestset: URL, BLEU: 2.4, chr-F: 0.125\ntestset: URL, BLEU: 1.6, chr-F: 0.079\ntestset: URL, BLEU: 33.6, chr-F: 0.562\ntestset: URL, BLEU: 3.4, chr-F: 0.114\ntestset: URL, BLEU: 9.2, chr-F: 0.349\ntestset: URL, BLEU: 15.6, chr-F: 0.334\ntestset: URL, BLEU: 9.1, chr-F: 0.324\ntestset: URL, BLEU: 43.4, chr-F: 0.645\ntestset: URL, BLEU: 39.0, chr-F: 0.621\ntestset: URL, BLEU: 10.8, chr-F: 0.373\ntestset: URL, BLEU: 49.9, chr-F: 0.663\ntestset: URL, BLEU: 0.7, chr-F: 0.137\ntestset: URL, BLEU: 6.4, chr-F: 0.346\ntestset: URL, BLEU: 0.5, chr-F: 0.055\ntestset: URL, BLEU: 31.4, chr-F: 0.536\ntestset: URL, BLEU: 11.1, chr-F: 0.389\ntestset: URL, BLEU: 1.3, chr-F: 0.110\ntestset: URL, BLEU: 6.8, chr-F: 0.233\ntestset: URL, BLEU: 5.8, chr-F: 0.295\ntestset: URL, BLEU: 0.8, chr-F: 0.086", "### System Info:\n\n\n* hf\\_name: eng-ine\n* source\\_languages: eng\n* target\\_languages: ine\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'ca', 'es', 'os', 'ro', 'fy', 'cy', 'sc', 'is', 'yi', 'lb', 'an', 'sq', 'fr', 'ht', 'rm', 'ps', 'af', 'uk', 'sl', 'lt', 'bg', 'be', 'gd', 'si', 'br', 'mk', 'or', 'mr', 'ru', 'fo', 'co', 'oc', 'pl', 'gl', 'nb', 'bn', 'id', 'hy', 'da', 'gv', 'nl', 'pt', 'hi', 'as', 'kw', 'ga', 'sv', 'gu', 'wa', 'lv', 'el', 'it', 'hr', 'ur', 'nn', 'de', 'cs', 'ine']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'cat', 'spa', 'pap', 'mwl', 'lij', 'bos\\_Latn', 'lad\\_Latn', 'lat\\_Latn', 'pcd', 'oss', 'ron', 'fry', 'cym', 'awa', 'swg', 'zsm\\_Latn', 'srd', 'gcf\\_Latn', 'isl', 'yid', 'bho', 'ltz', 'kur\\_Latn', 'arg', 'pes\\_Thaa', 'sqi', 'csb\\_Latn', 'fra', 'hat', 'non\\_Latn', 'sco', 'pnb', 'roh', 'bul\\_Latn', 'pus', 'afr', 'ukr', 'slv', 'lit', 'tmw\\_Latn', 'hsb', 'tly\\_Latn', 'bul', 'bel', 'got\\_Goth', 'lat\\_Grek', 'ext', 'gla', 'mai', 'sin', 'hif\\_Latn', 'eng', 'bre', 'nob\\_Hebr', 'prg\\_Latn', 'ang\\_Latn', 'aln', 'mkd', 'ori', 'mar', 'afr\\_Arab', 'san\\_Deva', 'gos', 'rus', 'fao', 'orv\\_Cyrl', 'bel\\_Latn', 'cos', 'zza', 'grc\\_Grek', 'oci', 'mfe', 'gom', 'bjn', 'sgs', 'tgk\\_Cyrl', 'hye\\_Latn', 'pdc', 'srp\\_Cyrl', 'pol', 'ast', 'glg', 'pms', 'nob', 'ben', 'min', 'srp\\_Latn', 'zlm\\_Latn', 'ind', 'rom', 'hye', 'scn', 'enm\\_Latn', 'lmo', 'npi', 'pes', 'dan', 'rus\\_Latn', 'jdt\\_Cyrl', 'gsw', 'glv', 'nld', 'snd\\_Arab', 'kur\\_Arab', 'por', 'hin', 'dsb', 'asm', 'lad', 'frm\\_Latn', 'ksh', 'pan\\_Guru', 'cor', 'gle', 'swe', 'guj', 'wln', 'lav', 'ell', 'frr', 'rue', 'ita', 'hrv', 'urd', 'stq', 'nno', 'deu', 'lld\\_Latn', 'ces', 'egl', 'vec', 'max\\_Latn', 'pes\\_Latn', 'ltg', 'nds'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: ine\n* short\\_pair: en-ine\n* chrF2\\_score: 0.539\n* bleu: 32.6\n* brevity\\_penalty: 0.973\n* ref\\_len: 68664.0\n* src\\_name: English\n* tgt\\_name: Indo-European languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: ine\n* prefer\\_old: False\n* long\\_pair: eng-ine\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 180, 3400, 1417 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ca #es #os #ro #fy #cy #sc #is #yi #lb #an #sq #fr #ht #rm #ps #af #uk #sl #lt #bg #be #gd #si #br #mk #or #mr #ru #fo #co #oc #pl #gl #nb #bn #id #hy #da #gv #nl #pt #hi #as #kw #ga #sv #gu #wa #lv #el #it #hr #ur #nn #de #cs #ine #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-ine\n\n\n* source group: English\n* target group: Indo-European languages\n* OPUS readme: eng-ine\n* model: transformer\n* source language(s): eng\n* target language(s): afr aln ang\\_Latn arg asm ast awa bel bel\\_Latn ben bho bos\\_Latn bre bul bul\\_Latn cat ces cor cos csb\\_Latn cym dan deu dsb egl ell enm\\_Latn ext fao fra frm\\_Latn frr fry gcf\\_Latn gla gle glg glv gom gos got\\_Goth grc\\_Grek gsw guj hat hif\\_Latn hin hrv hsb hye ind isl ita jdt\\_Cyrl ksh kur\\_Arab kur\\_Latn lad lad\\_Latn lat\\_Latn lav lij lit lld\\_Latn lmo ltg ltz mai mar max\\_Latn mfe min mkd mwl nds nld nno nob nob\\_Hebr non\\_Latn npi oci ori orv\\_Cyrl oss pan\\_Guru pap pdc pes pes\\_Latn pes\\_Thaa pms pnb pol por prg\\_Latn pus roh rom ron rue rus san\\_Deva scn sco sgs sin slv snd\\_Arab spa sqi srp\\_Cyrl srp\\_Latn stq swe swg tgk\\_Cyrl tly\\_Latn tmw\\_Latn ukr urd vec wln yid zlm\\_Latn zsm\\_Latn zza\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 6.2, chr-F: 0.317\ntestset: URL, BLEU: 22.1, chr-F: 0.525\ntestset: URL, BLEU: 17.4, chr-F: 0.486\ntestset: URL, BLEU: 6.5, chr-F: 0.303\ntestset: URL, BLEU: 14.9, chr-F: 0.476\ntestset: URL, BLEU: 26.4, chr-F: 0.547\ntestset: URL, BLEU: 30.0, chr-F: 0.575\ntestset: URL, BLEU: 14.7, chr-F: 0.442\ntestset: URL, BLEU: 16.7, chr-F: 0.487\ntestset: URL, BLEU: 24.8, chr-F: 0.547\ntestset: URL, BLEU: 25.2, chr-F: 0.562\ntestset: URL, BLEU: 27.0, chr-F: 0.554\ntestset: URL, BLEU: 13.0, chr-F: 0.417\ntestset: URL, BLEU: 17.4, chr-F: 0.480\ntestset: URL, BLEU: 22.3, chr-F: 0.519\ntestset: URL, BLEU: 24.9, chr-F: 0.532\ntestset: URL, BLEU: 13.6, chr-F: 0.432\ntestset: URL, BLEU: 16.6, chr-F: 0.482\ntestset: URL, BLEU: 23.5, chr-F: 0.535\ntestset: URL, BLEU: 25.5, chr-F: 0.561\ntestset: URL, BLEU: 26.3, chr-F: 0.551\ntestset: URL, BLEU: 14.2, chr-F: 0.436\ntestset: URL, BLEU: 18.3, chr-F: 0.492\ntestset: URL, BLEU: 25.7, chr-F: 0.550\ntestset: URL, BLEU: 30.5, chr-F: 0.578\ntestset: URL, BLEU: 15.1, chr-F: 0.439\ntestset: URL, BLEU: 17.1, chr-F: 0.478\ntestset: URL, BLEU: 28.0, chr-F: 0.569\ntestset: URL, BLEU: 31.9, chr-F: 0.580\ntestset: URL, BLEU: 13.6, chr-F: 0.418\ntestset: URL, BLEU: 17.0, chr-F: 0.475\ntestset: URL, BLEU: 26.1, chr-F: 0.553\ntestset: URL, BLEU: 21.4, chr-F: 0.506\ntestset: URL, BLEU: 31.4, chr-F: 0.577\ntestset: URL, BLEU: 15.3, chr-F: 0.438\ntestset: URL, BLEU: 20.3, chr-F: 0.501\ntestset: URL, BLEU: 26.0, chr-F: 0.540\ntestset: URL, BLEU: 16.1, chr-F: 0.449\ntestset: URL, BLEU: 28.6, chr-F: 0.555\ntestset: URL, BLEU: 9.5, chr-F: 0.344\ntestset: URL, BLEU: 14.8, chr-F: 0.440\ntestset: URL, BLEU: 22.6, chr-F: 0.523\ntestset: URL, BLEU: 18.8, chr-F: 0.483\ntestset: URL, BLEU: 16.8, chr-F: 0.457\ntestset: URL, BLEU: 26.2, chr-F: 0.555\ntestset: URL, BLEU: 21.2, chr-F: 0.510\ntestset: URL, BLEU: 17.6, chr-F: 0.471\ntestset: URL, BLEU: 13.6, chr-F: 0.421\ntestset: URL, BLEU: 21.5, chr-F: 0.516\ntestset: URL, BLEU: 13.0, chr-F: 0.452\ntestset: URL, BLEU: 18.7, chr-F: 0.486\ntestset: URL, BLEU: 13.5, chr-F: 0.425\ntestset: URL, BLEU: 29.8, chr-F: 0.581\ntestset: URL, BLEU: 16.1, chr-F: 0.472\ntestset: URL, BLEU: 14.8, chr-F: 0.435\ntestset: URL, BLEU: 26.6, chr-F: 0.554\ntestset: URL, BLEU: 6.9, chr-F: 0.313\ntestset: URL, BLEU: 10.6, chr-F: 0.429\ntestset: URL, BLEU: 17.5, chr-F: 0.452\ntestset: URL, BLEU: 52.1, chr-F: 0.708\ntestset: URL, BLEU: 5.1, chr-F: 0.131\ntestset: URL, BLEU: 1.2, chr-F: 0.099\ntestset: URL, BLEU: 2.9, chr-F: 0.259\ntestset: URL, BLEU: 14.1, chr-F: 0.408\ntestset: URL, BLEU: 0.3, chr-F: 0.002\ntestset: URL, BLEU: 18.1, chr-F: 0.450\ntestset: URL, BLEU: 13.5, chr-F: 0.432\ntestset: URL, BLEU: 0.3, chr-F: 0.003\ntestset: URL, BLEU: 10.4, chr-F: 0.318\ntestset: URL, BLEU: 38.7, chr-F: 0.592\ntestset: URL, BLEU: 42.0, chr-F: 0.633\ntestset: URL, BLEU: 32.3, chr-F: 0.546\ntestset: URL, BLEU: 0.5, chr-F: 0.079\ntestset: URL, BLEU: 3.1, chr-F: 0.148\ntestset: URL, BLEU: 1.4, chr-F: 0.216\ntestset: URL, BLEU: 22.4, chr-F: 0.470\ntestset: URL, BLEU: 49.7, chr-F: 0.671\ntestset: URL, BLEU: 31.7, chr-F: 0.554\ntestset: URL, BLEU: 1.1, chr-F: 0.139\ntestset: URL, BLEU: 0.9, chr-F: 0.089\ntestset: URL, BLEU: 42.7, chr-F: 0.640\ntestset: URL, BLEU: 3.5, chr-F: 0.259\ntestset: URL, BLEU: 6.4, chr-F: 0.235\ntestset: URL, BLEU: 6.6, chr-F: 0.285\ntestset: URL, BLEU: 5.7, chr-F: 0.257\ntestset: URL, BLEU: 38.4, chr-F: 0.595\ntestset: URL, BLEU: 0.9, chr-F: 0.149\ntestset: URL, BLEU: 8.4, chr-F: 0.145\ntestset: URL, BLEU: 16.5, chr-F: 0.411\ntestset: URL, BLEU: 0.6, chr-F: 0.098\ntestset: URL, BLEU: 11.6, chr-F: 0.361\ntestset: URL, BLEU: 32.5, chr-F: 0.546\ntestset: URL, BLEU: 38.4, chr-F: 0.602\ntestset: URL, BLEU: 23.1, chr-F: 0.418\ntestset: URL, BLEU: 0.7, chr-F: 0.137\ntestset: URL, BLEU: 0.2, chr-F: 0.010\ntestset: URL, BLEU: 0.0, chr-F: 0.005\ntestset: URL, BLEU: 0.9, chr-F: 0.108\ntestset: URL, BLEU: 20.8, chr-F: 0.391\ntestset: URL, BLEU: 34.0, chr-F: 0.537\ntestset: URL, BLEU: 33.7, chr-F: 0.567\ntestset: URL, BLEU: 2.8, chr-F: 0.269\ntestset: URL, BLEU: 15.6, chr-F: 0.437\ntestset: URL, BLEU: 5.4, chr-F: 0.320\ntestset: URL, BLEU: 17.4, chr-F: 0.426\ntestset: URL, BLEU: 17.4, chr-F: 0.436\ntestset: URL, BLEU: 40.4, chr-F: 0.636\ntestset: URL, BLEU: 6.4, chr-F: 0.008\ntestset: URL, BLEU: 6.6, chr-F: 0.005\ntestset: URL, BLEU: 0.8, chr-F: 0.123\ntestset: URL, BLEU: 10.2, chr-F: 0.209\ntestset: URL, BLEU: 0.8, chr-F: 0.163\ntestset: URL, BLEU: 0.2, chr-F: 0.001\ntestset: URL, BLEU: 9.4, chr-F: 0.372\ntestset: URL, BLEU: 30.3, chr-F: 0.559\ntestset: URL, BLEU: 1.0, chr-F: 0.130\ntestset: URL, BLEU: 25.3, chr-F: 0.560\ntestset: URL, BLEU: 0.4, chr-F: 0.139\ntestset: URL, BLEU: 0.6, chr-F: 0.108\ntestset: URL, BLEU: 18.1, chr-F: 0.388\ntestset: URL, BLEU: 17.2, chr-F: 0.464\ntestset: URL, BLEU: 18.0, chr-F: 0.451\ntestset: URL, BLEU: 81.0, chr-F: 0.899\ntestset: URL, BLEU: 37.6, chr-F: 0.587\ntestset: URL, BLEU: 27.7, chr-F: 0.519\ntestset: URL, BLEU: 32.6, chr-F: 0.539\ntestset: URL, BLEU: 3.8, chr-F: 0.134\ntestset: URL, BLEU: 14.3, chr-F: 0.401\ntestset: URL, BLEU: 0.5, chr-F: 0.002\ntestset: URL, BLEU: 44.0, chr-F: 0.642\ntestset: URL, BLEU: 0.7, chr-F: 0.118\ntestset: URL, BLEU: 42.7, chr-F: 0.623\ntestset: URL, BLEU: 7.2, chr-F: 0.295\ntestset: URL, BLEU: 2.7, chr-F: 0.257\ntestset: URL, BLEU: 0.2, chr-F: 0.008\ntestset: URL, BLEU: 2.9, chr-F: 0.264\ntestset: URL, BLEU: 7.4, chr-F: 0.337\ntestset: URL, BLEU: 48.5, chr-F: 0.656\ntestset: URL, BLEU: 1.8, chr-F: 0.145\ntestset: URL, BLEU: 0.7, chr-F: 0.136\ntestset: URL, BLEU: 31.1, chr-F: 0.563\ntestset: URL, BLEU: 37.0, chr-F: 0.605\ntestset: URL, BLEU: 0.2, chr-F: 0.100\ntestset: URL, BLEU: 1.0, chr-F: 0.134\ntestset: URL, BLEU: 2.3, chr-F: 0.236\ntestset: URL, BLEU: 7.8, chr-F: 0.340\ntestset: URL, BLEU: 34.3, chr-F: 0.585\ntestset: URL, BLEU: 0.2, chr-F: 0.010\ntestset: URL, BLEU: 29.6, chr-F: 0.526\ntestset: URL, BLEU: 2.4, chr-F: 0.125\ntestset: URL, BLEU: 1.6, chr-F: 0.079\ntestset: URL, BLEU: 33.6, chr-F: 0.562\ntestset: URL, BLEU: 3.4, chr-F: 0.114\ntestset: URL, BLEU: 9.2, chr-F: 0.349\ntestset: URL, BLEU: 15.6, chr-F: 0.334\ntestset: URL, BLEU: 9.1, chr-F: 0.324\ntestset: URL, BLEU: 43.4, chr-F: 0.645\ntestset: URL, BLEU: 39.0, chr-F: 0.621\ntestset: URL, BLEU: 10.8, chr-F: 0.373\ntestset: URL, BLEU: 49.9, chr-F: 0.663\ntestset: URL, BLEU: 0.7, chr-F: 0.137\ntestset: URL, BLEU: 6.4, chr-F: 0.346\ntestset: URL, BLEU: 0.5, chr-F: 0.055\ntestset: URL, BLEU: 31.4, chr-F: 0.536\ntestset: URL, BLEU: 11.1, chr-F: 0.389\ntestset: URL, BLEU: 1.3, chr-F: 0.110\ntestset: URL, BLEU: 6.8, chr-F: 0.233\ntestset: URL, BLEU: 5.8, chr-F: 0.295\ntestset: URL, BLEU: 0.8, chr-F: 0.086" ]
[ -0.05768121778964996, 0.042298898100852966, -0.01005463395267725, 0.04151509702205658, 0.04414777085185051, 0.04643460363149643, 0.046871475875377655, 0.11102951318025589, 0.06300070881843567, 0.09395100921392441, 0.09147587418556213, 0.08880060166120529, 0.08740144968032837, 0.015700407326221466, 0.00832638144493103, -0.23389273881912231, 0.01449587568640709, -0.028139084577560425, -0.06995928287506104, 0.099042609333992, 0.053602419793605804, -0.02328437939286232, 0.08868572860956192, -0.06736502051353455, 0.07726193964481354, 0.03807180002331734, -0.06328777968883514, -0.006928127724677324, 0.026433810591697693, 0.08581586927175522, 0.007270896341651678, 0.07269469648599625, 0.029514973983168602, -0.267161101102829, 0.018450111150741577, -0.021152449771761894, -0.06101011484861374, -0.02566131204366684, 0.0632978305220604, -0.10286680608987808, 0.2021951526403427, -0.0825556069612503, -0.07698936760425568, 0.036351826041936874, -0.12612813711166382, -0.19537942111492157, -0.0462891161441803, 0.09382753074169159, 0.032969631254673004, 0.08017648011445999, -0.05986250936985016, 0.09280651807785034, -0.09845347702503204, 0.07470804452896118, 0.23764091730117798, -0.23573514819145203, -0.0544423833489418, 0.0697178989648819, 0.08712450414896011, 0.08666954189538956, -0.07439928501844406, 0.03584291413426399, 0.030632518231868744, 0.0010608097072690725, -0.08378560841083527, -0.07656608521938324, 0.06078379973769188, 0.0646987184882164, -0.1189149022102356, -0.03914675861597061, 0.15534886717796326, 0.022713590413331985, 0.01322648860514164, 0.03614148870110512, -0.013403681106865406, -0.12310031801462173, -0.04204650968313217, -0.020869459956884384, 0.01382488664239645, 0.005421176552772522, 0.05800800770521164, 0.015714328736066818, -0.0646294429898262, -0.006826670840382576, -0.04707493633031845, 0.10931792855262756, 0.0546080507338047, -0.03703194856643677, 0.023220907896757126, 0.04190606623888016, -0.011750071309506893, -0.1471308171749115, -0.038095708936452866, -0.007578565273433924, 0.009103471413254738, 0.03529840707778931, 0.026379290968179703, 0.09824772924184799, 0.09061264246702194, 0.12408166378736496, -0.09571060538291931, 0.07253128290176392, 0.0123031260445714, 0.05442202836275101, -0.007476624567061663, 0.07579420506954193, -0.08164004981517792, -0.07750634104013443, -0.09592992067337036, -0.010472025722265244, -0.016113393008708954, 0.0063361735083162785, -0.0818130224943161, -0.019490772858262062, -0.002085183747112751, 0.06372220069169998, 0.020042650401592255, 0.03367755562067032, -0.07003015279769897, 0.018886540085077286, 0.0840948149561882, -0.05913766846060753, 0.03393692523241043, 0.08500771969556808, -0.006729749962687492, 0.0850655734539032, -0.01157195121049881, -0.000803955364972353, -0.05196329206228256, 0.043923381716012955, -0.024677850306034088, 0.04754270613193512, -0.020279444754123688, -0.06154964119195938, 0.051033973693847656, -0.02383674681186676, 0.01987016759812832, -0.09626998007297516, -0.04437042400240898, -0.04786035791039467, -0.019029656425118446, -0.09186530113220215, 0.006221412681043148, -0.08510863780975342, -0.10937074571847916, 0.013927619904279709, -0.002076567616313696, 0.003956233151257038, -0.07724375277757645, 0.0784233957529068, 0.005049707368016243, 0.08329199999570847, 0.03320491313934326, 0.02260577864944935, -0.0489671565592289, 0.044182535260915756, -0.12418833374977112, 0.0724000483751297, -0.115180104970932, 0.01963057741522789, -0.08575735241174698, -0.13091988861560822, -0.05657261237502098, 0.05202150344848633, -0.0046236589550971985, 0.20242777466773987, -0.16023662686347961, -0.07890842854976654, 0.21933938562870026, -0.05776723474264145, -0.07509321719408035, 0.10147812962532043, 0.04896644130349159, -0.040112219750881195, 0.01461830548942089, 0.17239701747894287, 0.06539063900709152, -0.08317948877811432, -0.031008053570985794, 0.03646062687039375, 0.082218237221241, 0.0917569249868393, 0.11879099905490875, -0.016552038490772247, 0.03018883988261223, 0.018428009003400803, -0.0842146947979927, 0.03475101664662361, -0.053206924349069595, -0.07325290888547897, 0.03714583069086075, -0.0213112011551857, 0.038201071321964264, 0.0871148556470871, -0.009497251361608505, -0.05368582159280777, -0.07444380223751068, -0.05388491228222847, 0.06247153878211975, 0.002487432211637497, 0.021330704912543297, -0.0571354478597641, 0.09468565881252289, 0.02944016456604004, 0.024867765605449677, -0.07521256804466248, 0.0198829285800457, -0.01742972992360592, 0.05406569316983223, 0.08231557160615921, 0.06313243508338928, 0.09622380882501602, -0.007859393954277039, -0.05904461070895195, -0.06106983497738838, 0.06934638321399689, -0.01260805781930685, -0.018634425476193428, -0.2146836519241333, 0.042511746287345886, -0.005098805297166109, 0.07020212709903717, -0.1746462881565094, 0.02266629785299301, 0.14228054881095886, 0.13505606353282928, -0.04309213161468506, 0.003930140286684036, -0.006470425985753536, 0.0590781532227993, -0.02514621615409851, -0.003097495064139366, 0.016591012477874756, -0.051780279725790024, -0.10399143397808075, 0.11032173782587051, -0.06498892605304718, 0.12578649818897247, 0.1418544352054596, -0.09666448831558228, -0.06538891792297363, 0.04015783965587616, -0.02006440982222557, -0.006449723616242409, 0.09614816308021545, -0.0311308391392231, 0.09232095628976822, 0.004905897192656994, 0.05009555071592331, -0.09104789793491364, -0.041243456304073334, 0.003895656205713749, -0.05855491757392883, -0.06598624587059021, 0.23634609580039978, 0.04228081554174423, -0.0865250676870346, 0.17615309357643127, 0.15193602442741394, 0.04036110267043114, 0.1751098334789276, -0.01860915869474411, -0.05936437100172043, -0.06095556169748306, 0.06059117987751961, 0.00819313246756792, 0.046066462993621826, -0.12741191685199738, 0.016468018293380737, -0.00713727343827486, -0.005086127202957869, 0.026398472487926483, -0.08041427284479141, -0.05487420782446861, -0.016458015888929367, -0.08291126787662506, 0.005882397294044495, 0.04982132837176323, -0.027203943580389023, 0.07402502000331879, -0.0014115842059254646, -0.050883516669273376, -0.054107919335365295, -0.02527863159775734, -0.08319558203220367, 0.163038969039917, -0.13849925994873047, -0.13583332300186157, -0.041898421943187714, -0.0475679449737072, -0.017808666452765465, -0.005166356451809406, 0.05321071296930313, -0.13175278902053833, -0.03462725877761841, -0.031234506517648697, 0.07851673662662506, -0.07829902321100235, -0.04149796813726425, -0.09229227900505066, -0.002942809369415045, -0.01679670251905918, -0.05326640605926514, -0.027211278676986694, 0.030256230384111404, -0.08658380061388016, 0.06475785374641418, -0.11015057563781738, 0.12273561954498291, 0.10694858431816101, 0.07468169927597046, 0.010617957450449467, -0.0023045605048537254, 0.19201532006263733, -0.13609445095062256, 0.025603091344237328, -0.006535390391945839, 0.007895104587078094, 0.053147897124290466, 0.13737279176712036, 0.02769439108669758, -0.05649474263191223, -0.024699533358216286, 0.017168372869491577, -0.009498130530118942, -0.22289308905601501, -0.09047677367925644, -0.0553019642829895, 0.05518798157572746, -0.01879936084151268, 0.07107861340045929, 0.02256198227405548, 0.03011869639158249, -0.06327860802412033, -0.060591667890548706, 0.009648103266954422, 0.02898647077381611, 0.10993100702762604, -0.023153573274612427, 0.058873675763607025, -0.04478095844388008, -0.039501577615737915, 0.08324192464351654, 0.03853193670511246, 0.025565585121512413, 0.03571178764104843, 0.09532655775547028, 0.07500141113996506, 0.1481529176235199, -0.01951022259891033, -0.018363293260335922, 0.021199800074100494, -0.03055465593934059, 0.0015877094119787216, -0.06363144516944885, 0.01979149505496025, 0.06783278286457062, 0.10917909443378448, -0.04338585585355759, -0.015606374479830265, -0.0548463873565197, 0.10239723324775696, 0.0579463392496109, 0.032455846667289734, -0.12358617782592773, 0.018423832952976227, 0.08315297216176987, 0.03272709995508194, -0.034188754856586456, 0.050081994384527206, 0.03600726276636124, -0.05009714886546135, 0.11745721101760864, 0.07087530195713043, 0.06572799384593964, -0.04491329565644264, 0.03776279091835022, -0.007376832887530327, -0.022502128034830093, 0.007265935651957989, 0.08523152768611908, -0.26164090633392334, 0.24464504420757294, 0.01054173894226551, -0.02191082388162613, -0.004110309761017561, -0.032887544482946396, 0.02697709947824478, 0.08261600136756897, 0.18021011352539062, 0.05536950007081032, -0.09481019526720047, -0.1315540224313736, 0.00636829249560833, -0.012802746146917343, 0.12492042779922485, -0.06275644898414612, 0.06524431705474854, 0.022330142557621002, -0.0562337189912796, -0.050285592675209045, 0.03047604113817215, -0.06253457069396973, -0.058828700333833694, 0.07238097488880157, -0.02193688601255417, 0.03477438911795616, -0.030258236452937126, -0.05428863316774368, -0.22450114786624908, 0.10883699357509613, -0.17248870432376862, -0.04331932216882706, -0.051302470266819, -0.051516443490982056, 0.1497703492641449, -0.11484476923942566, -0.04098685830831528, 0.004919055849313736, -0.040099527686834335, -0.01207302138209343, -0.0012152157723903656, 0.09883910417556763, -0.06175696849822998, -0.16174842417240143, 0.0020407764241099358, 0.14302995800971985, 0.045686863362789154, 0.09380121529102325, -0.02929132804274559, 0.018483899533748627, -0.025426728650927544, -0.12613257765769958, 0.044229622930288315, -0.027169808745384216, -0.03809014707803726, 0.06764373183250427, -0.06005236878991127, -0.06434889882802963, -0.09035885334014893, -0.08368267118930817, 0.04873177781701088, 0.29181116819381714, -0.04751480370759964, 0.059927478432655334, 0.09537120908498764, -0.09115252643823624, -0.20970195531845093, -0.08335795998573303, -0.0433022640645504, -0.005929099395871162, -0.0033531375229358673, -0.15290988981723785, -0.005740731954574585, 0.01912870444357395, 0.017574766650795937, 0.06966235488653183, -0.2637348175048828, -0.08032403886318207, 0.11442141979932785, 0.01910044439136982, 0.02635502815246582, -0.20003089308738708, -0.08030116558074951, -0.010442407801747322, -0.1137484535574913, -0.03346771001815796, -0.00381406769156456, 0.05453876405954361, -0.028564244508743286, 0.021208807826042175, 0.023285390809178352, -0.012712042778730392, 0.1927638053894043, 0.030563032254576683, -0.013709538616240025, -0.08634984493255615, -0.035178136080503464, 0.000967659056186676, 0.033210139721632004, 0.019155997782945633, -0.12368711084127426, -0.03676431626081467, -0.11070422828197479, 0.0038392897695302963, -0.10550669580698013, 0.018632106482982635, -0.0693453922867775, 0.0007331352680921555, -0.07194571197032928, 0.06631201505661011, 0.046025119721889496, 0.017940454185009003, 0.09786242991685867, -0.10887153446674347, 0.11075852066278458, 0.026688478887081146, 0.1353948414325714, 0.046658050268888474, 0.008371610194444656, -0.022848844528198242, 0.0027315421029925346, 0.006436350289732218, -0.08690525591373444, -0.0022029196843504906, 0.17081612348556519, -0.004922276362776756, 0.06434457004070282, 0.022875886410474777, -0.10843345522880554, -0.023950515314936638, 0.09735582768917084, -0.09941000491380692, -0.14152303338050842, -0.04473165422677994, -0.0903647243976593, 0.027789480984210968, -0.03869347274303436, 0.10926827043294907, -0.016995523124933243, -0.01655500940978527, 0.01167381927371025, 0.04353100433945656, -0.0318552628159523, 0.11405447125434875, 0.05211969465017319, 0.034443218261003494, -0.09495031833648682, 0.02132246643304825, 0.018191754817962646, -0.0984760969877243, 0.01525680162012577, 0.1932622790336609, -0.04783468320965767, -0.11467178165912628, -0.006575215607881546, 0.0717383623123169, -0.047011736780405045, -0.04287033528089523, -0.030843500047922134, -0.10694217681884766, 0.06304562091827393, 0.16648860275745392, 0.05052092298865318, 0.008407734334468842, 0.07003413140773773, 0.003831211943179369, 0.0695236325263977, 0.0800541564822197, 0.0683746486902237, 0.004891436547040939, -0.0406639501452446, 0.030253376811742783, -0.015627875924110413, 0.07858775556087494, -0.01207740232348442, -0.005667431280016899, -0.16467639803886414, 0.04825872182846069, -0.09643705934286118, -0.007270708680152893, -0.09770519286394119, -0.021461592987179756, -0.007400653325021267, -0.11357191950082779, -0.05386164411902428, -0.035597845911979675, -0.1002090722322464, -0.017852861434221268, 0.0025548620615154505, 0.11559588462114334, -0.10232711583375931, -0.05746748298406601, 0.09223327040672302, -0.0528283566236496, 0.0478903204202652, 0.08277913928031921, -0.027249546721577644, 0.06481093913316727, -0.15996752679347992, 0.03239279240369797, 0.013557158410549164, 0.04068100079894066, -0.004217479843646288, -0.03439810872077942, -0.022768884897232056, -0.0057573262602090836, 0.03481101244688034, 0.055506281554698944, 0.001283036544919014, -0.043230995535850525, 0.10091596841812134, -0.04558265209197998, -0.09813389927148819, -0.008537543006241322, 0.0636172965168953, 0.08283044397830963, -0.012206279672682285, 0.04156559705734253, -0.07258181273937225, 0.055001791566610336, -0.10716903209686279, 0.018796857446432114, -0.0037538299802690744, -0.08472494035959244, -0.00222117081284523, -0.044174741953611374, 0.06367760896682739, -0.015435243025422096, 0.1118173897266388, -0.057313308119773865, 0.006323610432446003, 0.014832286164164543, -0.007661018520593643, 0.005002268124371767, 0.020080050453543663, 0.06275475025177002, 0.056741710752248764, -0.04046669602394104, -0.07928759604692459, 0.024305811151862144, -0.02526962012052536, -0.032656751573085785, 0.0746401846408844, 0.11967839300632477, 0.13248687982559204, 0.08914494514465332, -0.006454464513808489, -0.09245136380195618, -0.002657734788954258, -0.011253081262111664, -0.02811335399746895, 0.006322001107037067, -0.030252855271100998, 0.1554580181837082, 0.14639900624752045, -0.15180690586566925, 0.05510576441884041, -0.0533314049243927, -0.04113491624593735, -0.10342706739902496, -0.10355528444051743, -0.054989978671073914, -0.0997467041015625, 0.03212630748748779, -0.08235283195972443, 0.04816918820142746, -0.004870397970080376, 0.07573011517524719, 0.0007896590977907181, 0.10985812544822693, 0.0472455658018589, -0.07280715554952621, 0.0523519366979599, 0.004800119902938604, 0.03193923085927963, -0.030520552769303322, 0.018428653478622437, -0.00446345703676343, -0.06429131329059601, -0.00755778094753623, 0.03948964923620224, -0.07222501188516617, -0.017620781436562538, -0.0747847706079483, -0.07308024168014526, -0.023273782804608345, 0.04456961154937744, 0.017305102199316025, 0.16089223325252533, 0.01743471249938011, -0.010228225961327553, 0.004947562702000141, 0.09851126372814178, -0.04523878172039986, -0.08442701399326324, -0.022136837244033813, 0.14116519689559937, 0.001122392830438912, 0.05179015174508095, -0.028957616537809372, -0.01628873310983181, 0.010457691736519337, 0.21238212287425995, 0.21023789048194885, -0.049514204263687134, 0.04503489285707474, 0.04980333894491196, 0.042627349495887756, 0.07197143882513046, -0.05409438908100128, 0.12301969528198242, 0.21902409195899963, -0.09717882424592972, -0.019592545926570892, -0.0667608231306076, -0.007655936758965254, -0.033242277801036835, 0.023143362253904343, 0.027745945379137993, -0.029196077957749367, -0.03263942524790764, 0.10579095035791397, -0.1962720900774002, -0.034862637519836426, 0.032474368810653687, -0.1651870608329773, -0.05541346222162247, -0.04752165824174881, 0.05132202059030533, 0.10716976970434189, 0.022127967327833176, 0.003947644494473934, -0.09145565330982208, 0.04814862459897995, 0.05012968182563782, -0.11844293773174286, -0.0036456920206546783, 0.03285429626703262, -0.0973791629076004, 0.10915951430797577, -0.042745690792798996, 0.06083407253026962, 0.1021253913640976, 0.012002578005194664, -0.00949002429842949, 0.040369730442762375, 0.10347919166088104, -0.0672583132982254, -0.02162124402821064, 0.07049138098955154, 0.015585638582706451, 0.02672235481441021, 0.11354891955852509, -0.00044783391058444977, 0.0724380761384964, 0.09989632666110992, -0.04301102086901665, -0.02660202980041504, 0.09079334139823914, -0.08687197417020798, 0.05757361650466919, 0.12784047424793243, 0.007916353642940521, -0.027524255216121674, -0.03648321330547333, -0.0014304984360933304, -0.03039596602320671, 0.0952703133225441, -0.003936201799660921, -0.09002000093460083, -0.016549427062273026, 0.0031224200502038, 0.10428036749362946, -0.12324187159538269, -0.048784077167510986, 0.003447601106017828, 0.012608516961336136, -0.06279836595058441, 0.10043545812368393, 0.07186152040958405, 0.02642817422747612, -0.009892538189888, -0.14465802907943726, 0.04474722594022751, 0.11914330720901489, -0.1257411241531372, -0.026739999651908875 ]
null
null
transformers
### opus-mt-en-is * source languages: en * target languages: is * OPUS readme: [en-is](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-is/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-is/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-is/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-is/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.en.is | 25.3 | 0.518 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-is
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "is", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #is #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-is * source languages: en * target languages: is * OPUS readme: en-is * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 25.3, chr-F: 0.518
[ "### opus-mt-en-is\n\n\n* source languages: en\n* target languages: is\n* OPUS readme: en-is\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.518" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #is #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-is\n\n\n* source languages: en\n* target languages: is\n* OPUS readme: en-is\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.518" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #is #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-is\n\n\n* source languages: en\n* target languages: is\n* OPUS readme: en-is\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 25.3, chr-F: 0.518" ]
[ -0.1095827966928482, 0.11968299746513367, -0.004717599600553513, 0.06782299280166626, 0.06894297152757645, 0.0007496086764149368, 0.0710672065615654, 0.14938214421272278, -0.02604680508375168, -0.0016348699573427439, 0.13771924376487732, 0.13272346556186676, 0.013037262484431267, 0.11785472184419632, -0.0799444317817688, -0.13565859198570251, 0.05369378253817558, 0.04459899291396141, -0.06776750832796097, 0.14379547536373138, 0.10415547341108322, -0.009783681482076645, 0.09549909085035324, -0.02729153074324131, -0.03147193789482117, 0.08983118087053299, 0.014369404874742031, -0.06755106896162033, 0.06285591423511505, 0.05695151537656784, 0.02957337722182274, 0.07512089610099792, -0.026086505502462387, -0.20571625232696533, 0.013789083808660507, 0.00800918135792017, -0.05397789552807808, 0.02766754850745201, 0.027287432923913002, -0.08915255218744278, 0.08467485010623932, -0.06792508810758591, -0.03331967443227768, 0.044960759580135345, -0.052215076982975006, -0.12868694961071014, -0.04699574038386345, -0.02513447031378746, -0.0516258105635643, 0.14087149500846863, -0.044906772673130035, 0.26876530051231384, -0.14108939468860626, 0.1391923725605011, 0.23895961046218872, -0.31320321559906006, -0.024641379714012146, 0.06174207851290703, 0.05036598816514015, 0.086098812520504, -0.003324889810755849, -0.0023383512161672115, 0.07807609438896179, 0.03640970215201378, -0.04756925627589226, -0.12360724061727524, -0.05947393178939819, 0.027088738977909088, -0.11744487285614014, -0.037410251796245575, 0.2869631052017212, 0.0107951695099473, -0.07585832476615906, 0.0330645889043808, -0.050622206181287766, -0.017577962949872017, -0.006518462672829628, 0.03463270142674446, 0.04946942627429962, 0.03140851482748985, 0.037918612360954285, -0.011033986695110798, -0.08897478133440018, -0.0651126578450203, -0.124875009059906, 0.139499694108963, 0.044616442173719406, 0.0067849778570234776, -0.03089352883398533, 0.0460679866373539, 0.0219869427382946, -0.12822216749191284, -0.05082950368523598, -0.051522254943847656, 0.02574521116912365, 0.058853574097156525, -0.1038648784160614, -0.0823095291852951, 0.14208342134952545, 0.15905937552452087, -0.04396391659975052, 0.04296348989009857, -0.09710361063480377, 0.06459001451730728, -0.026908569037914276, 0.1972876936197281, -0.02763722836971283, -0.06400955468416214, 0.07117191702127457, 0.011312269605696201, 0.04182642698287964, 0.02008567377924919, -0.0968676507472992, -0.08743163198232651, 0.04162069782614708, 0.09960459172725677, 0.03191489726305008, 0.07315707206726074, -0.055703263729810715, -0.0004837966407649219, 0.01915139891207218, -0.15271203219890594, 0.016882317140698433, 0.03643184155225754, -0.020412901416420937, 0.08455076813697815, 0.07740036398172379, -0.028757862746715546, -0.13254263997077942, 0.00017545562877785414, -0.04043709486722946, 0.0035903300158679485, -0.04088705778121948, -0.09232158958911896, 0.04452222213149071, -0.017395317554473877, 0.022557659074664116, -0.14939086139202118, -0.1039867252111435, -0.04683317989110947, 0.04088320583105087, -0.005931847728788853, -0.024679219350218773, -0.03142201527953148, -0.05439547821879387, 0.008456756360828876, -0.050815705209970474, -0.007445553317666054, -0.09707213193178177, 0.08729323744773865, 0.0485166572034359, 0.05785029008984566, -0.08689343929290771, 0.04291610047221184, -0.1757729947566986, -0.019643401727080345, -0.08479272574186325, 0.05111710727214813, -0.11671335995197296, 0.06816422939300537, -0.07558119297027588, -0.08033454418182373, -0.051509957760572433, 0.07846786081790924, 0.0517190545797348, 0.1745881289243698, -0.14779697358608246, -0.047385796904563904, 0.23511584103107452, -0.08551788330078125, -0.1464626044034958, 0.13414113223552704, 0.011276298202574253, -0.021762602031230927, 0.04933319613337517, 0.18972192704677582, -0.02524521015584469, -0.05709436908364296, 0.027361532673239708, 0.08451549708843231, 0.03417865186929703, -0.07226365059614182, 0.11322732269763947, -0.0658346489071846, -0.08317176252603531, 0.06767375767230988, -0.10015877336263657, 0.037927620112895966, 0.016068527474999428, -0.05623675510287285, -0.07790930569171906, -0.0150221586227417, 0.00727513013407588, 0.03901131823658943, 0.03381561487913132, -0.13473942875862122, -0.09767598658800125, 0.003513266099616885, 0.0702870711684227, -0.030841873958706856, 0.06335162371397018, -0.041035525500774384, 0.11114199459552765, -0.07409223914146423, 0.03752146288752556, -0.14799512922763824, 0.05497930198907852, 0.006432656664401293, 0.018946489319205284, 0.11260567605495453, 0.045192427933216095, 0.021480904892086983, -0.0761786699295044, -0.02196958288550377, -0.020464671775698662, 0.059348948299884796, -0.02009497582912445, -0.05424854904413223, -0.17023064196109772, 0.05923858657479286, -0.020388366654515266, -0.013680251315236092, -0.09128566831350327, -0.012333996593952179, 0.020272227004170418, 0.06471750140190125, -0.03864063322544098, 0.06241704896092415, -0.001197592238895595, 0.044012658298015594, -0.07106896489858627, -0.0057367002591490746, 0.02858923375606537, 0.02664969116449356, -0.09689753502607346, 0.16052863001823425, -0.05228463560342789, 0.19101524353027344, 0.22322691977024078, -0.1682976931333542, 0.006616334430873394, 0.02698119916021824, -0.02303943783044815, 0.008837158791720867, 0.051094379276037216, 0.0062661729753017426, 0.047315604984760284, -0.01000193227082491, 0.14256776869297028, -0.14055867493152618, -0.006063481327146292, -0.03554544970393181, -0.08731213957071304, -0.045347195118665695, 0.16756221652030945, 0.05569085851311684, -0.13516849279403687, 0.13819541037082672, 0.20981818437576294, -0.13718515634536743, 0.16790620982646942, -0.06873863935470581, -0.06639475375413895, 0.050926145166158676, 0.06089668720960617, -0.016022183001041412, 0.06208788976073265, -0.1990208476781845, 0.01417246088385582, 0.04839106649160385, 0.05495865270495415, 0.06330414861440659, -0.10569573938846588, -0.0022388652432709932, 0.005966352764517069, -0.0769709125161171, -0.018393583595752716, 0.031035088002681732, 0.01721523515880108, 0.10056820511817932, -0.02760869450867176, -0.05760234594345093, 0.021543480455875397, -0.02530178427696228, -0.13269098103046417, 0.2103477269411087, -0.13832581043243408, -0.21350014209747314, -0.1280444711446762, 0.057859182357788086, -0.1370093822479248, 0.0001128774747485295, 0.12310965359210968, -0.10273817926645279, -0.05376070365309715, -0.08919324725866318, 0.021440835669636726, -0.009209527634084225, -0.01350991427898407, -0.06618352234363556, 0.05446615442633629, 0.030483810231089592, -0.14638100564479828, -0.044589512050151825, -0.0034694334026426077, -0.04649413004517555, 0.04481827840209007, -0.14986877143383026, 0.10690610110759735, 0.09656458348035812, -0.010092981159687042, 0.02972838282585144, -0.011847815476357937, 0.16382452845573425, -0.04698668792843819, -0.04967783764004707, 0.12519080936908722, 0.02572435326874256, 0.01145493146032095, 0.08778467774391174, -0.021678000688552856, -0.06745601445436478, 0.05536948889493942, 0.025785457342863083, -0.015629777684807777, -0.2894594371318817, -0.1008349061012268, -0.0902230441570282, 0.04176543280482292, 0.007943310774862766, 0.06650785356760025, -0.034224141389131546, 0.06213293597102165, -0.024482829496264458, 0.029272716492414474, -0.013272823765873909, 0.07485102117061615, 0.16927266120910645, -0.0028377275448292494, 0.1362408995628357, -0.09307747334241867, -0.06621614843606949, 0.10149397701025009, 0.055656515061855316, 0.04579304903745651, -0.023308368399739265, 0.13491596281528473, 0.06459631025791168, 0.1628420650959015, 0.022218843922019005, 0.0677255168557167, 0.015456197783350945, 0.016052938997745514, -0.022396884858608246, -0.08778911083936691, -0.06281663477420807, 0.059262730181217194, 0.02272462286055088, -0.011982442811131477, -0.07019544392824173, -0.06949576735496521, 0.11569912731647491, 0.12224331498146057, 0.03415609151124954, -0.18728101253509521, 0.0008423109538853168, 0.04609484225511551, -0.00480682123452425, -0.036826007068157196, 0.10607492923736572, -0.032570552080869675, -0.07493754476308823, 0.09061773866415024, 0.021081533282995224, 0.13153135776519775, 0.016819562762975693, 0.02704492397606373, -0.06156817451119423, -0.029090115800499916, 0.013357066549360752, 0.11360687017440796, -0.4078903794288635, 0.2346179336309433, 0.01682795025408268, -0.01474552322179079, -0.056374143809080124, 0.010338268242776394, 0.06278808414936066, 0.12255219370126724, 0.1129315197467804, -0.004076302517205477, -0.06203239783644676, -0.013920898549258709, -0.008797615766525269, 0.06672580540180206, 0.039468418806791306, 0.0836370512843132, 0.042832352221012115, -0.039928290992975235, -0.009950079955160618, -0.013460195623338223, 0.13768474757671356, -0.12990354001522064, -0.06919385492801666, 0.017064208164811134, 0.07476302236318588, -0.05331091582775116, -0.03911584988236427, -0.06616650521755219, -0.10268734395503998, 0.26571124792099, -0.013639313168823719, -0.07595214247703552, -0.10517159104347229, -0.008641678839921951, 0.12337807565927505, -0.10938036441802979, -0.022624263539910316, -0.08666504174470901, -0.020763009786605835, -0.009083361364901066, -0.1414954662322998, 0.13310059905052185, -0.07382414489984512, -0.08049424737691879, -0.024484779685735703, 0.12296000868082047, -0.1127387285232544, 0.05954882502555847, 0.020607449114322662, -0.00500435009598732, -0.07167733460664749, -0.10589630901813507, -0.03058004006743431, -0.05279378592967987, 0.03978120908141136, 0.13889998197555542, -0.13992899656295776, -0.10390403866767883, -0.0258830264210701, -0.04996917396783829, 0.179356649518013, 0.1758289635181427, -0.048094358295202255, 0.011437899433076382, 0.16689042747020721, -0.11498849838972092, -0.28290584683418274, 0.019534775987267494, -0.06963270157575607, 0.01431718934327364, 0.009508619084954262, -0.08642303198575974, 0.06013745069503784, 0.00016137589409481734, -0.04516490548849106, 0.03362775221467018, -0.1639661341905594, -0.10857044905424118, 0.19391274452209473, 0.05962657183408737, 0.24480459094047546, -0.20104168355464935, -0.06809641420841217, -0.12023225426673889, -0.21936413645744324, 0.04620404168963432, -0.10660441219806671, 0.08352282643318176, -0.018072865903377533, -0.04372216388583183, 0.012517556548118591, -0.029389936476945877, 0.1263616681098938, 0.007987705990672112, 0.015513962134718895, -0.0697498470544815, 0.053419966250658035, 0.0029130105394870043, 0.028886903077363968, 0.16002923250198364, -0.1549542099237442, 0.0671524703502655, -0.1416361778974533, -0.02462138794362545, -0.065177321434021, 0.07563990354537964, -0.023902924731373787, -0.04470551759004593, -0.05577774718403816, 0.014029189944267273, 0.05270491540431976, 0.018608711659908295, 0.1663430780172348, -0.09697374701499939, 0.03530532866716385, 0.2172577977180481, 0.11099287122488022, -0.10130289196968079, 0.027019137516617775, 0.04097573459148407, -0.03184546157717705, 0.058201614767313004, -0.1074281558394432, 0.07476625591516495, 0.13566456735134125, -0.030224047601222992, 0.08030000329017639, 0.045367754995822906, -0.07168885320425034, -0.032556191086769104, 0.09173868596553802, -0.10853219777345657, 0.04229143634438515, -0.0348498709499836, -0.16359305381774902, 0.010553192347288132, 0.04073536768555641, 0.1876194179058075, -0.027464404702186584, -0.01825915277004242, -0.010841662995517254, 0.016584215685725212, -0.08507920801639557, 0.11986023187637329, 0.08321366459131241, -0.0035245497711002827, -0.0929953083395958, 0.10324381291866302, 0.0021265929099172354, -0.09272219240665436, 0.032261088490486145, 0.13575699925422668, -0.0915326401591301, -0.12613819539546967, 0.10149987041950226, 0.1047319769859314, -0.11272814124822617, -0.07496831566095352, -0.157338485121727, -0.10987835377454758, 0.045508973300457, 0.08261493593454361, 0.142738476395607, 0.031224651262164116, 0.026676425710320473, -0.07690241187810898, 0.00909848790615797, 0.06777627021074295, 0.052190087735652924, 0.04018642380833626, -0.0663679838180542, -0.010567529127001762, -0.029669273644685745, 0.09994523972272873, -0.03343746066093445, 0.020508484914898872, -0.1525600254535675, 0.04945571348071098, -0.23277603089809418, 0.02281315065920353, -0.034910138696432114, -0.0034529364202171564, 0.001807042513974011, -0.08914956450462341, -0.061151668429374695, 0.01772182248532772, -0.124169260263443, -0.04386125132441521, -0.030348140746355057, 0.06998284161090851, -0.1275082528591156, -0.01084462646394968, 0.07410527765750885, -0.04747592657804489, 0.059674978256225586, 0.04611334949731827, -0.09587695449590683, 0.08858242630958557, -0.1470048576593399, -0.008889094926416874, 0.03697674721479416, 0.060014717280864716, 0.03868067264556885, -0.004125479143112898, 0.04067303612828255, 0.1517181396484375, 0.08410284668207169, 0.04854802042245865, 0.12769733369350433, -0.13057371973991394, -0.03919919207692146, -0.08735596388578415, -0.11111623793840408, 0.0036207223311066628, 0.0196010023355484, 0.08521757274866104, 0.0502019003033638, 0.14152857661247253, -0.06579728424549103, -0.0007199426763691008, -0.1354835480451584, 0.006590843200683594, -0.004593471065163612, -0.08954866975545883, -0.10320352762937546, -0.032162729650735855, 0.060947563499212265, -0.004001655150204897, 0.24620234966278076, 0.054575320333242416, 0.06042786315083504, 0.03926674649119377, -0.028170082718133926, 0.15592727065086365, 0.02313050627708435, 0.16685621440410614, -0.0007176906801760197, 0.0006552879931405187, -0.05916381627321243, -0.03094988688826561, 0.05777294933795929, 0.016071008518338203, 0.10501176863908768, 0.21123650670051575, 0.13895322382450104, 0.17867083847522736, 0.004639307502657175, 0.03756847232580185, -0.014992914162576199, -0.09837592393159866, 0.050520483404397964, 0.10751889646053314, 0.013321563601493835, 0.12122892588376999, 0.1414135992527008, -0.10531213879585266, 0.04811430722475052, -0.06426960974931717, -0.031870048493146896, -0.18060541152954102, -0.11093210428953171, -0.1298920065164566, -0.18149086833000183, 0.007978320121765137, -0.11058513075113297, 0.01966347172856331, 0.039849843829870224, 0.06641299277544022, -0.06592186540365219, 0.07835415750741959, -0.002329946029931307, -0.1062377393245697, 0.09104115515947342, -0.04297330975532532, 0.01708299294114113, 0.0712580531835556, 0.004553402308374643, 0.01394682377576828, -0.016274744644761086, -0.002421499229967594, 0.06674064695835114, -0.0808224081993103, 0.027885545045137405, -0.08771971613168716, -0.04458573833107948, -0.03981136158108711, 0.041582923382520676, 0.038055866956710815, 0.2347451001405716, 0.037777822464704514, -0.009320829063653946, 0.04153507947921753, 0.17635215818881989, -0.05266006290912628, -0.11403591185808182, -0.10987596958875656, 0.13215672969818115, 0.03808728978037834, 0.07034438103437424, -0.012780462391674519, -0.06977547705173492, -0.018116960301995277, 0.29044294357299805, 0.24350357055664062, -0.08700840175151825, 0.0037811442743986845, 0.05400582030415535, 0.016148511320352554, 0.05368232727050781, 0.09091921150684357, 0.13717377185821533, 0.20613810420036316, -0.05358927324414253, -0.050815798342227936, -0.06986916065216064, -0.022572997957468033, -0.08236456662416458, 0.06935766339302063, 0.028387049213051796, -0.09763093292713165, -0.013356929644942284, 0.06717371195554733, -0.06318351626396179, -0.039074625819921494, -0.021027222275733948, -0.16596178710460663, -0.08132366091012955, -0.038825444877147675, 0.07452426850795746, 0.03155115619301796, 0.011198754422366619, -0.03302958980202675, -0.027182864025235176, 0.03210803121328354, -0.04587877169251442, -0.11460188031196594, -0.10765297710895538, 0.035331614315509796, -0.10925260186195374, 0.10779435187578201, 0.013751465827226639, 0.12583737075328827, 0.10418906062841415, 0.06966499239206314, -0.03606252744793892, 0.11277509480714798, 0.041114747524261475, -0.032417502254247665, 0.07083442807197571, -0.02771819196641445, -0.01785566471517086, 0.03824834153056145, 0.06421011686325073, 0.0019627627916634083, 0.07839389890432358, -0.02684832736849785, -0.07394389808177948, -0.13699418306350708, 0.015601038932800293, -0.17772603034973145, 0.061327237635850906, 0.15637055039405823, -0.022300897166132927, -0.002608920680359006, -0.07192397862672806, 0.05516510456800461, -0.03076671063899994, -0.036371104419231415, -0.015818890184164047, -0.12621884047985077, 0.007410894613713026, 0.07564537227153778, 0.027521878480911255, -0.26207414269447327, -0.02123866230249405, -0.0541335791349411, -0.011470991186797619, -0.10553444921970367, 0.09270201623439789, 0.048980265855789185, 0.009666752070188522, -0.029368523508310318, -0.19151617586612701, 0.031410347670316696, 0.07720836251974106, -0.14167390763759613, -0.09436248242855072 ]
null
null
transformers
### opus-mt-en-iso * source languages: en * target languages: iso * OPUS readme: [en-iso](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-iso/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-iso/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-iso/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-iso/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.iso | 35.7 | 0.523 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-iso
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "iso", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #iso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-iso * source languages: en * target languages: iso * OPUS readme: en-iso * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 35.7, chr-F: 0.523
[ "### opus-mt-en-iso\n\n\n* source languages: en\n* target languages: iso\n* OPUS readme: en-iso\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 35.7, chr-F: 0.523" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #iso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-iso\n\n\n* source languages: en\n* target languages: iso\n* OPUS readme: en-iso\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 35.7, chr-F: 0.523" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #iso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-iso\n\n\n* source languages: en\n* target languages: iso\n* OPUS readme: en-iso\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 35.7, chr-F: 0.523" ]
[ -0.12014517933130264, 0.1317589282989502, -0.004399149212986231, 0.06664412468671799, 0.07133008539676666, -0.0003581014461815357, 0.08867023885250092, 0.14786861836910248, -0.012929779477417469, -0.0012466456973925233, 0.11779352277517319, 0.1189027726650238, 0.020550040528178215, 0.12136762589216232, -0.08652419596910477, -0.13901494443416595, 0.04796998202800751, 0.053218014538288116, -0.05306827276945114, 0.1445128321647644, 0.08839362859725952, -0.018006956204771996, 0.09362015128135681, -0.026862725615501404, -0.043952733278274536, 0.08993115276098251, 0.009993662126362324, -0.0690915435552597, 0.060068100690841675, 0.05255219340324402, 0.03808731213212013, 0.07715045660734177, -0.019995978102087975, -0.19597697257995605, 0.0123291015625, 0.008741677738726139, -0.05105619132518768, 0.030702652409672737, 0.040333379060029984, -0.09478116780519485, 0.09086005389690399, -0.05797325819730759, -0.030805302783846855, 0.04615773633122444, -0.04889105632901192, -0.12730537354946136, -0.0443529337644577, -0.009517598897218704, -0.04895954579114914, 0.1445537954568863, -0.04340386763215065, 0.2547649145126343, -0.13067688047885895, 0.1400974839925766, 0.24722886085510254, -0.2963216006755829, -0.016581576317548752, 0.051409099251031876, 0.05997345969080925, 0.08804772794246674, 0.0036971531808376312, -0.014241296797990799, 0.07696597278118134, 0.032483477145433426, -0.04912182688713074, -0.1192445307970047, -0.0628749281167984, 0.020719703286886215, -0.12185088545084, -0.03838592767715454, 0.27493947744369507, 0.009747005067765713, -0.07947093993425369, 0.028723804280161858, -0.047016847878694534, -0.041945941746234894, -0.007660426665097475, 0.028445668518543243, 0.0456424281001091, 0.029198460280895233, 0.038611654192209244, 0.0004250858910381794, -0.08661127090454102, -0.08274911344051361, -0.12693020701408386, 0.15840058028697968, 0.04623695835471153, 0.005758266430348158, -0.029032055288553238, 0.05196930840611458, 0.002547838259488344, -0.13422176241874695, -0.045314330607652664, -0.04711828753352165, 0.02788976952433586, 0.057310283184051514, -0.09865757077932358, -0.08537667989730835, 0.14294008910655975, 0.15557508170604706, -0.05846322327852249, 0.031017806380987167, -0.09077662974596024, 0.05763270705938339, -0.02961841970682144, 0.19188648462295532, -0.02266760542988777, -0.06031942367553711, 0.07611772418022156, 0.018456509336829185, 0.031785834580659866, 0.027280280366539955, -0.09006757289171219, -0.10033385455608368, 0.04204946011304855, 0.10754349082708359, 0.02934945747256279, 0.06570374965667725, -0.06220472604036331, -0.010285640135407448, 0.04048079997301102, -0.1555120199918747, 0.007927524857223034, 0.03401369974017143, -0.020198967307806015, 0.07320611923933029, 0.08574001491069794, -0.03791908174753189, -0.1357039362192154, 0.00007359047594945878, -0.03731491044163704, 0.002424732781946659, -0.05001382529735565, -0.09422067552804947, 0.03920593485236168, -0.014471039175987244, 0.021399538964033127, -0.14564698934555054, -0.0977134257555008, -0.040417615324258804, 0.02962321974337101, -0.007764614187180996, -0.019922679290175438, -0.023547977209091187, -0.052026305347681046, -0.0026927527505904436, -0.050807930529117584, -0.016633549705147743, -0.09671802818775177, 0.08915173262357712, 0.0587974414229393, 0.06126795709133148, -0.08414812386035919, 0.053677912801504135, -0.1731419861316681, -0.015201197937130928, -0.09928636997938156, 0.0523715615272522, -0.12613129615783691, 0.06398700922727585, -0.08139515668153763, -0.08637034893035889, -0.04491586983203888, 0.07364954799413681, 0.060337264090776443, 0.17065532505512238, -0.13246993720531464, -0.04907918721437454, 0.22898288071155548, -0.09270671755075455, -0.15390151739120483, 0.13708879053592682, 0.015196209773421288, -0.03521079570055008, 0.04495510458946228, 0.1727675199508667, -0.011584710329771042, -0.06015747785568237, 0.029891129583120346, 0.08042246848344803, 0.021140430122613907, -0.08166678994894028, 0.1179853305220604, -0.06176349148154259, -0.0530526302754879, 0.06182774156332016, -0.09265419840812683, 0.051491811871528625, 0.009781635366380215, -0.05372699722647667, -0.08014590293169022, -0.023405104875564575, -0.007617568597197533, 0.04231327772140503, 0.03564361110329628, -0.13258682191371918, -0.0921480655670166, 0.017080413177609444, 0.08072395622730255, -0.04259413480758667, 0.055127255618572235, -0.046751148998737335, 0.12327198684215546, -0.07797130197286606, 0.029314180836081505, -0.15811505913734436, 0.056163303554058075, 0.014069559052586555, 0.025482261553406715, 0.10981282591819763, 0.03993937745690346, 0.015727581456303596, -0.06926746666431427, -0.029951293021440506, -0.025655891746282578, 0.05377168953418732, -0.022678988054394722, -0.06202458590269089, -0.16676287353038788, 0.053532011806964874, -0.013030484318733215, -0.02209175005555153, -0.0817619189620018, -0.006297498010098934, 0.02377556823194027, 0.05846959352493286, -0.03907078132033348, 0.06173141300678253, -0.001238143304362893, 0.04738976061344147, -0.07190597057342529, -0.006746743340045214, 0.03000166267156601, 0.020307864993810654, -0.09475494921207428, 0.14504271745681763, -0.062961146235466, 0.19205456972122192, 0.2244989275932312, -0.16352199018001556, 0.0018828468164429069, 0.022587571293115616, -0.023091014474630356, 0.0014456177596002817, 0.043194856494665146, 0.013560730963945389, 0.05078965798020363, -0.021495450288057327, 0.13949838280677795, -0.1468845009803772, -0.009776015765964985, -0.0392722487449646, -0.07423712313175201, -0.04001867398619652, 0.17440955340862274, 0.04633767157793045, -0.1335521936416626, 0.14023180305957794, 0.20149265229701996, -0.14470182359218597, 0.17096270620822906, -0.06935783475637436, -0.0762544795870781, 0.061650730669498444, 0.06636755913496017, -0.008925219066441059, 0.05262909457087517, -0.20315617322921753, 0.018063869327306747, 0.05057557672262192, 0.04469040408730507, 0.06409914791584015, -0.10509476810693741, -0.0018729247385635972, 0.003782248357310891, -0.08134909719228745, -0.018498430028557777, 0.03132496774196625, 0.023498769849538803, 0.10175742208957672, -0.029644738882780075, -0.05484539270401001, 0.014239788055419922, -0.024550629779696465, -0.1358518898487091, 0.2096138745546341, -0.1229206770658493, -0.19247981905937195, -0.13162218034267426, 0.06545267254114151, -0.13677911460399628, 0.00610284972935915, 0.1227545365691185, -0.08780671656131744, -0.049677394330501556, -0.08801423758268356, 0.03547079116106033, -0.003748305607587099, -0.002849521581083536, -0.0733572244644165, 0.06737396121025085, 0.02620154432952404, -0.14198771119117737, -0.04661337286233902, -0.0037244053091853857, -0.03997838869690895, 0.04470605030655861, -0.15325862169265747, 0.10840535908937454, 0.09935018420219421, -0.022390566766262054, 0.02656381018459797, -0.0061116269789636135, 0.15783141553401947, -0.045872852206230164, -0.056739404797554016, 0.16114665567874908, 0.014963475987315178, 0.00800215546041727, 0.07450062036514282, -0.023209018632769585, -0.06646303087472916, 0.05678091570734978, 0.017259720712900162, -0.013837837614119053, -0.27950865030288696, -0.10262174159288406, -0.08786037564277649, 0.061338216066360474, 0.007333496119827032, 0.054754991084337234, -0.035045377910137177, 0.07200606167316437, -0.025663791224360466, 0.01741679385304451, -0.016688354313373566, 0.07961475849151611, 0.15661479532718658, 0.00399430189281702, 0.1410108357667923, -0.09122788906097412, -0.06568679213523865, 0.09601276367902756, 0.04364319145679474, 0.05232501029968262, -0.03750396519899368, 0.1254003643989563, 0.058964814990758896, 0.16976377367973328, 0.03322141245007515, 0.08005164563655853, 0.005669279024004936, 0.013718039728701115, -0.009436148218810558, -0.08894827961921692, -0.0660388320684433, 0.057606324553489685, 0.011409410275518894, -0.0037933087442070246, -0.08162911236286163, -0.08097683638334274, 0.10247442126274109, 0.1291714906692505, 0.031312599778175354, -0.2044377624988556, -0.015965750440955162, 0.03918326646089554, -0.00176399783231318, -0.04367917776107788, 0.08983848989009857, -0.03037559986114502, -0.07238180190324783, 0.07541787624359131, 0.023518068715929985, 0.1356973946094513, 0.017720818519592285, 0.020814968273043633, -0.06624820083379745, -0.009730474092066288, 0.0026884882245212793, 0.1155693456530571, -0.38304463028907776, 0.2340961992740631, 0.01646398939192295, -0.01566828414797783, -0.06497988104820251, 0.017738038673996925, 0.06526084989309311, 0.12153305858373642, 0.11224944144487381, -0.012614325620234013, -0.03458007052540779, -0.021067537367343903, -0.008663699962198734, 0.06178024411201477, 0.04042023420333862, 0.07200287282466888, 0.04113303869962692, -0.036011744290590286, -0.010532906278967857, -0.012337490916252136, 0.11536620557308197, -0.12313027679920197, -0.05458054319024086, 0.018460534512996674, 0.07154375314712524, -0.0497116856276989, -0.037005193531513214, -0.07313646376132965, -0.09928946197032928, 0.2726576626300812, -0.0022696892265230417, -0.08479741960763931, -0.10603025555610657, 0.006503078155219555, 0.1389310359954834, -0.11823146790266037, -0.014348955824971199, -0.08275202661752701, -0.022213304415345192, -0.007803962100297213, -0.14716805517673492, 0.13248954713344574, -0.07315529882907867, -0.08933217078447342, -0.017472464591264725, 0.13054127991199493, -0.09971585869789124, 0.05426003783941269, 0.01515853963792324, -0.013575072400271893, -0.07135466486215591, -0.09819347411394119, -0.04226936772465706, -0.06091124936938286, 0.06492229551076889, 0.1518222987651825, -0.15391141176223755, -0.13390734791755676, -0.024563545361161232, -0.054151587188243866, 0.16859091818332672, 0.1883949190378189, -0.040662579238414764, 0.0010481112403795123, 0.1449792981147766, -0.10429910570383072, -0.2746342122554779, 0.023591622710227966, -0.06642395257949829, 0.02057311311364174, 0.01983478292822838, -0.0799347534775734, 0.07240910083055496, 0.01045637484639883, -0.0384969487786293, 0.053784601390361786, -0.1392916440963745, -0.11493299156427383, 0.20169001817703247, 0.07111772894859314, 0.21931657195091248, -0.1992519497871399, -0.06538346409797668, -0.12207172065973282, -0.23594233393669128, 0.03599940985441208, -0.07869703322649002, 0.08946847170591354, -0.029162339866161346, -0.0559973269701004, 0.01836632750928402, -0.030034231022000313, 0.12722110748291016, 0.010874694213271141, 0.016221174970269203, -0.0654955506324768, 0.05446713790297508, 0.0038637465331703424, 0.03257349878549576, 0.16145046055316925, -0.160273939371109, 0.07083311676979065, -0.1410161703824997, -0.02768878825008869, -0.05618363618850708, 0.07265230268239975, -0.015742940828204155, -0.042986392974853516, -0.05559881031513214, 0.012893165461719036, 0.04338438808917999, 0.013142501004040241, 0.16455622017383575, -0.10789387673139572, 0.027825884521007538, 0.20196790993213654, 0.12240812182426453, -0.0904211550951004, 0.045728590339422226, 0.037501540035009384, -0.030517464503645897, 0.051393259316682816, -0.11023827642202377, 0.08151938766241074, 0.140935480594635, -0.0305965356528759, 0.07309719175100327, 0.055340759456157684, -0.06611846387386322, -0.031997520476579666, 0.0911124125123024, -0.1108693853020668, 0.059617601335048676, -0.042299285531044006, -0.1809365153312683, -0.0038163629360497, 0.05156538635492325, 0.17541855573654175, -0.02742360346019268, -0.02692754939198494, -0.012073313817381859, 0.014743114821612835, -0.09099853038787842, 0.1343512088060379, 0.0727999359369278, -0.004566134884953499, -0.09522402286529541, 0.10030379146337509, -0.007144507952034473, -0.09908398240804672, 0.016821036115288734, 0.1468057930469513, -0.09453210234642029, -0.12029208242893219, 0.12275514006614685, 0.10140346735715866, -0.13780461251735687, -0.06716224551200867, -0.168034628033638, -0.10470064729452133, 0.04453521966934204, 0.09914384037256241, 0.15086862444877625, 0.023511404171586037, 0.0337006151676178, -0.06936793029308319, -0.0035250894725322723, 0.07736888527870178, 0.06122153624892235, 0.040370404720306396, -0.0598314143717289, 0.006045541260391474, -0.03533262759447098, 0.09539583325386047, -0.03616300970315933, 0.032432131469249725, -0.15805532038211823, 0.05290193855762482, -0.22113224864006042, 0.010448341257870197, -0.038395028561353683, -0.00903162732720375, -0.0073170531541109085, -0.08890385180711746, -0.051153503358364105, 0.026107991114258766, -0.12097590416669846, -0.04146939516067505, -0.03900638595223427, 0.06661437451839447, -0.11967740207910538, -0.0047067683190107346, 0.07112624496221542, -0.053727079182863235, 0.07034185528755188, 0.05676381662487984, -0.08655332028865814, 0.07505252957344055, -0.16025322675704956, -0.001029827632009983, 0.03881045803427696, 0.05808166041970253, 0.03835676610469818, -0.0030998054426163435, 0.04822881519794464, 0.1548687368631363, 0.07570286840200424, 0.04832333326339722, 0.13995572924613953, -0.12508432567119598, -0.04232743754982948, -0.08698944002389908, -0.10038559883832932, -0.0016841383185237646, 0.021569255739450455, 0.10051047056913376, 0.0549624040722847, 0.12479270249605179, -0.0627308264374733, 0.006647050380706787, -0.1434992104768753, 0.00537626538425684, -0.00011169874051120132, -0.09338875114917755, -0.08046150952577591, -0.029346594586968422, 0.06883730739355087, 0.007128313649445772, 0.23376716673374176, 0.05107502266764641, 0.07152662426233292, 0.03888629004359245, -0.022129038348793983, 0.19571217894554138, 0.029625054448843002, 0.19196195900440216, -0.011722663417458534, 0.0021073902025818825, -0.054634351283311844, -0.020086519420146942, 0.05880783125758171, 0.01991177350282669, 0.09947587549686432, 0.22250452637672424, 0.10543444007635117, 0.16778157651424408, 0.01193943526595831, 0.037174999713897705, -0.015801554545760155, -0.12015113234519958, 0.048573341220617294, 0.10225514322519302, 0.013604912906885147, 0.1218559592962265, 0.12357188761234283, -0.10824474692344666, 0.055481549352407455, -0.05366219952702522, -0.03424009680747986, -0.16816674172878265, -0.10172562301158905, -0.12371351569890976, -0.18795429170131683, 0.008404782973229885, -0.11246020346879959, 0.015434850938618183, 0.03613125532865524, 0.05712006613612175, -0.07060062140226364, 0.08684919774532318, -0.016824103891849518, -0.10362212359905243, 0.09508974850177765, -0.04230964556336403, 0.017354927957057953, 0.08404695987701416, 0.0021290690638124943, 0.03604768589138985, -0.017148034647107124, -0.003593793837353587, 0.0531388595700264, -0.08465693145990372, 0.03079325146973133, -0.0839250236749649, -0.04815063625574112, -0.03759787604212761, 0.0323752798140049, 0.039040375500917435, 0.23688088357448578, 0.031028710305690765, -0.0002659292076714337, 0.037171460688114166, 0.1705983281135559, -0.050787895917892456, -0.11513783037662506, -0.10868263244628906, 0.1316869705915451, 0.04410349577665329, 0.06076120585203171, -0.007232120260596275, -0.07396084815263748, -0.005322325974702835, 0.2868618965148926, 0.22819647192955017, -0.07775518298149109, 0.008218275383114815, 0.05705979838967323, 0.010391313582658768, 0.05376709997653961, 0.0705329179763794, 0.14674319326877594, 0.19252915680408478, -0.049639299511909485, -0.04979294538497925, -0.07020629197359085, -0.02376118302345276, -0.08100879937410355, 0.05500246211886406, 0.03042071871459484, -0.10102253407239914, -0.009255585260689259, 0.06947875767946243, -0.0485190823674202, -0.025358937680721283, -0.004934967495501041, -0.1681608408689499, -0.08068448305130005, -0.04353450611233711, 0.06793376058340073, 0.025344381108880043, -0.0016898580361157656, -0.034593626856803894, -0.014653326943516731, 0.030746396631002426, -0.04167335852980614, -0.1178487092256546, -0.11692477762699127, 0.027732819318771362, -0.10167976468801498, 0.09260717779397964, 0.010338613763451576, 0.12436563521623611, 0.1001376286149025, 0.0707634761929512, -0.041976574808359146, 0.1147022694349289, 0.0335533544421196, -0.04542660340666771, 0.08382829278707504, -0.009718216024339199, -0.01901605725288391, 0.03505491092801094, 0.04981745779514313, -0.003860329044982791, 0.07260366529226303, -0.042881716042757034, -0.07932145148515701, -0.13336589932441711, 0.010244637727737427, -0.18347306549549103, 0.06897953897714615, 0.15806591510772705, -0.022211244329810143, -0.0027569399680942297, -0.07004562765359879, 0.06022927910089493, -0.019865063950419426, -0.023339835926890373, -0.0171840600669384, -0.1280401349067688, 0.0036762673407793045, 0.07384752482175827, 0.020722152665257454, -0.26271867752075195, -0.014992830343544483, -0.07357168942689896, -0.02301420085132122, -0.11629384756088257, 0.0850987583398819, 0.05330206826329231, 0.010662233456969261, -0.025763127952814102, -0.22231590747833252, 0.03859284892678261, 0.0790897086262703, -0.14719583094120026, -0.09585484117269516 ]
null
null
transformers
### opus-mt-en-it * source languages: en * target languages: it * OPUS readme: [en-it](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-it/README.md) * dataset: opus * model: transformer * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-04.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-it/opus-2019-12-04.zip) * test set translations: [opus-2019-12-04.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-it/opus-2019-12-04.test.txt) * test set scores: [opus-2019-12-04.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-it/opus-2019-12-04.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009.en.it | 30.9 | 0.606 | | newstest2009.en.it | 31.9 | 0.604 | | Tatoeba.en.it | 48.2 | 0.695 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-it
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "it", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #it #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-it * source languages: en * target languages: it * OPUS readme: en-it * dataset: opus * model: transformer * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 30.9, chr-F: 0.606 testset: URL, BLEU: 31.9, chr-F: 0.604 testset: URL, BLEU: 48.2, chr-F: 0.695
[ "### opus-mt-en-it\n\n\n* source languages: en\n* target languages: it\n* OPUS readme: en-it\n* dataset: opus\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 30.9, chr-F: 0.606\ntestset: URL, BLEU: 31.9, chr-F: 0.604\ntestset: URL, BLEU: 48.2, chr-F: 0.695" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #it #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-it\n\n\n* source languages: en\n* target languages: it\n* OPUS readme: en-it\n* dataset: opus\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 30.9, chr-F: 0.606\ntestset: URL, BLEU: 31.9, chr-F: 0.604\ntestset: URL, BLEU: 48.2, chr-F: 0.695" ]
[ 61, 134 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #it #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-it\n\n\n* source languages: en\n* target languages: it\n* OPUS readme: en-it\n* dataset: opus\n* model: transformer\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 30.9, chr-F: 0.606\ntestset: URL, BLEU: 31.9, chr-F: 0.604\ntestset: URL, BLEU: 48.2, chr-F: 0.695" ]
[ -0.1289782077074051, 0.1074114739894867, -0.0053916857577860355, 0.06784924119710922, 0.03888728842139244, 0.015126772224903107, 0.05935002863407135, 0.14921705424785614, 0.006550564896315336, 0.022098371759057045, 0.14500169456005096, 0.10887812823057175, 0.009685260243713856, 0.14225967228412628, -0.06108461320400238, -0.09753680229187012, 0.01973843015730381, 0.06436998397111893, -0.053706031292676926, 0.16135339438915253, 0.08146939426660538, -0.030691055580973625, 0.08477646857500076, -0.05700196698307991, -0.04206981509923935, 0.0800192579627037, 0.027484659105539322, -0.05611247196793556, 0.06472275406122208, 0.05210285261273384, 0.043954961001873016, 0.08426663279533386, -0.03500495105981827, -0.2085244059562683, 0.0162845216691494, 0.001801960403099656, -0.05691475421190262, 0.02082168124616146, 0.016953151673078537, -0.07200461626052856, 0.11437814682722092, -0.05330068618059158, -0.02339169569313526, 0.04366730526089668, -0.047963228076696396, -0.16204379498958588, -0.07010769844055176, 0.024721942842006683, -0.07933558523654938, 0.12967714667320251, -0.04000937566161156, 0.2589278519153595, -0.16234184801578522, 0.15922433137893677, 0.26735755801200867, -0.27527713775634766, -0.019456518813967705, 0.06658554822206497, 0.09161397814750671, 0.07328704744577408, -0.027597252279520035, -0.015787852928042412, 0.07964631915092468, 0.036121077835559845, -0.04643094167113304, -0.12889552116394043, -0.047863587737083435, 0.028686825186014175, -0.10651316493749619, -0.053828295320272446, 0.2674565613269806, 0.01791350729763508, -0.09008371829986572, 0.038145311176776886, -0.033188626170158386, -0.07444809377193451, -0.0007503879023715854, 0.039715711027383804, 0.054835375398397446, -0.01190430112183094, 0.017948100343346596, 0.001430309028364718, -0.06671461462974548, -0.10454712808132172, -0.09340550750494003, 0.14932158589363098, 0.04034845903515816, -0.00042448361637070775, -0.03419572860002518, 0.054779842495918274, 0.050677452236413956, -0.12723860144615173, -0.07423694431781769, -0.03888513147830963, 0.02789333648979664, 0.05306851491332054, -0.10188499838113785, -0.05844886973500252, 0.14511249959468842, 0.1620883047580719, -0.07218974083662033, 0.048822805285453796, -0.09989871084690094, 0.06028977036476135, -0.051925186067819595, 0.2245362102985382, 0.006096011493355036, -0.07633231580257416, 0.07445570826530457, 0.03441775217652321, 0.04062679782509804, 0.024627726525068283, -0.07299228012561798, -0.09020380675792694, 0.08113109320402145, 0.10949341207742691, 0.01431862823665142, 0.0553586408495903, -0.06688747555017471, 0.006282242480665445, -0.023636583238840103, -0.16225159168243408, 0.02460700273513794, 0.07051154971122742, -0.033020321279764175, 0.042585551738739014, 0.09279616922140121, -0.09151995182037354, -0.11361228674650192, -0.008069286122918129, -0.046609342098236084, -0.006058205384761095, -0.048873260617256165, -0.11413045972585678, 0.05163689702749252, -0.020436720922589302, 0.018838003277778625, -0.1256989985704422, -0.10327617079019547, -0.05460456758737564, 0.020952779799699783, -0.004455399699509144, 0.011124691925942898, -0.020976178348064423, -0.060056742280721664, 0.0023569995537400246, -0.03879798948764801, -0.004597708582878113, -0.08727026730775833, 0.12975148856639862, 0.06458090990781784, 0.07062132656574249, -0.07438109815120697, 0.03054969385266304, -0.1440163105726242, 0.010875052772462368, -0.11824091523885727, 0.038738418370485306, -0.14871816337108612, 0.058270566165447235, -0.06079203635454178, -0.09335754811763763, -0.03162413462996483, 0.0677444115281105, 0.061998967081308365, 0.16731476783752441, -0.1396014392375946, -0.05699736997485161, 0.2438167929649353, -0.08635389804840088, -0.14521321654319763, 0.1052284836769104, 0.01261009369045496, -0.06002964824438095, 0.054638899862766266, 0.18841487169265747, 0.0028676430229097605, -0.06138123944401741, 0.008167464286088943, 0.08816375583410263, 0.04952479526400566, -0.05266064405441284, 0.12360736727714539, -0.06599869579076767, -0.07705812901258469, 0.05695416033267975, -0.10144152492284775, 0.03439435735344887, 0.0004949682042934, -0.0418480709195137, -0.08863893896341324, -0.02298508957028389, 0.03641544282436371, 0.045713361352682114, 0.007589204236865044, -0.135201096534729, -0.11277274787425995, 0.023169230669736862, 0.10736241191625595, -0.053166795521974564, 0.058309122920036316, -0.043909404426813126, 0.15685150027275085, -0.051583267748355865, 0.024777622893452644, -0.1549576222896576, 0.026924334466457367, 0.03447304293513298, -0.0027312575839459896, 0.09086959064006805, 0.0456363782286644, 0.02391611970961094, -0.06218056380748749, -0.024496234953403473, -0.019644692540168762, -0.0010478555923327804, -0.0314100980758667, -0.048281338065862656, -0.18575814366340637, 0.04152162745594978, -0.021750953048467636, -0.009264819324016571, -0.11896046996116638, -0.025544745847582817, 0.08052584528923035, 0.06197401136159897, -0.018530867993831635, 0.04921276122331619, 0.005000564735382795, 0.041043970733881, -0.06662913411855698, -0.008928187191486359, 0.025544125586748123, 0.0021586816292256117, -0.1109268069267273, 0.1066427081823349, -0.04509036988019943, 0.16605035960674286, 0.21382281184196472, -0.1117955669760704, -0.02785608172416687, 0.02390935644507408, -0.03017103672027588, 0.009239079430699348, 0.07111012190580368, -0.020431997254490852, 0.03297143056988716, -0.008525880984961987, 0.15704156458377838, -0.1622532159090042, -0.04061576724052429, -0.028449375182390213, -0.04411831498146057, -0.02506287209689617, 0.19584843516349792, 0.03948767110705376, -0.08766630291938782, 0.11978969722986221, 0.18167200684547424, -0.12851890921592712, 0.19790484011173248, -0.0829857587814331, -0.08474892377853394, 0.03636593744158745, 0.08439556509256363, -0.01894671842455864, 0.12977978587150574, -0.20511849224567413, 0.01240554265677929, 0.03279789909720421, 0.024115435779094696, 0.0474679209291935, -0.10743271559476852, -0.00277085998095572, -0.003825317369773984, -0.09740159660577774, -0.04384703189134598, 0.029405387118458748, 0.016526559367775917, 0.10443587601184845, -0.019538527354598045, -0.06585659086704254, 0.0025192564353346825, -0.030809789896011353, -0.1391923576593399, 0.22719065845012665, -0.11760611832141876, -0.20837973058223724, -0.10180388391017914, 0.07189468294382095, -0.12788903713226318, -0.018020113930106163, 0.0993833914399147, -0.1012830138206482, -0.03709309548139572, -0.09057851880788803, 0.02771144174039364, 0.010735887102782726, 0.002563633257523179, -0.06790077686309814, 0.05834556370973587, 0.042390126734972, -0.1558949500322342, -0.03934326022863388, -0.026390867307782173, -0.006788195110857487, 0.03228586167097092, -0.1284046769142151, 0.11248179525136948, 0.09731773287057877, -0.02313270792365074, 0.045080892741680145, -0.011883092112839222, 0.18440847098827362, -0.06324544548988342, -0.04315582290291786, 0.1132560595870018, 0.009177065454423428, -0.003951015416532755, 0.07045349478721619, -0.011657025665044785, -0.07061686366796494, 0.048932161182165146, 0.018524494022130966, 0.00393393449485302, -0.29899775981903076, -0.08000324666500092, -0.07483839243650436, 0.05943537876009941, -0.006408337503671646, 0.07434997707605362, -0.06692992895841599, 0.03300042450428009, 0.0026699129957705736, 0.03530037775635719, -0.020295117050409317, 0.06704351305961609, 0.16538378596305847, -0.01282668486237526, 0.10737857222557068, -0.09312267601490021, -0.025761878117918968, 0.0985143855214119, 0.05039830505847931, 0.08828137069940567, -0.04401765391230583, 0.12110807746648788, 0.07118085771799088, 0.14275456964969635, 0.019444091245532036, 0.035464514046907425, -0.007121543399989605, 0.00801767222583294, -0.00017044390551745892, -0.09105153381824493, -0.05547608807682991, 0.02744065597653389, 0.021078629419207573, 0.03590648993849754, -0.0872790664434433, -0.10720963031053543, 0.09821151196956635, 0.11672742664813995, 0.049463506788015366, -0.1904735118150711, -0.022685600444674492, 0.024998454377055168, -0.007232625503093004, -0.026277240365743637, 0.07734034955501556, -0.00440045353025198, -0.08719271421432495, 0.06952349096536636, 0.02950434945523739, 0.11635946482419968, 0.025192519649863243, 0.01829470694065094, -0.055019814521074295, -0.012297943234443665, 0.0028464950155466795, 0.10394995659589767, -0.3986967206001282, 0.23676729202270508, 0.027214350178837776, -0.014980548992753029, -0.03281911090016365, 0.002673276700079441, 0.050643403083086014, 0.11907219141721725, 0.11439143121242523, -0.0037678556982427835, -0.024963444098830223, -0.05446542799472809, 0.005710399243980646, 0.06533823907375336, 0.05466296896338463, 0.08652985095977783, 0.05445370450615883, -0.04205723851919174, -0.021621916443109512, -0.023648373782634735, 0.06632596254348755, -0.12192034721374512, -0.017769979313015938, 0.014380289241671562, 0.028707778081297874, -0.06723722815513611, -0.05239690840244293, -0.06878254562616348, -0.05613644793629646, 0.24595201015472412, -0.08857713639736176, -0.06586229801177979, -0.09993025660514832, 0.017053285613656044, 0.13282881677150726, -0.11753030866384506, -0.007815344259142876, -0.0816870778799057, -0.019084442406892776, -0.0019034043652936816, -0.12795627117156982, 0.11742386966943741, -0.06215699389576912, -0.11689557135105133, -0.031962309032678604, 0.15784797072410583, -0.10825395584106445, 0.07703011482954025, 0.026111576706171036, -0.028725657612085342, -0.06254467368125916, -0.10439902544021606, -0.037329062819480896, -0.046373266726732254, 0.033703070133924484, 0.13876600563526154, -0.162183478474617, -0.0789835974574089, -0.019667940214276314, -0.04045607149600983, 0.17502214014530182, 0.21458527445793152, -0.06299635022878647, 0.03665262088179588, 0.13702400028705597, -0.11369537562131882, -0.2753662168979645, 0.05165276303887367, -0.04701177775859833, 0.021830031648278236, -0.006261900998651981, -0.093372642993927, 0.04333489388227463, -0.0007326503982767463, -0.02040807157754898, 0.1060892716050148, -0.16455097496509552, -0.11596342921257019, 0.17697826027870178, 0.08352941274642944, 0.21134360134601593, -0.2064836621284485, -0.08597119152545929, -0.10522371530532837, -0.20243334770202637, 0.020161235705018044, -0.0992230549454689, 0.09639409929513931, -0.048329539597034454, -0.06467436254024506, 0.026232551783323288, -0.031068123877048492, 0.1230340227484703, -0.006354083772748709, 0.02546939253807068, -0.06979548186063766, 0.03985568881034851, 0.046728525310754776, 0.025380628183484077, 0.16111916303634644, -0.17395108938217163, 0.08635696023702621, -0.16058263182640076, -0.0251911748200655, -0.08114288747310638, 0.06961311399936676, -0.04948718100786209, -0.01814599335193634, -0.07555482536554337, 0.025200698524713516, 0.02815675549209118, 0.019923001527786255, 0.1059267595410347, -0.10888956487178802, 0.035235896706581116, 0.18378174304962158, 0.12919768691062927, -0.0605994313955307, -0.012569276615977287, 0.06133108213543892, -0.029907461255788803, 0.049185603857040405, -0.12651436030864716, 0.0567360483109951, 0.14549560844898224, 0.004736969247460365, 0.07710330933332443, 0.039739109575748444, -0.08944668620824814, -0.03239501267671585, 0.08576422929763794, -0.11347703635692596, 0.042301762849092484, -0.03911606967449188, -0.21128396689891815, -0.03539485111832619, 0.03734706714749336, 0.17841331660747528, -0.014729201793670654, -0.014044349081814289, -0.008571320213377476, -0.003825434250757098, -0.08001412451267242, 0.14005716145038605, 0.10770814120769501, 0.01960715278983116, -0.08844835311174393, 0.07452448457479477, -0.026122387498617172, -0.0760936513543129, 0.03331182524561882, 0.14656557142734528, -0.0927247554063797, -0.1099647656083107, 0.09169880300760269, 0.11934658139944077, -0.10009214282035828, -0.05492401495575905, -0.18238550424575806, -0.10590974986553192, 0.05938439816236496, 0.17782481014728546, 0.13789120316505432, 0.0563286729156971, 0.05615297704935074, -0.06646804511547089, 0.0006324808928184211, 0.09889842569828033, 0.03519921377301216, 0.03663406893610954, -0.06441622972488403, 0.01841471716761589, -0.011870657093822956, 0.11317811906337738, -0.025940829887986183, 0.025598544627428055, -0.18511232733726501, 0.0473448783159256, -0.2300712764263153, 0.03218469396233559, 0.01088719256222248, 0.0011416143970564008, -0.006237816531211138, -0.07780771702528, -0.05962149426341057, 0.033671729266643524, -0.1180696040391922, -0.03537768870592117, -0.0063783833757042885, 0.058638591319322586, -0.1417967975139618, -0.0011419645743444562, 0.06885114312171936, -0.06820109486579895, 0.08004045486450195, 0.019082900136709213, -0.06463964283466339, 0.09074683487415314, -0.14052359759807587, 0.004205094650387764, 0.008855328895151615, 0.04114614427089691, 0.020092345774173737, -0.020580217242240906, 0.06202329695224762, 0.11799940466880798, 0.07710150629281998, 0.07449403405189514, 0.14906153082847595, -0.11810962110757828, -0.045793600380420685, -0.09128552675247192, -0.11259631812572479, -0.002086717402562499, 0.0571419894695282, 0.07130277156829834, 0.048592954874038696, 0.11169961094856262, -0.061951398849487305, -0.01083629485219717, -0.15400105714797974, -0.007644071243703365, -0.010486089624464512, -0.07890519499778748, -0.11686068028211594, -0.011458874680101871, 0.07071598619222641, -0.0068488228134810925, 0.21279725432395935, 0.030933553352952003, 0.07591155916452408, 0.03165778890252113, -0.025376221165060997, 0.13187262415885925, 0.020952682942152023, 0.19047720730304718, -0.03658216446638107, 0.0042898268438875675, -0.04678741469979286, -0.030824145302176476, 0.04144741967320442, 0.00395476259291172, 0.1343156397342682, 0.2407551258802414, 0.12221544235944748, 0.15217076241970062, 0.036864638328552246, 0.028183018788695335, -0.012793207541108131, -0.08311650902032852, 0.038957491517066956, 0.12354057282209396, 0.007051348686218262, 0.17487069964408875, 0.1174369677901268, -0.12220847606658936, 0.0637415274977684, -0.051359109580516815, -0.0428382083773613, -0.1581113189458847, -0.061747126281261444, -0.10945600271224976, -0.17670834064483643, 0.027036407962441444, -0.10796178132295609, 0.010205695405602455, 0.009210026822984219, 0.059159766882658005, -0.06804677844047546, 0.09318500012159348, 0.004870166070759296, -0.10320436209440231, 0.11303073912858963, -0.020057952031493187, -0.00517216045409441, 0.07030893862247467, 0.01200750283896923, 0.036956511437892914, -0.054425742477178574, -0.011994212865829468, 0.0661715418100357, -0.06683798879384995, 0.01187166292220354, -0.07555555552244186, -0.038334764540195465, -0.016864268109202385, 0.033362194895744324, 0.05974426493048668, 0.22863814234733582, 0.03197495639324188, -0.008839179761707783, 0.024366043508052826, 0.16873979568481445, -0.027749206870794296, -0.08446799963712692, -0.08455946296453476, 0.12102021276950836, 0.04357469826936722, 0.051753465086221695, -0.013937999494373798, -0.08159266412258148, -0.0032368358224630356, 0.2853648364543915, 0.19377925992012024, -0.06680436432361603, 0.014665256254374981, 0.07171700149774551, 0.01780129410326481, 0.052841685712337494, 0.10544934868812561, 0.1136908233165741, 0.2154283970594406, -0.0207428690046072, -0.07198105752468109, -0.0668366551399231, -0.03685109317302704, -0.0474863164126873, 0.07021696865558624, 0.03358526527881622, -0.09828463941812515, -0.03719192370772362, 0.04331093281507492, -0.043867167085409164, -0.06986742466688156, 0.027307601645588875, -0.2010646015405655, -0.08477763086557388, -0.059596192091703415, 0.06318411976099014, 0.026391994208097458, -0.011829313822090626, -0.033277854323387146, -0.027864115312695503, 0.05810738727450371, -0.05862024053931236, -0.12904275953769684, -0.14643052220344543, 0.041329916566610336, -0.11543107777833939, 0.13931876420974731, -0.004348992370069027, 0.15234099328517914, 0.1162901297211647, 0.05055898055434227, -0.03984644263982773, 0.1072080135345459, 0.06438714265823364, -0.05328849330544472, 0.0765116810798645, 0.012236617505550385, -0.004464854020625353, 0.06840600073337555, 0.05350619554519653, 0.045313555747270584, 0.06151518598198891, -0.03530241176486015, -0.0913509950041771, -0.15369509160518646, 0.015961337834596634, -0.171014204621315, 0.05668175593018532, 0.1806761920452118, -0.03176980838179588, -0.0012605332303792238, -0.0897044688463211, 0.05488916486501694, -0.015938840806484222, -0.015230866149067879, 0.000969920598436147, -0.11675722151994705, 0.029248109087347984, 0.05436649173498154, 0.0051800888031721115, -0.2916285991668701, -0.037423983216285706, -0.04289831221103668, -0.016265524551272392, -0.0956757515668869, 0.10884442180395126, 0.04159417375922203, 0.03004484809935093, -0.021459029987454414, -0.17449645698070526, 0.024246055632829666, 0.07837598770856857, -0.16046206653118134, -0.08905106037855148 ]
null
null
transformers
### eng-itc * source group: English * target group: Italic languages * OPUS readme: [eng-itc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-itc/README.md) * model: transformer * source language(s): eng * target language(s): arg ast cat cos egl ext fra frm_Latn gcf_Latn glg hat ind ita lad lad_Latn lat_Latn lij lld_Latn lmo max_Latn mfe min mwl oci pap pms por roh ron scn spa tmw_Latn vec wln zlm_Latn zsm_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-itc/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-itc/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-itc/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdev2016-enro-engron.eng.ron | 27.1 | 0.565 | | newsdiscussdev2015-enfr-engfra.eng.fra | 29.9 | 0.574 | | newsdiscusstest2015-enfr-engfra.eng.fra | 35.3 | 0.609 | | newssyscomb2009-engfra.eng.fra | 27.7 | 0.567 | | newssyscomb2009-engita.eng.ita | 28.6 | 0.586 | | newssyscomb2009-engspa.eng.spa | 29.8 | 0.569 | | news-test2008-engfra.eng.fra | 25.0 | 0.536 | | news-test2008-engspa.eng.spa | 27.1 | 0.548 | | newstest2009-engfra.eng.fra | 26.7 | 0.557 | | newstest2009-engita.eng.ita | 28.9 | 0.583 | | newstest2009-engspa.eng.spa | 28.9 | 0.567 | | newstest2010-engfra.eng.fra | 29.6 | 0.574 | | newstest2010-engspa.eng.spa | 33.8 | 0.598 | | newstest2011-engfra.eng.fra | 30.9 | 0.590 | | newstest2011-engspa.eng.spa | 34.8 | 0.598 | | newstest2012-engfra.eng.fra | 29.1 | 0.574 | | newstest2012-engspa.eng.spa | 34.9 | 0.600 | | newstest2013-engfra.eng.fra | 30.1 | 0.567 | | newstest2013-engspa.eng.spa | 31.8 | 0.576 | | newstest2016-enro-engron.eng.ron | 25.9 | 0.548 | | Tatoeba-test.eng-arg.eng.arg | 1.6 | 0.120 | | Tatoeba-test.eng-ast.eng.ast | 17.2 | 0.389 | | Tatoeba-test.eng-cat.eng.cat | 47.6 | 0.668 | | Tatoeba-test.eng-cos.eng.cos | 4.3 | 0.287 | | Tatoeba-test.eng-egl.eng.egl | 0.9 | 0.101 | | Tatoeba-test.eng-ext.eng.ext | 8.7 | 0.287 | | Tatoeba-test.eng-fra.eng.fra | 44.9 | 0.635 | | Tatoeba-test.eng-frm.eng.frm | 1.0 | 0.225 | | Tatoeba-test.eng-gcf.eng.gcf | 0.7 | 0.115 | | Tatoeba-test.eng-glg.eng.glg | 44.9 | 0.648 | | Tatoeba-test.eng-hat.eng.hat | 30.9 | 0.533 | | Tatoeba-test.eng-ita.eng.ita | 45.4 | 0.673 | | Tatoeba-test.eng-lad.eng.lad | 5.6 | 0.279 | | Tatoeba-test.eng-lat.eng.lat | 12.1 | 0.380 | | Tatoeba-test.eng-lij.eng.lij | 1.4 | 0.183 | | Tatoeba-test.eng-lld.eng.lld | 0.5 | 0.199 | | Tatoeba-test.eng-lmo.eng.lmo | 0.7 | 0.187 | | Tatoeba-test.eng-mfe.eng.mfe | 83.6 | 0.909 | | Tatoeba-test.eng-msa.eng.msa | 31.3 | 0.549 | | Tatoeba-test.eng.multi | 38.0 | 0.588 | | Tatoeba-test.eng-mwl.eng.mwl | 2.7 | 0.322 | | Tatoeba-test.eng-oci.eng.oci | 8.2 | 0.293 | | Tatoeba-test.eng-pap.eng.pap | 46.7 | 0.663 | | Tatoeba-test.eng-pms.eng.pms | 2.1 | 0.194 | | Tatoeba-test.eng-por.eng.por | 41.2 | 0.635 | | Tatoeba-test.eng-roh.eng.roh | 2.6 | 0.237 | | Tatoeba-test.eng-ron.eng.ron | 40.6 | 0.632 | | Tatoeba-test.eng-scn.eng.scn | 1.6 | 0.181 | | Tatoeba-test.eng-spa.eng.spa | 49.5 | 0.685 | | Tatoeba-test.eng-vec.eng.vec | 1.6 | 0.223 | | Tatoeba-test.eng-wln.eng.wln | 7.1 | 0.250 | ### System Info: - hf_name: eng-itc - source_languages: eng - target_languages: itc - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-itc/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['en', 'it', 'ca', 'rm', 'es', 'ro', 'gl', 'sc', 'co', 'wa', 'pt', 'oc', 'an', 'id', 'fr', 'ht', 'itc'] - src_constituents: {'eng'} - tgt_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'bjn', 'lmo', 'mwl', 'lij', 'lat_Latn', 'lad_Latn', 'pcd', 'lat_Grek', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm_Latn', 'srd', 'gcf_Latn', 'lld_Latn', 'min', 'tmw_Latn', 'cos', 'wln', 'zlm_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max_Latn', 'frm_Latn', 'scn', 'mfe'} - src_multilingual: False - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-itc/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-itc/opus2m-2020-08-01.test.txt - src_alpha3: eng - tgt_alpha3: itc - short_pair: en-itc - chrF2_score: 0.588 - bleu: 38.0 - brevity_penalty: 0.9670000000000001 - ref_len: 73951.0 - src_name: English - tgt_name: Italic languages - train_date: 2020-08-01 - src_alpha2: en - tgt_alpha2: itc - prefer_old: False - long_pair: eng-itc - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
{"language": ["en", "it", "ca", "rm", "es", "ro", "gl", "sc", "co", "wa", "pt", "oc", "an", "id", "fr", "ht", "itc"], "license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-itc
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "it", "ca", "rm", "es", "ro", "gl", "sc", "co", "wa", "pt", "oc", "an", "id", "fr", "ht", "itc", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[ "en", "it", "ca", "rm", "es", "ro", "gl", "sc", "co", "wa", "pt", "oc", "an", "id", "fr", "ht", "itc" ]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #it #ca #rm #es #ro #gl #sc #co #wa #pt #oc #an #id #fr #ht #itc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### eng-itc * source group: English * target group: Italic languages * OPUS readme: eng-itc * model: transformer * source language(s): eng * target language(s): arg ast cat cos egl ext fra frm\_Latn gcf\_Latn glg hat ind ita lad lad\_Latn lat\_Latn lij lld\_Latn lmo max\_Latn mfe min mwl oci pap pms por roh ron scn spa tmw\_Latn vec wln zlm\_Latn zsm\_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 27.1, chr-F: 0.565 testset: URL, BLEU: 29.9, chr-F: 0.574 testset: URL, BLEU: 35.3, chr-F: 0.609 testset: URL, BLEU: 27.7, chr-F: 0.567 testset: URL, BLEU: 28.6, chr-F: 0.586 testset: URL, BLEU: 29.8, chr-F: 0.569 testset: URL, BLEU: 25.0, chr-F: 0.536 testset: URL, BLEU: 27.1, chr-F: 0.548 testset: URL, BLEU: 26.7, chr-F: 0.557 testset: URL, BLEU: 28.9, chr-F: 0.583 testset: URL, BLEU: 28.9, chr-F: 0.567 testset: URL, BLEU: 29.6, chr-F: 0.574 testset: URL, BLEU: 33.8, chr-F: 0.598 testset: URL, BLEU: 30.9, chr-F: 0.590 testset: URL, BLEU: 34.8, chr-F: 0.598 testset: URL, BLEU: 29.1, chr-F: 0.574 testset: URL, BLEU: 34.9, chr-F: 0.600 testset: URL, BLEU: 30.1, chr-F: 0.567 testset: URL, BLEU: 31.8, chr-F: 0.576 testset: URL, BLEU: 25.9, chr-F: 0.548 testset: URL, BLEU: 1.6, chr-F: 0.120 testset: URL, BLEU: 17.2, chr-F: 0.389 testset: URL, BLEU: 47.6, chr-F: 0.668 testset: URL, BLEU: 4.3, chr-F: 0.287 testset: URL, BLEU: 0.9, chr-F: 0.101 testset: URL, BLEU: 8.7, chr-F: 0.287 testset: URL, BLEU: 44.9, chr-F: 0.635 testset: URL, BLEU: 1.0, chr-F: 0.225 testset: URL, BLEU: 0.7, chr-F: 0.115 testset: URL, BLEU: 44.9, chr-F: 0.648 testset: URL, BLEU: 30.9, chr-F: 0.533 testset: URL, BLEU: 45.4, chr-F: 0.673 testset: URL, BLEU: 5.6, chr-F: 0.279 testset: URL, BLEU: 12.1, chr-F: 0.380 testset: URL, BLEU: 1.4, chr-F: 0.183 testset: URL, BLEU: 0.5, chr-F: 0.199 testset: URL, BLEU: 0.7, chr-F: 0.187 testset: URL, BLEU: 83.6, chr-F: 0.909 testset: URL, BLEU: 31.3, chr-F: 0.549 testset: URL, BLEU: 38.0, chr-F: 0.588 testset: URL, BLEU: 2.7, chr-F: 0.322 testset: URL, BLEU: 8.2, chr-F: 0.293 testset: URL, BLEU: 46.7, chr-F: 0.663 testset: URL, BLEU: 2.1, chr-F: 0.194 testset: URL, BLEU: 41.2, chr-F: 0.635 testset: URL, BLEU: 2.6, chr-F: 0.237 testset: URL, BLEU: 40.6, chr-F: 0.632 testset: URL, BLEU: 1.6, chr-F: 0.181 testset: URL, BLEU: 49.5, chr-F: 0.685 testset: URL, BLEU: 1.6, chr-F: 0.223 testset: URL, BLEU: 7.1, chr-F: 0.250 ### System Info: * hf\_name: eng-itc * source\_languages: eng * target\_languages: itc * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['en', 'it', 'ca', 'rm', 'es', 'ro', 'gl', 'sc', 'co', 'wa', 'pt', 'oc', 'an', 'id', 'fr', 'ht', 'itc'] * src\_constituents: {'eng'} * tgt\_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'bjn', 'lmo', 'mwl', 'lij', 'lat\_Latn', 'lad\_Latn', 'pcd', 'lat\_Grek', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm\_Latn', 'srd', 'gcf\_Latn', 'lld\_Latn', 'min', 'tmw\_Latn', 'cos', 'wln', 'zlm\_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max\_Latn', 'frm\_Latn', 'scn', 'mfe'} * src\_multilingual: False * tgt\_multilingual: True * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eng * tgt\_alpha3: itc * short\_pair: en-itc * chrF2\_score: 0.588 * bleu: 38.0 * brevity\_penalty: 0.9670000000000001 * ref\_len: 73951.0 * src\_name: English * tgt\_name: Italic languages * train\_date: 2020-08-01 * src\_alpha2: en * tgt\_alpha2: itc * prefer\_old: False * long\_pair: eng-itc * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41
[ "### eng-itc\n\n\n* source group: English\n* target group: Italic languages\n* OPUS readme: eng-itc\n* model: transformer\n* source language(s): eng\n* target language(s): arg ast cat cos egl ext fra frm\\_Latn gcf\\_Latn glg hat ind ita lad lad\\_Latn lat\\_Latn lij lld\\_Latn lmo max\\_Latn mfe min mwl oci pap pms por roh ron scn spa tmw\\_Latn vec wln zlm\\_Latn zsm\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.1, chr-F: 0.565\ntestset: URL, BLEU: 29.9, chr-F: 0.574\ntestset: URL, BLEU: 35.3, chr-F: 0.609\ntestset: URL, BLEU: 27.7, chr-F: 0.567\ntestset: URL, BLEU: 28.6, chr-F: 0.586\ntestset: URL, BLEU: 29.8, chr-F: 0.569\ntestset: URL, BLEU: 25.0, chr-F: 0.536\ntestset: URL, BLEU: 27.1, chr-F: 0.548\ntestset: URL, BLEU: 26.7, chr-F: 0.557\ntestset: URL, BLEU: 28.9, chr-F: 0.583\ntestset: URL, BLEU: 28.9, chr-F: 0.567\ntestset: URL, BLEU: 29.6, chr-F: 0.574\ntestset: URL, BLEU: 33.8, chr-F: 0.598\ntestset: URL, BLEU: 30.9, chr-F: 0.590\ntestset: URL, BLEU: 34.8, chr-F: 0.598\ntestset: URL, BLEU: 29.1, chr-F: 0.574\ntestset: URL, BLEU: 34.9, chr-F: 0.600\ntestset: URL, BLEU: 30.1, chr-F: 0.567\ntestset: URL, BLEU: 31.8, chr-F: 0.576\ntestset: URL, BLEU: 25.9, chr-F: 0.548\ntestset: URL, BLEU: 1.6, chr-F: 0.120\ntestset: URL, BLEU: 17.2, chr-F: 0.389\ntestset: URL, BLEU: 47.6, chr-F: 0.668\ntestset: URL, BLEU: 4.3, chr-F: 0.287\ntestset: URL, BLEU: 0.9, chr-F: 0.101\ntestset: URL, BLEU: 8.7, chr-F: 0.287\ntestset: URL, BLEU: 44.9, chr-F: 0.635\ntestset: URL, BLEU: 1.0, chr-F: 0.225\ntestset: URL, BLEU: 0.7, chr-F: 0.115\ntestset: URL, BLEU: 44.9, chr-F: 0.648\ntestset: URL, BLEU: 30.9, chr-F: 0.533\ntestset: URL, BLEU: 45.4, chr-F: 0.673\ntestset: URL, BLEU: 5.6, chr-F: 0.279\ntestset: URL, BLEU: 12.1, chr-F: 0.380\ntestset: URL, BLEU: 1.4, chr-F: 0.183\ntestset: URL, BLEU: 0.5, chr-F: 0.199\ntestset: URL, BLEU: 0.7, chr-F: 0.187\ntestset: URL, BLEU: 83.6, chr-F: 0.909\ntestset: URL, BLEU: 31.3, chr-F: 0.549\ntestset: URL, BLEU: 38.0, chr-F: 0.588\ntestset: URL, BLEU: 2.7, chr-F: 0.322\ntestset: URL, BLEU: 8.2, chr-F: 0.293\ntestset: URL, BLEU: 46.7, chr-F: 0.663\ntestset: URL, BLEU: 2.1, chr-F: 0.194\ntestset: URL, BLEU: 41.2, chr-F: 0.635\ntestset: URL, BLEU: 2.6, chr-F: 0.237\ntestset: URL, BLEU: 40.6, chr-F: 0.632\ntestset: URL, BLEU: 1.6, chr-F: 0.181\ntestset: URL, BLEU: 49.5, chr-F: 0.685\ntestset: URL, BLEU: 1.6, chr-F: 0.223\ntestset: URL, BLEU: 7.1, chr-F: 0.250", "### System Info:\n\n\n* hf\\_name: eng-itc\n* source\\_languages: eng\n* target\\_languages: itc\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'it', 'ca', 'rm', 'es', 'ro', 'gl', 'sc', 'co', 'wa', 'pt', 'oc', 'an', 'id', 'fr', 'ht', 'itc']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'bjn', 'lmo', 'mwl', 'lij', 'lat\\_Latn', 'lad\\_Latn', 'pcd', 'lat\\_Grek', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm\\_Latn', 'srd', 'gcf\\_Latn', 'lld\\_Latn', 'min', 'tmw\\_Latn', 'cos', 'wln', 'zlm\\_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max\\_Latn', 'frm\\_Latn', 'scn', 'mfe'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: itc\n* short\\_pair: en-itc\n* chrF2\\_score: 0.588\n* bleu: 38.0\n* brevity\\_penalty: 0.9670000000000001\n* ref\\_len: 73951.0\n* src\\_name: English\n* tgt\\_name: Italic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: itc\n* prefer\\_old: False\n* long\\_pair: eng-itc\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #it #ca #rm #es #ro #gl #sc #co #wa #pt #oc #an #id #fr #ht #itc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eng-itc\n\n\n* source group: English\n* target group: Italic languages\n* OPUS readme: eng-itc\n* model: transformer\n* source language(s): eng\n* target language(s): arg ast cat cos egl ext fra frm\\_Latn gcf\\_Latn glg hat ind ita lad lad\\_Latn lat\\_Latn lij lld\\_Latn lmo max\\_Latn mfe min mwl oci pap pms por roh ron scn spa tmw\\_Latn vec wln zlm\\_Latn zsm\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.1, chr-F: 0.565\ntestset: URL, BLEU: 29.9, chr-F: 0.574\ntestset: URL, BLEU: 35.3, chr-F: 0.609\ntestset: URL, BLEU: 27.7, chr-F: 0.567\ntestset: URL, BLEU: 28.6, chr-F: 0.586\ntestset: URL, BLEU: 29.8, chr-F: 0.569\ntestset: URL, BLEU: 25.0, chr-F: 0.536\ntestset: URL, BLEU: 27.1, chr-F: 0.548\ntestset: URL, BLEU: 26.7, chr-F: 0.557\ntestset: URL, BLEU: 28.9, chr-F: 0.583\ntestset: URL, BLEU: 28.9, chr-F: 0.567\ntestset: URL, BLEU: 29.6, chr-F: 0.574\ntestset: URL, BLEU: 33.8, chr-F: 0.598\ntestset: URL, BLEU: 30.9, chr-F: 0.590\ntestset: URL, BLEU: 34.8, chr-F: 0.598\ntestset: URL, BLEU: 29.1, chr-F: 0.574\ntestset: URL, BLEU: 34.9, chr-F: 0.600\ntestset: URL, BLEU: 30.1, chr-F: 0.567\ntestset: URL, BLEU: 31.8, chr-F: 0.576\ntestset: URL, BLEU: 25.9, chr-F: 0.548\ntestset: URL, BLEU: 1.6, chr-F: 0.120\ntestset: URL, BLEU: 17.2, chr-F: 0.389\ntestset: URL, BLEU: 47.6, chr-F: 0.668\ntestset: URL, BLEU: 4.3, chr-F: 0.287\ntestset: URL, BLEU: 0.9, chr-F: 0.101\ntestset: URL, BLEU: 8.7, chr-F: 0.287\ntestset: URL, BLEU: 44.9, chr-F: 0.635\ntestset: URL, BLEU: 1.0, chr-F: 0.225\ntestset: URL, BLEU: 0.7, chr-F: 0.115\ntestset: URL, BLEU: 44.9, chr-F: 0.648\ntestset: URL, BLEU: 30.9, chr-F: 0.533\ntestset: URL, BLEU: 45.4, chr-F: 0.673\ntestset: URL, BLEU: 5.6, chr-F: 0.279\ntestset: URL, BLEU: 12.1, chr-F: 0.380\ntestset: URL, BLEU: 1.4, chr-F: 0.183\ntestset: URL, BLEU: 0.5, chr-F: 0.199\ntestset: URL, BLEU: 0.7, chr-F: 0.187\ntestset: URL, BLEU: 83.6, chr-F: 0.909\ntestset: URL, BLEU: 31.3, chr-F: 0.549\ntestset: URL, BLEU: 38.0, chr-F: 0.588\ntestset: URL, BLEU: 2.7, chr-F: 0.322\ntestset: URL, BLEU: 8.2, chr-F: 0.293\ntestset: URL, BLEU: 46.7, chr-F: 0.663\ntestset: URL, BLEU: 2.1, chr-F: 0.194\ntestset: URL, BLEU: 41.2, chr-F: 0.635\ntestset: URL, BLEU: 2.6, chr-F: 0.237\ntestset: URL, BLEU: 40.6, chr-F: 0.632\ntestset: URL, BLEU: 1.6, chr-F: 0.181\ntestset: URL, BLEU: 49.5, chr-F: 0.685\ntestset: URL, BLEU: 1.6, chr-F: 0.223\ntestset: URL, BLEU: 7.1, chr-F: 0.250", "### System Info:\n\n\n* hf\\_name: eng-itc\n* source\\_languages: eng\n* target\\_languages: itc\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['en', 'it', 'ca', 'rm', 'es', 'ro', 'gl', 'sc', 'co', 'wa', 'pt', 'oc', 'an', 'id', 'fr', 'ht', 'itc']\n* src\\_constituents: {'eng'}\n* tgt\\_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'bjn', 'lmo', 'mwl', 'lij', 'lat\\_Latn', 'lad\\_Latn', 'pcd', 'lat\\_Grek', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm\\_Latn', 'srd', 'gcf\\_Latn', 'lld\\_Latn', 'min', 'tmw\\_Latn', 'cos', 'wln', 'zlm\\_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max\\_Latn', 'frm\\_Latn', 'scn', 'mfe'}\n* src\\_multilingual: False\n* tgt\\_multilingual: True\n* prepro: normalization + SentencePiece (spm32k,spm32k)\n* url\\_model: URL\n* url\\_test\\_set: URL\n* src\\_alpha3: eng\n* tgt\\_alpha3: itc\n* short\\_pair: en-itc\n* chrF2\\_score: 0.588\n* bleu: 38.0\n* brevity\\_penalty: 0.9670000000000001\n* ref\\_len: 73951.0\n* src\\_name: English\n* tgt\\_name: Italic languages\n* train\\_date: 2020-08-01\n* src\\_alpha2: en\n* tgt\\_alpha2: itc\n* prefer\\_old: False\n* long\\_pair: eng-itc\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]
[ 93, 1106, 687 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #it #ca #rm #es #ro #gl #sc #co #wa #pt #oc #an #id #fr #ht #itc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "passage: ### eng-itc\n\n\n* source group: English\n* target group: Italic languages\n* OPUS readme: eng-itc\n* model: transformer\n* source language(s): eng\n* target language(s): arg ast cat cos egl ext fra frm\\_Latn gcf\\_Latn glg hat ind ita lad lad\\_Latn lat\\_Latn lij lld\\_Latn lmo max\\_Latn mfe min mwl oci pap pms por roh ron scn spa tmw\\_Latn vec wln zlm\\_Latn zsm\\_Latn\n* model: transformer\n* pre-processing: normalization + SentencePiece (spm32k,spm32k)\n* a sentence initial language token is required in the form of '>>id<<' (id = valid target language ID)\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.1, chr-F: 0.565\ntestset: URL, BLEU: 29.9, chr-F: 0.574\ntestset: URL, BLEU: 35.3, chr-F: 0.609\ntestset: URL, BLEU: 27.7, chr-F: 0.567\ntestset: URL, BLEU: 28.6, chr-F: 0.586\ntestset: URL, BLEU: 29.8, chr-F: 0.569\ntestset: URL, BLEU: 25.0, chr-F: 0.536\ntestset: URL, BLEU: 27.1, chr-F: 0.548\ntestset: URL, BLEU: 26.7, chr-F: 0.557\ntestset: URL, BLEU: 28.9, chr-F: 0.583\ntestset: URL, BLEU: 28.9, chr-F: 0.567\ntestset: URL, BLEU: 29.6, chr-F: 0.574\ntestset: URL, BLEU: 33.8, chr-F: 0.598\ntestset: URL, BLEU: 30.9, chr-F: 0.590\ntestset: URL, BLEU: 34.8, chr-F: 0.598\ntestset: URL, BLEU: 29.1, chr-F: 0.574\ntestset: URL, BLEU: 34.9, chr-F: 0.600\ntestset: URL, BLEU: 30.1, chr-F: 0.567\ntestset: URL, BLEU: 31.8, chr-F: 0.576\ntestset: URL, BLEU: 25.9, chr-F: 0.548\ntestset: URL, BLEU: 1.6, chr-F: 0.120\ntestset: URL, BLEU: 17.2, chr-F: 0.389\ntestset: URL, BLEU: 47.6, chr-F: 0.668\ntestset: URL, BLEU: 4.3, chr-F: 0.287\ntestset: URL, BLEU: 0.9, chr-F: 0.101\ntestset: URL, BLEU: 8.7, chr-F: 0.287\ntestset: URL, BLEU: 44.9, chr-F: 0.635\ntestset: URL, BLEU: 1.0, chr-F: 0.225\ntestset: URL, BLEU: 0.7, chr-F: 0.115\ntestset: URL, BLEU: 44.9, chr-F: 0.648\ntestset: URL, BLEU: 30.9, chr-F: 0.533\ntestset: URL, BLEU: 45.4, chr-F: 0.673\ntestset: URL, BLEU: 5.6, chr-F: 0.279\ntestset: URL, BLEU: 12.1, chr-F: 0.380\ntestset: URL, BLEU: 1.4, chr-F: 0.183\ntestset: URL, BLEU: 0.5, chr-F: 0.199\ntestset: URL, BLEU: 0.7, chr-F: 0.187\ntestset: URL, BLEU: 83.6, chr-F: 0.909\ntestset: URL, BLEU: 31.3, chr-F: 0.549\ntestset: URL, BLEU: 38.0, chr-F: 0.588\ntestset: URL, BLEU: 2.7, chr-F: 0.322\ntestset: URL, BLEU: 8.2, chr-F: 0.293\ntestset: URL, BLEU: 46.7, chr-F: 0.663\ntestset: URL, BLEU: 2.1, chr-F: 0.194\ntestset: URL, BLEU: 41.2, chr-F: 0.635\ntestset: URL, BLEU: 2.6, chr-F: 0.237\ntestset: URL, BLEU: 40.6, chr-F: 0.632\ntestset: URL, BLEU: 1.6, chr-F: 0.181\ntestset: URL, BLEU: 49.5, chr-F: 0.685\ntestset: URL, BLEU: 1.6, chr-F: 0.223\ntestset: URL, BLEU: 7.1, chr-F: 0.250" ]
[ -0.1034879982471466, 0.05179150030016899, -0.0077075473964214325, 0.04591839760541916, 0.0031897490844130516, 0.06121782213449478, 0.0975259393453598, 0.1374010443687439, 0.03995879739522934, 0.0518299899995327, 0.13124725222587585, 0.09288973361253738, 0.03940342366695404, 0.07206818461418152, -0.022451994940638542, -0.12167254835367203, 0.005053721368312836, 0.005117951426655054, -0.09907364845275879, 0.1158619076013565, 0.06584203243255615, -0.01581093855202198, 0.07809877395629883, -0.06188087537884712, 0.031873442232608795, 0.022113852202892303, 0.007348382845520973, -0.04220818728208542, 0.0592803955078125, 0.07855524867773056, 0.04669519513845444, 0.06768545508384705, 0.011952024884521961, -0.2331373393535614, 0.024183157831430435, 0.015001725405454636, -0.06808260083198547, 0.025494661182165146, 0.032800547778606415, -0.06052570790052414, 0.12125550210475922, -0.008295230567455292, -0.03824666142463684, 0.036927059292793274, -0.08735375106334686, -0.15304870903491974, -0.07764679938554764, 0.06685394793748856, -0.025341060012578964, 0.07994900643825531, -0.015009487979114056, 0.15949790179729462, -0.13490088284015656, 0.09951569885015488, 0.20913352072238922, -0.25554159283638, -0.0405702069401741, 0.09534861147403717, 0.0765199363231659, 0.0877370536327362, -0.049786970019340515, 0.025098200887441635, 0.07528427243232727, 0.010596203617751598, -0.07192709296941757, -0.08943531662225723, -0.004743488505482674, 0.030704032629728317, -0.11350521445274353, -0.06277018785476685, 0.22254028916358948, 0.02065802738070488, -0.03035776875913143, 0.0467073917388916, -0.04251452162861824, -0.10988610237836838, -0.009622601792216301, 0.01214776374399662, 0.03607254475355148, 0.02192074805498123, 0.030391767621040344, -0.008281689137220383, -0.0946497842669487, -0.06361882388591766, -0.07749741524457932, 0.08677501976490021, 0.031823791563510895, 0.007984708994626999, -0.06426140666007996, 0.06331631541252136, 0.061684511601924896, -0.13872089982032776, -0.07725966721773148, -0.042742520570755005, 0.021612754091620445, 0.03391993045806885, -0.026360202580690384, 0.027536077424883842, 0.12999890744686127, 0.1692112386226654, -0.05729031562805176, 0.06003677099943161, -0.04555632546544075, 0.05783345177769661, -0.03045102208852768, 0.136492520570755, -0.027246929705142975, -0.058521904051303864, -0.01916620135307312, 0.016834253445267677, 0.027010705322027206, -0.010385192930698395, -0.08244860172271729, -0.046284329146146774, 0.01936931535601616, 0.10132189095020294, 0.026107672601938248, 0.04432838782668114, -0.04785481095314026, 0.02443096786737442, 0.021335827186703682, -0.08819606155157089, 0.049036141484975815, 0.09063601493835449, 0.012330455705523491, 0.04672025144100189, 0.054432835429906845, -0.05504525825381279, -0.0462617464363575, 0.0014564357697963715, -0.044127512723207474, -0.002115949522703886, -0.020584970712661743, -0.07553115487098694, 0.0576653927564621, 0.003750598058104515, -0.0013449350371956825, -0.10708858072757721, -0.044896721839904785, -0.062014687806367874, 0.004634661599993706, -0.036470141261816025, 0.02838624268770218, -0.03599514812231064, -0.07110614329576492, 0.055143605917692184, -0.029434336349368095, 0.02042905054986477, -0.07752078026533127, 0.09431605041027069, 0.009260065853595734, 0.0671810731291771, -0.03157688304781914, 0.01062961295247078, -0.0829271525144577, 0.02680860087275505, -0.07520029693841934, 0.03211759775876999, -0.13589563965797424, 0.08008868247270584, -0.046992603689432144, -0.08556296676397324, -0.06225625425577164, 0.052744314074516296, 0.039806824177503586, 0.1622759997844696, -0.1668974757194519, -0.05084053799510002, 0.22594726085662842, -0.0839458554983139, -0.12221810966730118, 0.07097917050123215, 0.03645459562540054, -0.012824440374970436, 0.008975009433925152, 0.15734300017356873, 0.06906731426715851, -0.08242189884185791, 0.014000197872519493, 0.08903168886899948, 0.03956092521548271, 0.01522805355489254, 0.09147372841835022, -0.05540183559060097, -0.07041563093662262, 0.013209904544055462, -0.07462292909622192, 0.028391053900122643, -0.033014822751283646, -0.05913952365517616, -0.04961671680212021, -0.024788925424218178, 0.010979527607560158, 0.04036066681146622, -0.013995975255966187, -0.07392275333404541, -0.09335014969110489, -0.05030353367328644, 0.09558658301830292, 0.0008285250514745712, 0.05727282911539078, -0.05952673405408859, 0.12007514387369156, 0.017494309693574905, 0.021769613027572632, -0.1052209883928299, 0.012313323095440865, 0.02715998701751232, 0.03169150650501251, 0.06009259819984436, 0.10092529654502869, 0.057888831943273544, -0.04799618571996689, -0.009712735190987587, -0.039927661418914795, 0.05283369868993759, -0.0188697911798954, -0.03166689723730087, -0.20548000931739807, 0.037709757685661316, -0.02309202030301094, 0.0710449144244194, -0.17377591133117676, -0.011299504898488522, 0.0940522700548172, 0.07790998369455338, -0.04173365980386734, 0.05528666824102402, 0.00896182656288147, 0.019153064116835594, -0.06991332769393921, -0.027800533920526505, 0.026393378153443336, -0.021466871723532677, -0.10583695769309998, 0.123618483543396, -0.0762011930346489, 0.1345398873090744, 0.16779597103595734, -0.0713551789522171, -0.05584502965211868, 0.020731236785650253, -0.024826128035783768, 0.013887129724025726, 0.08908075094223022, -0.01791093312203884, 0.025850536301732063, -0.0037051821127533913, 0.11358195543289185, -0.10579538345336914, -0.045486293733119965, -0.01051708497107029, -0.03497616946697235, -0.03931857645511627, 0.1860462874174118, 0.05086975917220116, -0.08541227877140045, 0.10615504533052444, 0.22032110393047333, -0.018721451982855797, 0.18582084774971008, -0.05161037668585777, -0.06166326627135277, -0.02889082208275795, 0.05274230241775513, -0.007890124805271626, 0.09937502443790436, -0.10471644997596741, 0.01462819054722786, 0.024210939183831215, 0.027874885126948357, 0.013182182796299458, -0.11233057826757431, -0.015406056307256222, 0.004859188571572304, -0.0674581378698349, -0.02712338976562023, 0.03171509504318237, -0.007664007134735584, 0.0979829952120781, -0.03657485917210579, -0.08543853461742401, -0.012503797188401222, -0.03953809291124344, -0.11219526827335358, 0.19271251559257507, -0.13369803130626678, -0.19309377670288086, -0.08168306946754456, 0.017507337033748627, -0.02635873854160309, -0.04005901888012886, 0.08580534160137177, -0.11357918381690979, -0.03942970186471939, -0.07909746468067169, -0.0018555615097284317, -0.046244554221630096, -0.012888036668300629, -0.06955403089523315, 0.023614756762981415, 0.012927962467074394, -0.13779224455356598, -0.015406408347189426, -0.012354860082268715, -0.055486004799604416, 0.06835778802633286, -0.08497881144285202, 0.09440675377845764, 0.12652838230133057, 0.03369709104299545, 0.04863819479942322, -0.011832356452941895, 0.15715926885604858, -0.09018020331859589, 0.013735578395426273, 0.037573814392089844, 0.009288660250604153, 0.024272948503494263, 0.10582657903432846, 0.007112928666174412, -0.06185983866453171, -0.0006178943440318108, -0.013810578733682632, -0.015046130865812302, -0.304789274930954, -0.0521918386220932, -0.06926561146974564, 0.06524263322353363, -0.002163828583434224, 0.08531646430492401, 0.02861133962869644, 0.023665938526391983, -0.00887886993587017, -0.018914327025413513, -0.03670597821474075, 0.03329751640558243, 0.1476392298936844, -0.013413011096417904, 0.0615956112742424, -0.09666687250137329, -0.011057648807764053, 0.109471395611763, 0.04599595069885254, 0.061270855367183685, 0.014530908316373825, 0.10409519821405411, 0.07911065220832825, 0.16048455238342285, 0.014809999614953995, -0.001130940392613411, 0.005709676072001457, -0.008898322470486164, -0.00317489355802536, -0.06929021328687668, -0.01594887673854828, 0.04312260076403618, 0.054662492126226425, -0.025652669370174408, -0.01963234879076481, -0.045796625316143036, 0.08093970268964767, 0.11965872347354889, 0.0676492229104042, -0.12802915275096893, 0.02230866067111492, 0.036279771476984024, 0.018612179905176163, -0.05022759735584259, 0.06588064879179001, 0.0536760613322258, -0.06819050014019012, 0.10046440362930298, 0.04284999519586563, 0.08797883242368698, 0.011026404798030853, 0.0227825865149498, -0.01909591816365719, -0.021648894995450974, 0.0056658172979950905, 0.07472186535596848, -0.3237764835357666, 0.22685721516609192, 0.013717759400606155, -0.03426217660307884, -0.007413589395582676, -0.021034663543105125, 0.04162505641579628, 0.11722904443740845, 0.11114989966154099, 0.038298871368169785, -0.1139526441693306, -0.09751509130001068, -0.01011139340698719, 0.03828289359807968, 0.09680569171905518, 0.029686305671930313, 0.042825743556022644, -0.05091284215450287, -0.04762089252471924, -0.021369818598031998, 0.0566965751349926, -0.09861304610967636, -0.05800815299153328, 0.06663617491722107, 0.0150254275649786, -0.01361515000462532, -0.044856518507003784, -0.045083172619342804, -0.081568643450737, 0.14841705560684204, -0.1817898154258728, -0.005639292299747467, -0.08802536129951477, -0.04931143298745155, 0.1269020438194275, -0.09475835412740707, 0.0023600170388817787, -0.05092008411884308, -0.020232511684298515, -0.018813081085681915, -0.08887878060340881, 0.1100914403796196, -0.07321429252624512, -0.14213807880878448, -0.03597339242696762, 0.15102021396160126, -0.06003810092806816, 0.08812354505062103, 0.012828593142330647, -0.018992342054843903, -0.049971021711826324, -0.09946344792842865, 0.025360511615872383, -0.016011035069823265, -0.0313262939453125, 0.04077126085758209, -0.08994460850954056, -0.034532368183135986, -0.02217022143304348, -0.06603600829839706, 0.11173944175243378, 0.2412342131137848, -0.07495000958442688, 0.06179322302341461, 0.10911329090595245, -0.12204132974147797, -0.23254844546318054, -0.03837601840496063, -0.07225215435028076, -0.025268614292144775, -0.01935177855193615, -0.12334237992763519, -0.004399746656417847, 0.006584197282791138, -0.022102948278188705, 0.17021870613098145, -0.21410341560840607, -0.09387431293725967, 0.14643479883670807, -0.005009591579437256, 0.1214577853679657, -0.19925974309444427, -0.10016095638275146, -0.03255130723118782, -0.1306781768798828, 0.02967090904712677, -0.05648119002580643, 0.08485718071460724, -0.035066843032836914, -0.02472083270549774, 0.032238561660051346, -0.012420747429132462, 0.1276027411222458, -0.009193180128932, 0.022808991372585297, -0.08185701817274094, 0.010637732222676277, 0.03644271194934845, -0.004214790649712086, 0.06669777631759644, -0.1449756771326065, 0.0320315919816494, -0.108475461602211, 0.006023159716278315, -0.07262571901082993, 0.03053109720349312, -0.07280527800321579, -0.008609142154455185, -0.06785077601671219, 0.03371643275022507, 0.016117341816425323, 0.008386327885091305, 0.12151558697223663, -0.0645403042435646, 0.08241567015647888, 0.08765525370836258, 0.12025736272335052, -0.029110677540302277, 0.015505973249673843, -0.0050116851925849915, -0.024940773844718933, 0.03680398687720299, -0.14197003841400146, 0.02087334543466568, 0.12590645253658295, 0.023097887635231018, 0.0692659243941307, 0.018070027232170105, -0.09094414860010147, -0.0471576452255249, 0.116480752825737, -0.09160754084587097, -0.0380491279065609, -0.006283794529736042, -0.0690760686993599, 0.0095997154712677, -0.0005195848643779755, 0.16368243098258972, 0.0032128412276506424, -0.00636513065546751, 0.006646757945418358, 0.026655716821551323, -0.03169615939259529, 0.109496109187603, 0.0771087110042572, 0.030655477195978165, -0.08408518880605698, 0.03883679211139679, -0.009917167946696281, -0.08059050887823105, 0.03869674727320671, 0.1481049507856369, -0.0627475380897522, -0.12233494967222214, 0.014255331829190254, 0.08150295913219452, -0.10358046740293503, -0.06353890895843506, -0.08052491396665573, -0.0981215089559555, 0.06582038104534149, 0.1957225203514099, 0.06749951094388962, 0.04185382276773453, 0.0701964944601059, -0.035269416868686676, 0.061216555535793304, 0.057785626500844955, -0.020642226561903954, 0.04165862128138542, -0.06060180440545082, 0.020646627992391586, 0.022412672638893127, 0.09304873645305634, -0.014584561809897423, -0.006796075031161308, -0.15211953222751617, 0.03029240481555462, -0.1527731865644455, 0.030818399041891098, -0.006256544962525368, -0.02436024509370327, 0.015801364555954933, -0.09701833873987198, -0.060146793723106384, -0.00013281824067234993, -0.09875631332397461, -0.025044851005077362, -0.003688252065330744, 0.08411580324172974, -0.12354525178670883, -0.012919140048325062, 0.06115445867180824, -0.05940437689423561, 0.07665465772151947, 0.038093410432338715, -0.05190283805131912, 0.07406355440616608, -0.16853472590446472, -0.013050963170826435, 0.009713366627693176, 0.04360388591885567, 0.02662552148103714, -0.0198327898979187, 0.02073914185166359, 0.04235310107469559, 0.04329461604356766, 0.06190967932343483, 0.04856804758310318, -0.08220753818750381, 0.04507918283343315, -0.06922007352113724, -0.10418739914894104, 6.043119356036186e-7, 0.03278355300426483, 0.07249577343463898, -0.013898279517889023, 0.08478862047195435, -0.05935993045568466, 0.04020170122385025, -0.13828817009925842, -0.0022094715386629105, -0.003580999793484807, -0.07871610671281815, -0.09888698160648346, -0.03752943128347397, 0.05147811397910118, -0.019018840044736862, 0.1554505079984665, -0.021418100222945213, 0.01583634689450264, 0.02654208242893219, -0.0010042376816272736, 0.020615754649043083, 0.010653013363480568, 0.09214617311954498, 0.027108611539006233, -0.0069301798939704895, -0.07236240804195404, -0.00939108058810234, 0.015565658919513226, -0.0414489321410656, 0.11160151660442352, 0.1276196390390396, 0.13865268230438232, 0.10669571906328201, 0.03929424658417702, -0.0647864043712616, -0.014423325657844543, -0.06196698173880577, -0.012433583848178387, 0.09041304886341095, -0.016623523086309433, 0.11663009971380234, 0.14031852781772614, -0.09000913798809052, 0.04011887311935425, -0.09426605701446533, -0.030644699931144714, -0.14625151455402374, -0.07906930893659592, -0.07317396998405457, -0.14283034205436707, 0.009293941780924797, -0.06212086230516434, 0.04852761700749397, 0.017349446192383766, 0.07209451496601105, -0.021523606032133102, 0.056598104536533356, 0.05104473605751991, -0.056772276759147644, 0.07272817939519882, 0.0027232198044657707, 0.02271447330713272, -0.018043283373117447, -0.01916665956377983, 0.012155059725046158, -0.06084053963422775, -0.01545840036123991, 0.05951826274394989, -0.022998511791229248, 0.029393121600151062, -0.05321956425905228, -0.05669039487838745, -0.0217768345028162, 0.01994720660150051, 0.02429157868027687, 0.15468721091747284, 0.04896186292171478, 0.009975399821996689, 0.03645411506295204, 0.11926139146089554, -0.019915178418159485, -0.07800072431564331, -0.039489004760980606, 0.11145788431167603, -0.0031604613177478313, 0.06699641793966293, -0.027425618842244148, -0.030178871005773544, -0.02485966496169567, 0.24904991686344147, 0.20035234093666077, -0.06704883277416229, 0.021858833730220795, 0.06671029329299927, 0.025397567078471184, 0.043750494718551636, 0.06115074083209038, 0.10139138996601105, 0.2018805295228958, -0.0322142019867897, -0.06907733529806137, -0.04211012274026871, -0.028782321140170097, -0.044609494507312775, 0.05882057547569275, 0.01819499209523201, -0.03561801835894585, -0.03006797656416893, 0.04368401691317558, -0.08744176477193832, -0.07896627485752106, 0.038076065480709076, -0.1470247507095337, -0.06652440130710602, -0.05483333766460419, 0.11966082453727722, 0.05151806026697159, 0.005319656804203987, -0.02865251526236534, -0.08910584449768066, 0.07642951607704163, -0.018504071980714798, -0.13372920453548431, -0.10319502651691437, 0.05271008610725403, -0.15901267528533936, 0.15697941184043884, -0.01283295825123787, 0.06441899389028549, 0.11547878384590149, 0.026442699134349823, -0.06442005932331085, 0.06348902732133865, 0.0878349244594574, -0.0698140561580658, 0.013529211282730103, -0.013146448880434036, 0.011957835406064987, 0.058686595410108566, 0.0913812667131424, 0.02193063125014305, 0.07171908020973206, 0.06371800601482391, -0.06246459111571312, -0.07760193198919296, 0.02576397731900215, -0.08246845752000809, 0.05844879895448685, 0.1363833248615265, -0.0200495682656765, -0.015088758431375027, -0.0707421749830246, -0.010097194463014603, -0.029507076367735863, 0.0038370080292224884, -0.018811790272593498, -0.05935182794928551, 0.017305076122283936, 0.011561993509531021, 0.06066678836941719, -0.19739653170108795, -0.0479489266872406, 0.0017545055598020554, 0.004000622779130936, -0.07722072303295135, 0.10297131538391113, 0.0705067366361618, 0.05003127455711365, 0.0017945952713489532, -0.09248315542936325, 0.044358573853969574, 0.08713623881340027, -0.13417820632457733, -0.058379411697387695 ]
null
null
transformers
### opus-mt-en-jap * source languages: en * target languages: jap * OPUS readme: [en-jap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-jap/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-jap/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-jap/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-jap/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | bible-uedin.en.jap | 42.1 | 0.960 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-jap
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "jap", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #jap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-jap * source languages: en * target languages: jap * OPUS readme: en-jap * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 42.1, chr-F: 0.960
[ "### opus-mt-en-jap\n\n\n* source languages: en\n* target languages: jap\n* OPUS readme: en-jap\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 42.1, chr-F: 0.960" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #jap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-jap\n\n\n* source languages: en\n* target languages: jap\n* OPUS readme: en-jap\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 42.1, chr-F: 0.960" ]
[ 62, 103 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #jap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-jap\n\n\n* source languages: en\n* target languages: jap\n* OPUS readme: en-jap\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 42.1, chr-F: 0.960" ]
[ -0.09926515072584152, 0.16269907355308533, -0.004871129523962736, 0.0661064013838768, 0.07287584245204926, 0.002560210647061467, 0.03546992316842079, 0.1737886369228363, -0.03933705762028694, -0.011690831743180752, 0.12225612998008728, 0.16962501406669617, 0.03064003773033619, 0.14263370633125305, -0.07974966615438461, -0.1159382238984108, 0.037077128887176514, 0.06438328325748444, -0.029482847079634666, 0.14992453157901764, 0.09921639412641525, -0.01188433263450861, 0.09194811433553696, -0.021516991779208183, -0.05993287265300751, 0.08686816692352295, 0.016169089823961258, -0.07443095743656158, 0.04705961048603058, 0.06111745536327362, 0.04197946563363075, 0.05155303701758385, -0.05404379218816757, -0.21163147687911987, 0.01949307695031166, 0.020406803116202354, -0.04051549732685089, 0.03295191377401352, 0.06100042164325714, -0.08600199222564697, 0.0717845931649208, -0.06004869192838669, -0.04015704244375229, 0.061321355402469635, -0.04758705198764801, -0.19845443964004517, -0.06181298941373825, -0.030394429340958595, -0.007668899372220039, 0.1366448998451233, -0.04019444063305855, 0.22542352974414825, -0.1346292495727539, 0.13030315935611725, 0.22498361766338348, -0.2662147283554077, -0.028257053345441818, 0.06629393249750137, 0.04873085767030716, 0.07443994283676147, -0.003744392655789852, -0.03325365111231804, 0.09107492864131927, 0.03432699292898178, -0.058269042521715164, -0.1385912001132965, -0.1290949285030365, 0.04701168090105057, -0.11078426986932755, -0.047281306236982346, 0.2758082449436188, -0.028364498168230057, -0.07840438932180405, -0.010848269797861576, -0.03954080864787102, -0.04929950088262558, -0.020198576152324677, 0.03449944034218788, 0.04435371980071068, 0.016082899644970894, 0.08090414851903915, 0.01665668375790119, -0.08787445724010468, -0.09520638734102249, -0.10730131715536118, 0.1056201159954071, 0.0663459375500679, 0.0018758750520646572, -0.06851231306791306, 0.05763719603419304, 0.03990650549530983, -0.13931113481521606, -0.07460816204547882, -0.051514845341444016, 0.011203261092305183, 0.03914649784564972, -0.07448378950357437, -0.12982971966266632, 0.15497642755508423, 0.09666364639997482, -0.05678027868270874, 0.05663415417075157, -0.09758427739143372, 0.04657655581831932, -0.02053290419280529, 0.19243857264518738, -0.000361256068572402, -0.04570511355996132, 0.06339363753795624, -0.00045379617949947715, 0.021755989640951157, 0.03731606528162956, -0.06924796104431152, -0.08707629144191742, 0.03434359282255173, 0.11048778891563416, -0.00007942089723655954, 0.06257734447717667, -0.06446430832147598, -0.007317326497286558, 0.011126343160867691, -0.14682307839393616, 0.012242981232702732, 0.04654296115040779, -0.013275637291371822, 0.07890819013118744, 0.07327944040298462, -0.045443493872880936, -0.14014548063278198, -0.03529708832502365, -0.03156943991780281, 0.023705502972006798, -0.06751666218042374, -0.1029018983244896, 0.05786191672086716, 0.03306737169623375, 0.03679666295647621, -0.15278080105781555, -0.11469744890928268, -0.05237405374646187, 0.04327884316444397, -0.011810128577053547, -0.014939562417566776, -0.018770942464470863, -0.0730363130569458, 0.0025978353805840015, -0.05163490027189255, 0.04187069460749626, -0.0963229313492775, 0.09790261089801788, 0.05455251783132553, 0.04698971286416054, -0.014352801255881786, 0.04538239911198616, -0.1645752191543579, -0.024063827469944954, -0.1288263201713562, 0.05831130966544151, -0.14404091238975525, 0.06732713431119919, -0.1083856150507927, -0.08534795045852661, 0.018354404717683792, 0.06295894086360931, 0.029956236481666565, 0.1742040365934372, -0.1869545876979828, -0.03724363446235657, 0.2212495058774948, -0.07605597376823425, -0.13895414769649506, 0.11711804568767548, -0.0017208604840561748, 0.008468705229461193, 0.05313779041171074, 0.18565888702869415, 0.03818681091070175, -0.06104445084929466, 0.04033489525318146, 0.052953075617551804, 0.021399512887001038, -0.06507334858179092, 0.12260951846837997, -0.053772732615470886, -0.12500862777233124, 0.06237052008509636, -0.06460188329219818, 0.05201899632811546, 0.025847025215625763, -0.046314314007759094, -0.05884481593966484, -0.014399855397641659, -0.023315705358982086, 0.06219528242945671, 0.033655986189842224, -0.14610764384269714, -0.07227680087089539, 0.005209269467741251, 0.09212441742420197, -0.035578612238168716, 0.03469495102763176, -0.03874869644641876, 0.054821740835905075, -0.09601566195487976, 0.0453362874686718, -0.11009132862091064, 0.07977166026830673, 0.026597049087285995, -0.06520287692546844, 0.06602242588996887, 0.0605403333902359, 0.03303336352109909, -0.0812360867857933, -0.003994150552898645, -0.02889224886894226, 0.06167169660329819, -0.024947529658675194, -0.06622445583343506, -0.15427544713020325, 0.056141197681427, -0.021185098215937614, 0.00009781510016182438, -0.08741827309131622, -0.008822979405522346, 0.0006703829858452082, 0.06343547254800797, -0.01638208143413067, 0.04921945929527283, 0.04779301583766937, 0.03323495760560036, -0.057313788682222366, -0.014862636104226112, 0.010843386873602867, 0.0010004318319261074, -0.04367716982960701, 0.1835157424211502, -0.03206958249211311, 0.1961260735988617, 0.20366357266902924, -0.10704223066568375, 0.007317989598959684, 0.05385402962565422, -0.01911894977092743, -0.003932959865778685, 0.03416953980922699, 0.04276121407747269, 0.06756934523582458, -0.004188071936368942, 0.14522680640220642, -0.15050874650478363, -0.042102910578250885, -0.014343426562845707, -0.08125334233045578, -0.023424794897437096, 0.20342017710208893, 0.04714494198560715, -0.1828479766845703, 0.12748296558856964, 0.1661839634180069, -0.1473681628704071, 0.1903134435415268, -0.06477082520723343, -0.06855915486812592, 0.061417434364557266, 0.07410238683223724, -0.005547903012484312, 0.08228988945484161, -0.19280637800693512, 0.014007922261953354, 0.06795012950897217, 0.030952781438827515, 0.06231759861111641, -0.09514626860618591, -0.020138533785939217, -0.003938776440918446, -0.08995994925498962, -0.010517378337681293, 0.05765493959188461, 0.03439097851514816, 0.0934147909283638, -0.047017473727464676, -0.025601288303732872, 0.011854098178446293, -0.020695805549621582, -0.13701149821281433, 0.21729344129562378, -0.1325281411409378, -0.24238836765289307, -0.10816381126642227, 0.043914418667554855, -0.10576573014259338, -0.015187212266027927, 0.12223874777555466, -0.11353067308664322, -0.056456565856933594, -0.0790024846792221, 0.0375099778175354, -0.011031016707420349, -0.02518424764275551, -0.10507270693778992, 0.04766041412949562, 0.029109034687280655, -0.14348304271697998, -0.022662945091724396, 0.01969604752957821, -0.029226407408714294, 0.05363082140684128, -0.14960692822933197, 0.1086983010172844, 0.09100067615509033, -0.02308564819395542, 0.03668541461229324, -0.018159352242946625, 0.15196526050567627, -0.0628652572631836, -0.047383420169353485, 0.17102590203285217, 0.06060120463371277, -0.0140902204439044, 0.09264000505208969, -0.030953794717788696, -0.05134378373622894, 0.04939640685915947, 0.02050844021141529, 0.002997535513713956, -0.3134760558605194, -0.06785442680120468, -0.10014136880636215, 0.06694522500038147, 0.029444580897688866, 0.07412492483854294, -0.064791738986969, 0.05890730395913124, -0.028565434738993645, 0.025851357728242874, -0.0006856233230791986, 0.07974468916654587, 0.14485396444797516, -0.0023074618075042963, 0.11319677531719208, -0.1088186651468277, -0.06202341616153717, 0.09043499827384949, 0.07462562620639801, 0.010578163899481297, -0.02751181088387966, 0.12823154032230377, 0.06577207148075104, 0.1873990148305893, 0.039032161235809326, 0.05853511765599251, 0.019350383430719376, 0.01857134699821472, -0.01682039350271225, -0.0792323499917984, -0.09318569302558899, 0.04416235163807869, -0.0019437981536611915, 0.01817878894507885, -0.06617920100688934, -0.11219605803489685, 0.09006249904632568, 0.07997981458902359, 0.03560201823711395, -0.1967446655035019, -0.0016128479037433863, 0.051727402955293655, -0.03319026902318001, -0.08116257190704346, 0.0975247472524643, -0.018897665664553642, -0.09147442877292633, 0.08557332307100296, -0.002770630642771721, 0.13992874324321747, 0.022767946124076843, 0.011888709850609303, -0.03680068999528885, -0.035498157143592834, 0.013714989647269249, 0.14971797168254852, -0.4752378761768341, 0.16391772031784058, 0.02328878827393055, 0.013576935045421124, -0.061528608202934265, 0.019680339843034744, 0.036291129887104034, 0.07796897739171982, 0.10788979381322861, -0.016780829057097435, -0.009257718920707703, -0.012113139033317566, 0.0031581774819642305, 0.07493806630373001, -0.019783809781074524, 0.0788978636264801, 0.04117080196738243, -0.026927631348371506, -0.0021578678861260414, -0.05362576246261597, 0.10815960168838501, -0.12758685648441315, -0.05563117563724518, 0.02322125807404518, 0.07067516446113586, -0.04954397305846214, -0.04035330191254616, -0.06043147295713425, -0.09297086298465729, 0.21885676681995392, -0.029859384521842003, -0.08461657166481018, -0.11376819759607315, -0.052525464445352554, 0.13401301205158234, -0.11763894557952881, -0.027941038832068443, -0.08449715375900269, -0.010152123868465424, -0.015419604256749153, -0.1502123773097992, 0.10092857480049133, -0.07663077861070633, -0.08141693472862244, -0.026999877765774727, 0.12411165237426758, -0.11151622235774994, 0.05821206048130989, 0.022056076675653458, -0.016091780737042427, -0.1054462119936943, -0.09194286167621613, -0.03420478478074074, -0.023452674970030785, 0.08898909389972687, 0.10898090153932571, -0.0923156812787056, -0.11012456566095352, -0.03652022033929825, -0.042073577642440796, 0.1545240730047226, 0.14274835586547852, -0.036881718784570694, 0.03272010758519173, 0.08549321442842484, -0.10431576520204544, -0.25750282406806946, 0.0046601444482803345, -0.03527742251753807, 0.02684786543250084, -0.028028108179569244, -0.09310436248779297, 0.0649385079741478, 0.0070651620626449585, -0.05296504124999046, 0.055137455463409424, -0.1638087034225464, -0.104706771671772, 0.1812983900308609, 0.0934947058558464, 0.21007050573825836, -0.19315814971923828, -0.052459921687841415, -0.10034243762493134, -0.2701127529144287, 0.046423472464084625, -0.15688227117061615, 0.0786869153380394, -0.033678989857435226, 0.0050292182713747025, 0.014953449368476868, -0.047608453780412674, 0.12584295868873596, 0.0027268684934824705, 0.020246269181370735, -0.05206560716032982, 0.0667078047990799, -0.06108472868800163, 0.02034388855099678, 0.17119437456130981, -0.1720646619796753, 0.07922189682722092, -0.19161812961101532, -0.023318935185670853, -0.0691581442952156, 0.07527858018875122, -0.018742959946393967, -0.03152063861489296, -0.06702638417482376, 0.00833570770919323, 0.03937651962041855, 0.013575195334851742, 0.20828518271446228, -0.10334169864654541, 0.056283995509147644, 0.190731480717659, 0.11668771505355835, -0.07027887552976608, 0.031129654496908188, 0.02895473688840866, -0.030698435381054878, 0.08089888840913773, -0.1684841364622116, 0.07234717905521393, 0.1273675262928009, -0.022881194949150085, 0.07656670361757278, 0.0316150039434433, -0.08504115790128708, -0.02900637872517109, 0.0712398812174797, -0.1179000660777092, 0.04453207552433014, -0.04058925434947014, -0.10702462494373322, 0.006988493725657463, 0.051037874072790146, 0.16900990903377533, -0.04922999441623688, -0.043364331126213074, -0.003273983718827367, 0.020328635349869728, -0.07895917445421219, 0.16414602100849152, 0.07122568786144257, 0.020891256630420685, -0.12468221783638, 0.0797954797744751, 0.004947181325405836, -0.07991619408130646, 0.02873915061354637, 0.15745699405670166, -0.08337912708520889, -0.133057102560997, 0.15252816677093506, 0.1891498863697052, -0.07497289776802063, -0.06867798417806625, -0.1488841474056244, -0.10660500079393387, 0.05394769087433815, 0.10268279165029526, 0.14192484319210052, 0.03297073394060135, 0.046720951795578, -0.09495192021131516, -0.00849758181720972, 0.0919216200709343, 0.05525299906730652, 0.03541362285614014, -0.07402703911066055, -0.0001457087491871789, -0.03197963163256645, 0.11870301514863968, -0.03406298905611038, 0.04422319307923317, -0.1558484584093094, 0.057401832193136215, -0.2090068757534027, 0.04980691522359848, -0.02238422818481922, 0.011818121187388897, 0.00030910581699572504, -0.07467146962881088, -0.05600721761584282, 0.026150770485401154, -0.12113966047763824, -0.026431193575263023, -0.03304048255085945, 0.08908884227275848, -0.10363004356622696, -0.001222725142724812, 0.0633736401796341, -0.039245445281267166, 0.05437155067920685, 0.044989392161369324, -0.08956244587898254, 0.11160563677549362, -0.10212873667478561, -0.011411965824663639, 0.039782192558050156, 0.053393978625535965, 0.03822919353842735, -0.025997601449489594, 0.04583429545164108, 0.14389877021312714, 0.06075805425643921, 0.04278155043721199, 0.0910220742225647, -0.12273461371660233, -0.06614866852760315, -0.09108896553516388, -0.07911078631877899, -0.013028256595134735, 0.045602746307849884, 0.08369045704603195, 0.0691981315612793, 0.1342996507883072, -0.0645817443728447, 0.018768848851323128, -0.13870781660079956, -0.012222803197801113, -0.0173769723623991, -0.10766145586967468, -0.13242726027965546, -0.002418872434645891, 0.06497926265001297, -0.012292330153286457, 0.20867064595222473, 0.07717614620923996, 0.03296271711587906, 0.022227853536605835, -0.053654059767723083, 0.1688147932291031, 0.02289287932217121, 0.20112977921962738, -0.024958156049251556, 0.007680848706513643, -0.034750841557979584, -0.017005769535899162, 0.04495085030794144, 0.02739100158214569, 0.04587869346141815, 0.24467740952968597, 0.10634660720825195, 0.16209562122821808, -0.03697548434138298, 0.017277806997299194, 0.04006785526871681, -0.03614628687500954, 0.05366324260830879, 0.0891609713435173, 0.018344305455684662, 0.1477883756160736, 0.17007780075073242, -0.11831331253051758, 0.042874522507190704, -0.059921931475400925, -0.029395099729299545, -0.16759194433689117, -0.11156369000673294, -0.13894972205162048, -0.17452289164066315, 0.0034811024088412523, -0.11328747123479843, 0.015401418320834637, 0.0239693745970726, 0.062202367931604385, -0.07144784927368164, 0.06494276970624924, 0.0848793014883995, -0.12105169892311096, 0.09316456317901611, -0.03081977181136608, 0.028152059763669968, 0.0706908330321312, 0.02550809271633625, 0.053905386477708817, -0.03486577048897743, 0.01735749840736389, 0.04868227615952492, -0.07937414944171906, 0.04057340323925018, -0.09641417115926743, -0.0636967346072197, -0.017040487378835678, 0.05570298805832863, 0.05456840991973877, 0.22938208281993866, 0.05417164787650108, 0.0020267872605472803, 0.04386056214570999, 0.17344480752944946, -0.030506402254104614, -0.09098204225301743, -0.10219122469425201, 0.16515158116817474, 0.04808514565229416, 0.06653935462236404, 0.0022687760647386312, -0.051412373781204224, -0.005283561535179615, 0.2759866416454315, 0.18741409480571747, -0.061765093356370926, -0.010879319161176682, 0.04676052927970886, 0.012576742097735405, 0.049161240458488464, 0.0874275490641594, 0.1280701607465744, 0.1875741332769394, -0.05062539502978325, -0.029493289068341255, -0.05081901326775551, -0.029073085635900497, -0.09314395487308502, 0.06544826179742813, 0.014989959076046944, -0.12579292058944702, 0.010989359579980373, 0.07171081751585007, -0.06410740315914154, -0.004894058685749769, -0.03751173987984657, -0.13352786004543304, -0.09236762672662735, -0.057422954589128494, 0.12520313262939453, 0.021167322993278503, -0.016389796510338783, -0.03588147833943367, 0.0022318519186228514, 0.05389568954706192, -0.04639286920428276, -0.10858529806137085, -0.11856622993946075, 0.034676920622587204, -0.09713127464056015, 0.09433580189943314, 0.015493291430175304, 0.12040860205888748, 0.10161285847425461, 0.04045241326093674, -0.05888161435723305, 0.11025406420230865, 0.036284781992435455, -0.04639413207769394, 0.07646100223064423, 0.017257796600461006, -0.008965345099568367, 0.032755862921476364, 0.0640302449464798, -0.01633966714143753, 0.048552632331848145, -0.08959415555000305, -0.07341474294662476, -0.15247835218906403, 0.04101444408297539, -0.1559946984052658, 0.04231266677379608, 0.16254183650016785, -0.02432897314429283, 0.01329181157052517, -0.0928417444229126, 0.06869728118181229, -0.016207538545131683, -0.010479197837412357, -0.005749037489295006, -0.09188641607761383, -0.018693579360842705, 0.0009363151038996875, 0.014958987943828106, -0.23070117831230164, 0.027929503470659256, -0.07632137835025787, -0.034887075424194336, -0.09686323255300522, 0.09568812698125839, 0.04227220267057419, 0.013603990897536278, -0.029503289610147476, -0.21202360093593597, 0.04095575958490372, 0.09422747790813446, -0.12344180047512054, -0.09615727514028549 ]
null
null
transformers
### opus-mt-en-kg * source languages: en * target languages: kg * OPUS readme: [en-kg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-kg/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-kg/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kg/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kg/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.kg | 39.6 | 0.613 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-kg
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "kg", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #kg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-kg * source languages: en * target languages: kg * OPUS readme: en-kg * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 39.6, chr-F: 0.613
[ "### opus-mt-en-kg\n\n\n* source languages: en\n* target languages: kg\n* OPUS readme: en-kg\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.6, chr-F: 0.613" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-kg\n\n\n* source languages: en\n* target languages: kg\n* OPUS readme: en-kg\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.6, chr-F: 0.613" ]
[ 61, 100 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-kg\n\n\n* source languages: en\n* target languages: kg\n* OPUS readme: en-kg\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 39.6, chr-F: 0.613" ]
[ -0.087603859603405, 0.09856131672859192, -0.0030631087720394135, 0.05676352605223656, 0.07098805159330368, 0.004175289999693632, 0.07367908954620361, 0.15579038858413696, -0.00902967993170023, 0.001193314790725708, 0.12639251351356506, 0.135305255651474, 0.023919949308037758, 0.1447330117225647, -0.07012607902288437, -0.16298533976078033, 0.04544428363442421, 0.04366356134414673, -0.032824888825416565, 0.13329322636127472, 0.08788173645734787, -0.03145994618535042, 0.09958845376968384, -0.023419100791215897, -0.05378454551100731, 0.0776728168129921, -0.009282181039452553, -0.0633140355348587, 0.04964156821370125, 0.034378863871097565, 0.02192581072449684, 0.06831721216440201, -0.033598143607378006, -0.1981542408466339, 0.008017740212380886, -0.00643555773422122, -0.049848832190036774, 0.021950548514723778, 0.0038517373614013195, -0.08560065180063248, 0.10288595408201218, -0.10108226537704468, -0.048063088208436966, 0.023526513949036598, -0.036939386278390884, -0.14046567678451538, -0.05276114121079445, -0.014192680828273296, -0.03363557904958725, 0.13532021641731262, -0.04477653652429581, 0.2438211590051651, -0.1440010368824005, 0.12933984398841858, 0.2600962221622467, -0.3290621042251587, -0.02504105493426323, 0.09502048790454865, 0.03187371417880058, 0.07580868899822235, -0.011943432502448559, 0.000283603323623538, 0.08079127222299576, 0.027109414339065552, -0.05171070620417595, -0.12987370789051056, -0.06625380367040634, 0.024350028485059738, -0.12489673495292664, -0.02282605692744255, 0.2920498251914978, 0.009796980768442154, -0.07109472900629044, 0.011917602270841599, -0.03528152033686638, -0.047134123742580414, -0.008791307918727398, 0.04052482545375824, 0.05196530371904373, 0.004428573418408632, 0.023991987109184265, -0.0070900265127420425, -0.0779489055275917, -0.08207059651613235, -0.14965209364891052, 0.18021385371685028, 0.04862791299819946, -0.007603154052048922, -0.009825475513935089, 0.07878406345844269, -0.05381547287106514, -0.14208894968032837, -0.0599425733089447, -0.03787776827812195, 0.015156321227550507, 0.05970883369445801, -0.07943850010633469, -0.06118982657790184, 0.14104098081588745, 0.10121792554855347, -0.016431450843811035, 0.037967290729284286, -0.0763288363814354, 0.06176764890551567, -0.03486517071723938, 0.22720223665237427, -0.00883124116808176, -0.08771441876888275, 0.05458177626132965, 0.013838325627148151, 0.03135702759027481, 0.029867183417081833, -0.10657790303230286, -0.1102912649512291, 0.029541539028286934, 0.10045460611581802, 0.002574440324679017, 0.07431428134441376, -0.05402923375368118, -0.004931196104735136, 0.026996590197086334, -0.14551949501037598, -0.009235750883817673, -0.0019930785056203604, -0.024079643189907074, 0.08188496530056, 0.07054764032363892, -0.02156960591673851, -0.10422862321138382, 0.012119194492697716, -0.033232782036066055, 0.013331801630556583, -0.04302613437175751, -0.07788936793804169, 0.031709276139736176, -0.05684243515133858, 0.024304257705807686, -0.15019582211971283, -0.1358201950788498, -0.05264197662472725, 0.01970960944890976, -0.000946932821534574, -0.03458604961633682, -0.03524405509233475, -0.05416768789291382, -0.005181922111660242, -0.05134948343038559, 0.017425762489438057, -0.08973758667707443, 0.07982861250638962, 0.05029146000742912, 0.07380703091621399, -0.069260373711586, 0.042179256677627563, -0.1689050793647766, -0.008847249671816826, -0.15980984270572662, 0.06733337044715881, -0.13779504597187042, 0.060327716171741486, -0.08977282792329788, -0.07375551760196686, -0.06606868654489517, 0.05466686561703682, 0.04280824214220047, 0.15208953619003296, -0.16401830315589905, -0.049803461879491806, 0.21212895214557648, -0.07524832338094711, -0.15313656628131866, 0.12498617172241211, 0.008377806283533573, 0.0024625584483146667, 0.06146587058901787, 0.1995183527469635, -0.013291463255882263, -0.06590115278959274, 0.012563524767756462, 0.07127529382705688, 0.032384298741817474, -0.0774846002459526, 0.12241331487894058, -0.07141774147748947, -0.09625779092311859, 0.07036774605512619, -0.11767037957906723, 0.05303797870874405, 0.016638582572340965, -0.05319567024707794, -0.0744582787156105, -0.040825746953487396, 0.0368356890976429, 0.03880833089351654, 0.048529595136642456, -0.12656168639659882, -0.07967831939458847, 0.017573021352291107, 0.09482759237289429, -0.039299238473176956, 0.0488959439098835, -0.019527001306414604, 0.1029338613152504, -0.1119135171175003, 0.025518856942653656, -0.12474238127470016, 0.04544319584965706, 0.030272824689745903, -0.007388056255877018, 0.11377856880426407, 0.04719265550374985, 0.040005575865507126, -0.0811416506767273, -0.04982203245162964, -0.03093990869820118, 0.050972215831279755, -0.010646148584783077, -0.07975666224956512, -0.15596158802509308, 0.07878904044628143, -0.013059579767286777, -0.010279153473675251, -0.06259201467037201, -0.016887642443180084, 0.026752818375825882, 0.06530968099832535, -0.027855159714818, 0.07127180695533752, 0.01033037155866623, 0.051436204463243484, -0.05705256760120392, -0.009447393007576466, 0.024239322170615196, 0.005612646695226431, -0.11899363994598389, 0.18682515621185303, -0.027281498536467552, 0.16465052962303162, 0.21765005588531494, -0.0972033217549324, 0.0027817003428936005, -0.011630948632955551, -0.015542813576757908, -0.01483431551605463, 0.02361622080206871, 0.01440407708287239, 0.09473742544651031, -0.02962285839021206, 0.10732094943523407, -0.14107376337051392, -0.03647155314683914, -0.03841863200068474, -0.0735732913017273, -0.031149236485362053, 0.17738310992717743, 0.0060716778971254826, -0.13596920669078827, 0.13734003901481628, 0.23090605437755585, -0.160047248005867, 0.19784115254878998, -0.07572189718484879, -0.06933146715164185, 0.0334680937230587, 0.06599590927362442, -0.019407935440540314, 0.05768211930990219, -0.2181093394756317, 0.0033630579710006714, 0.05245096608996391, 0.03937571123242378, 0.06515434384346008, -0.08824414759874344, -0.008059394545853138, -0.006872412748634815, -0.07722249627113342, 0.03547853231430054, 0.05662086233496666, 0.020915959030389786, 0.08948332071304321, -0.01872105710208416, -0.0333966389298439, 0.022826021537184715, -0.015546196140348911, -0.10108709335327148, 0.21212100982666016, -0.12643440067768097, -0.16307130455970764, -0.10511060804128647, 0.0769619569182396, -0.1505432277917862, -0.015923181548714638, 0.10645979642868042, -0.11002887040376663, -0.043600745499134064, -0.07789398729801178, 0.03014981560409069, 0.013176575303077698, 0.010804745368659496, -0.06473284959793091, 0.04616539552807808, 0.0033358284272253513, -0.12978032231330872, -0.056410182267427444, -0.007155979052186012, -0.047109685838222504, 0.043902378529310226, -0.14349593222141266, 0.11427854001522064, 0.10355276614427567, -0.02732374332845211, 0.03275037184357643, -0.007035468704998493, 0.14067302644252777, -0.06043606996536255, -0.03685775771737099, 0.12908019125461578, 0.04882343113422394, 0.020376170054078102, 0.07932454347610474, -0.027499990537762642, -0.05270501971244812, 0.07216548174619675, 0.025818567723035812, -0.02155562862753868, -0.29098638892173767, -0.09660506993532181, -0.08516869693994522, 0.03925269842147827, -0.002079625613987446, 0.06598733365535736, -0.0382731594145298, 0.09230707585811615, -0.009440175257623196, 0.045117732137441635, -0.02748306654393673, 0.07635924965143204, 0.14420214295387268, 0.009602074511349201, 0.13887712359428406, -0.09530417621135712, -0.08162596821784973, 0.10130584239959717, 0.0635179951786995, 0.08225119858980179, -0.04267923906445503, 0.10616248100996017, 0.07210540771484375, 0.15790483355522156, 0.03614962846040726, 0.06321664154529572, 0.00015650333079975098, 0.0020715820137411356, -0.010922327637672424, -0.0957258939743042, -0.05491333082318306, 0.06750570237636566, 0.05931740254163742, -0.007419390603899956, -0.05621122941374779, -0.07923758774995804, 0.12401507794857025, 0.1097198948264122, 0.038196396082639694, -0.17822499573230743, 0.005644839257001877, 0.05365545675158501, 0.00334177166223526, -0.029194165021181107, 0.08900593966245651, -0.011144443415105343, -0.09065788239240646, 0.09747467190027237, 0.030557652935385704, 0.11505265533924103, -0.017497630789875984, 0.0005102355498820543, -0.07130087167024612, -0.016729718074202538, 0.0037222555838525295, 0.12149492651224136, -0.3937428891658783, 0.23861274123191833, 0.020353835076093674, -0.007755179889500141, -0.08149418979883194, 0.0000840850843815133, 0.08009844273328781, 0.07425832003355026, 0.12211158871650696, 0.0023180919233709574, -0.04672539234161377, -0.02377147041261196, -0.02628246136009693, 0.053002357482910156, 0.03824120759963989, 0.03755129501223564, 0.03921334818005562, -0.013089373707771301, -0.006403683219105005, -0.027156243100762367, 0.11122473329305649, -0.14400114119052887, -0.0388934426009655, 0.008480501361191273, 0.08912432938814163, -0.06523973494768143, -0.039862386882305145, -0.08061718195676804, -0.10355422645807266, 0.2479187548160553, 0.015968428924679756, -0.0796106606721878, -0.09565512090921402, -0.05686965584754944, 0.1494196206331253, -0.13081024587154388, -0.02346920594573021, -0.07214849442243576, -0.023193201050162315, -0.021241365000605583, -0.13106977939605713, 0.11927957087755203, -0.05163119360804558, -0.10070842504501343, -0.011359760537743568, 0.12944431602954865, -0.07534467428922653, 0.06515505909919739, 0.01730075106024742, -0.0026121162809431553, -0.06695278733968735, -0.11964154243469238, -0.02460319548845291, -0.021549038589000702, 0.06966375559568405, 0.16955432295799255, -0.1165621429681778, -0.08967655897140503, -0.029994415119290352, -0.05243023857474327, 0.17183110117912292, 0.19775043427944183, -0.043158892542123795, 0.0014367034891620278, 0.14654593169689178, -0.09863859415054321, -0.28537335991859436, 0.029978368431329727, -0.04720539227128029, 0.019676772877573967, 0.011652522720396519, -0.06265581399202347, 0.09042743593454361, 0.02418656460940838, -0.055343326181173325, 0.045007120817899704, -0.1659870445728302, -0.13530901074409485, 0.19854958355426788, 0.07707203179597855, 0.2458650767803192, -0.17793747782707214, -0.06719167530536652, -0.12449031323194504, -0.2215532511472702, 0.016647038981318474, -0.1394466608762741, 0.1081715077161789, -0.03857702389359474, -0.024409696459770203, 0.011728079058229923, -0.03300415351986885, 0.14667651057243347, 0.0511285774409771, 0.017608484253287315, -0.0687151849269867, 0.025340070948004723, 0.024543138220906258, 0.00818363856524229, 0.17528121173381805, -0.1709175854921341, 0.06502591818571091, -0.15605802834033966, -0.026193974539637566, -0.06793500483036041, 0.08443621546030045, -0.00586777925491333, -0.06624789535999298, -0.07634465396404266, 0.03662174567580223, 0.033903732895851135, 0.022627264261245728, 0.17033615708351135, -0.08922044932842255, 0.016010142862796783, 0.20767688751220703, 0.10785217583179474, -0.030957112088799477, 0.04549605771899223, 0.036772698163986206, -0.034501612186431885, 0.04196515679359436, -0.13274621963500977, 0.06360271573066711, 0.1487474888563156, -0.027234209701418877, 0.07123315334320068, 0.03530580922961235, -0.08190234005451202, -0.018346944823861122, 0.08693506568670273, -0.1020008772611618, 0.04119149222970009, -0.0520743802189827, -0.20244283974170685, 0.006740848999470472, 0.056848108768463135, 0.15729278326034546, -0.035677067935466766, -0.015877213329076767, -0.014519523829221725, 0.00492123095318675, -0.10435634851455688, 0.15421579778194427, 0.08278410136699677, 0.0011853723553940654, -0.09704675525426865, 0.11699721962213516, -0.00649793166667223, -0.07630602270364761, 0.024086782708764076, 0.12427961081266403, -0.09485167264938354, -0.11562351882457733, 0.12639407813549042, 0.13078849017620087, -0.10144396871328354, -0.05747634917497635, -0.1364595890045166, -0.10527444630861282, 0.024858998134732246, 0.08907043188810349, 0.15785367786884308, 0.026945533230900764, 0.03624020889401436, -0.07330814749002457, 0.009163696318864822, 0.08590605854988098, 0.07431405782699585, 0.06387963891029358, -0.07925059646368027, -0.022289007902145386, -0.03695156052708626, 0.12840524315834045, -0.038540229201316833, 0.02773040346801281, -0.1466529220342636, 0.040677670389413834, -0.1988348364830017, 0.016341466456651688, -0.04996582865715027, -0.009303561411798, -0.00804760679602623, -0.09281428903341293, -0.055480074137449265, 0.029663531109690666, -0.13029807806015015, -0.02687561698257923, -0.026436811313033104, 0.08401589095592499, -0.08913840353488922, -0.027774857357144356, 0.07635434716939926, -0.04433005675673485, 0.07018571346998215, 0.05542657896876335, -0.05255039036273956, 0.0912541076540947, -0.10365194827318192, 0.019144592806696892, 0.0519196093082428, 0.04414522275328636, 0.04254881292581558, -0.03833278268575668, 0.037259649485349655, 0.1251261979341507, 0.10618161410093307, 0.05773615464568138, 0.1367179900407791, -0.13589227199554443, -0.04790158569812775, -0.09699240326881409, -0.10861315578222275, -0.0065565165132284164, 0.02489560656249523, 0.11620564013719559, 0.060462020337581635, 0.11808835715055466, -0.07050839066505432, -0.0025431839749217033, -0.13046783208847046, 0.005808146670460701, -0.010904429480433464, -0.1186620220541954, -0.05835681036114693, -0.02959161251783371, 0.0578371100127697, -0.0010976142948493361, 0.251613050699234, 0.04522845894098282, 0.03860015794634819, 0.02062523551285267, -0.03759579360485077, 0.15990860760211945, 0.015460138209164143, 0.18387560546398163, -0.00818890705704689, -0.0053705498576164246, -0.0726403221487999, -0.009439867921173573, 0.04403528571128845, 0.02497735433280468, 0.10906626284122467, 0.19357745349407196, 0.12411343306303024, 0.1732730120420456, 0.014022798277437687, 0.05008133873343468, -0.025723442435264587, -0.06974662095308304, 0.022178614512085915, 0.09221384674310684, 0.010819494724273682, 0.12193485349416733, 0.13153426349163055, -0.1390455663204193, 0.03947169706225395, -0.030301932245492935, -0.04521072283387184, -0.16763737797737122, -0.1416948437690735, -0.13764528930187225, -0.18861344456672668, 0.019160958006978035, -0.10656803846359253, 0.005163522902876139, 0.04355216398835182, 0.06288626790046692, -0.05847947672009468, 0.1305948942899704, -0.03405740484595299, -0.08706186711788177, 0.13117457926273346, -0.04226364940404892, 0.0018953005783259869, 0.07145405560731888, 0.0008300194167532027, 0.024439286440610886, -0.03569973260164261, -0.012009980157017708, 0.039203520864248276, -0.10490861535072327, 0.018385134637355804, -0.05521624535322189, -0.04908399283885956, -0.03794611617922783, 0.03965297341346741, 0.05735642462968826, 0.21551820635795593, 0.04762748256325722, -0.008979516103863716, 0.029851097613573074, 0.1418171525001526, -0.058700721710920334, -0.11304071545600891, -0.09438282996416092, 0.11945454031229019, 0.046382367610931396, 0.05880259349942207, -0.004548007622361183, -0.07424599677324295, -0.005649201571941376, 0.2633741796016693, 0.20393802225589752, -0.049264196306467056, 0.011759266257286072, 0.05294478312134743, 0.011900323443114758, 0.04408390820026398, 0.06907551735639572, 0.1312301903963089, 0.16316352784633636, -0.05199667066335678, -0.04312937706708908, -0.061067625880241394, -0.04261542856693268, -0.07458752393722534, 0.047186970710754395, 0.02746650017797947, -0.11687808483839035, -0.012449149042367935, 0.06666291505098343, -0.07088028639554977, -0.025041107088327408, -0.00032619264675304294, -0.17833232879638672, -0.09878013283014297, -0.045807577669620514, 0.06293382495641708, 0.0323464497923851, -0.0036211309488862753, -0.03990926966071129, -0.012594353407621384, 0.01818520948290825, -0.0310564786195755, -0.12366284430027008, -0.11286196857690811, 0.01824588142335415, -0.0726214349269867, 0.09221161901950836, 0.005091391503810883, 0.12488840520381927, 0.10470326989889145, 0.057221315801143646, -0.04311741515994072, 0.141910120844841, 0.037930045276880264, -0.05901217460632324, 0.07477106899023056, 0.020481707528233528, -0.02349139377474785, 0.02097543329000473, 0.07070785015821457, 0.012073074467480183, 0.08146213740110397, 0.004739315249025822, -0.05003591999411583, -0.17024312913417816, 0.03206178545951843, -0.18530718982219696, 0.08718960732221603, 0.165176659822464, -0.010841467417776585, 0.0017942626727744937, -0.0596889853477478, 0.05620202049612999, -0.012322967872023582, -0.020441396161913872, -0.025214655324816704, -0.08648816496133804, 0.0009693079045973718, 0.08179058879613876, 0.028819939121603966, -0.2481747716665268, -0.017580125480890274, -0.07652932405471802, -0.02891017496585846, -0.10218532383441925, 0.09395507723093033, 0.04456830769777298, 0.003690158948302269, -0.016341445967555046, -0.25940924882888794, 0.021448884159326553, 0.0738089308142662, -0.1732124388217926, -0.10232407599687576 ]
null
null
transformers
### opus-mt-en-kj * source languages: en * target languages: kj * OPUS readme: [en-kj](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-kj/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-kj/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kj/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kj/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.kj | 29.6 | 0.539 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-kj
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "kj", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #kj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-kj * source languages: en * target languages: kj * OPUS readme: en-kj * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 29.6, chr-F: 0.539
[ "### opus-mt-en-kj\n\n\n* source languages: en\n* target languages: kj\n* OPUS readme: en-kj\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.6, chr-F: 0.539" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-kj\n\n\n* source languages: en\n* target languages: kj\n* OPUS readme: en-kj\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.6, chr-F: 0.539" ]
[ 62, 102 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-kj\n\n\n* source languages: en\n* target languages: kj\n* OPUS readme: en-kj\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 29.6, chr-F: 0.539" ]
[ -0.09161363542079926, 0.12583966553211212, -0.003260386176407337, 0.04053910821676254, 0.05210753157734871, -0.0007950927247293293, 0.039480116218328476, 0.18164010345935822, 0.0021517302375286818, -0.01789540983736515, 0.1287689507007599, 0.15333764255046844, 0.03187612071633339, 0.14565856754779816, -0.06988503783941269, -0.16403798758983612, 0.0353669747710228, 0.05407029017806053, -0.03834337741136551, 0.14342913031578064, 0.0872059315443039, -0.04720434546470642, 0.0809032991528511, -0.02069571055471897, -0.04198906570672989, 0.06391502916812897, -0.008037869818508625, -0.10304845869541168, 0.0482056699693203, 0.03881775587797165, 0.02437453903257847, 0.08035489916801453, -0.044104721397161484, -0.19344615936279297, 0.016749996691942215, 0.01573527231812477, -0.007150415796786547, 0.006895879749208689, 0.014896996319293976, -0.06755086034536362, 0.1230454221367836, -0.14782758057117462, -0.046781010925769806, 0.010052095167338848, -0.014353361912071705, -0.19764181971549988, -0.06472649425268173, 0.0052642663940787315, -0.00009308276639785618, 0.11388692259788513, -0.04242595285177231, 0.25821298360824585, -0.1388629674911499, 0.14164254069328308, 0.2231031209230423, -0.3047374188899994, -0.011362291872501373, 0.04505663365125656, 0.03526945784687996, 0.04156501963734627, -0.006251431070268154, -0.012995687313377857, 0.06355880200862885, 0.005755321122705936, -0.05560590699315071, -0.15482747554779053, -0.16018806397914886, 0.03306588903069496, -0.12696272134780884, -0.029376277700066566, 0.3188203275203705, -0.005813063122332096, -0.05940243601799011, 0.010299467481672764, -0.02036457322537899, 0.006025667767971754, -0.01198954414576292, 0.040523167699575424, 0.02529253624379635, -0.04299648478627205, 0.006659841164946556, 0.011803810484707355, -0.08868392556905746, -0.08136533200740814, -0.11909714341163635, 0.20239408314228058, 0.09114503115415573, 0.0024674057494848967, -0.03363892063498497, 0.0735955461859703, -0.02247978188097477, -0.1456432044506073, -0.06217889487743378, -0.0514405332505703, 0.028590776026248932, 0.03553900495171547, -0.07516127824783325, -0.13447926938533783, 0.14494025707244873, 0.0651332437992096, -0.04377388581633568, 0.04553743824362755, -0.051098454743623734, 0.04252214357256889, -0.001409194665029645, 0.20995528995990753, -0.01652822270989418, -0.02948542684316635, 0.07657206058502197, 0.02331618405878544, 0.017219984903931618, 0.03676518797874451, -0.05194000527262688, -0.11311574280261993, 0.04564942792057991, 0.1161431148648262, 0.0023133244831115007, 0.09919702261686325, -0.020399192348122597, -0.01039477065205574, 0.015824154019355774, -0.14153802394866943, -0.000769494567066431, 0.04424320533871651, -0.057730782777071, 0.05640358105301857, 0.05320576950907707, -0.027768747881054878, -0.11879924684762955, 0.008266250602900982, -0.015684649348258972, 0.005288208834826946, -0.056603722274303436, -0.1049235463142395, 0.04423777014017105, -0.006615552119910717, 0.04590316489338875, -0.14240364730358124, -0.10791213065385818, -0.049071162939071655, 0.021779516711831093, 0.011152612045407295, -0.032394904643297195, -0.03138841316103935, -0.08094576746225357, 0.01485124696046114, -0.03875131532549858, 0.053790442645549774, -0.09335695952177048, 0.09731858223676682, 0.037041135132312775, 0.062784843146801, -0.02848413772881031, 0.05094801262021065, -0.17317597568035126, -0.02018595300614834, -0.13017991185188293, 0.05498196557164192, -0.15859383344650269, 0.02894553169608116, -0.09676796197891235, -0.08132706582546234, -0.016206229105591774, 0.04738302901387215, 0.044677574187517166, 0.1558464765548706, -0.15328779816627502, -0.038301143795251846, 0.20686864852905273, -0.044682491570711136, -0.14132320880889893, 0.09223628044128418, 0.005727432668209076, 0.008251847699284554, 0.0614982508122921, 0.20316587388515472, 0.06777907907962799, -0.05468054115772247, 0.01542479544878006, 0.0984855592250824, 0.02299182489514351, -0.061611197888851166, 0.11022680997848511, -0.05490866303443909, -0.07507891207933426, 0.07571489363908768, -0.10968546569347382, 0.04252180457115173, 0.01744026504456997, -0.04418254643678665, -0.0679289773106575, -0.03278009220957756, 0.038599029183387756, 0.04480666294693947, 0.06666767597198486, -0.12948083877563477, -0.06913604587316513, 0.018983211368322372, 0.10368753969669342, -0.04903314262628555, 0.04198586940765381, -0.016862111166119576, 0.06650864332914352, -0.06897024065256119, 0.05314787104725838, -0.11572381108999252, 0.05049878731369972, 0.053749971091747284, -0.046336580067873, 0.08436522632837296, 0.05566183850169182, 0.009514624252915382, -0.08269335329532623, -0.019922224804759026, -0.03243498131632805, 0.06425608694553375, -0.0006802068091928959, -0.09223156422376633, -0.17037220299243927, 0.08572765439748764, -0.0019461686024442315, -0.0724332258105278, -0.05373530089855194, -0.020832844078540802, 0.04583553969860077, 0.05440450832247734, -0.043170347809791565, 0.09946031868457794, 0.046629007905721664, 0.055351149290800095, -0.02733096107840538, 0.004627312999218702, 0.02837315946817398, -0.007620671764016151, -0.07042621076107025, 0.20719072222709656, -0.034757375717163086, 0.08595427870750427, 0.19714763760566711, -0.07239023596048355, 0.016597922891378403, 0.060955774039030075, -0.016934294253587723, -0.01923183538019657, 0.05190262198448181, 0.04978609085083008, 0.0789414495229721, 0.0062062107026577, 0.11875580251216888, -0.141322523355484, -0.06952562183141708, -0.02385064586997032, -0.06766808778047562, -0.01759473979473114, 0.19771012663841248, 0.03371205925941467, -0.16098365187644958, 0.0998794436454773, 0.20061913132667542, -0.15394483506679535, 0.2065928727388382, -0.09109606593847275, -0.07340270280838013, 0.055836211889982224, 0.05737163871526718, -0.04538538306951523, 0.09398463368415833, -0.19540727138519287, 0.0005691342521458864, 0.06262224912643433, 0.03551531583070755, 0.05103588104248047, -0.11442134529352188, 0.0013709996128454804, -0.019695747643709183, -0.07656366378068924, -0.02463032864034176, 0.09918351471424103, 0.0388190858066082, 0.0842420905828476, -0.02558952569961548, -0.008456485345959663, 0.014346800744533539, -0.032380759716033936, -0.11664241552352905, 0.24081724882125854, -0.14233459532260895, -0.17397476732730865, -0.06798917055130005, 0.08640940487384796, -0.13151419162750244, -0.04794151335954666, 0.11375369131565094, -0.10239876806735992, -0.036008235067129135, -0.07517378777265549, 0.04126444086432457, -0.006816300563514233, -0.011180216446518898, -0.10967835038900375, 0.03789796680212021, -0.02664308249950409, -0.13053476810455322, -0.04131956398487091, 0.005487390793859959, -0.03175242617726326, 0.06780602037906647, -0.109760582447052, 0.10057299584150314, 0.10662820190191269, -0.043159518390893936, 0.022422341629862785, -0.031467292457818985, 0.11829421669244766, -0.05893395096063614, -0.027173195034265518, 0.1191893219947815, 0.03295953944325447, 0.007728267461061478, 0.09172268956899643, -0.03723575919866562, -0.015817726030945778, 0.07144175469875336, 0.026936395093798637, 0.003467667382210493, -0.2918178141117096, -0.06669409573078156, -0.08421072363853455, 0.06908147782087326, -0.013243350200355053, 0.03537823259830475, -0.07706870138645172, 0.07819686830043793, -0.016855353489518166, 0.044503357261419296, -0.007073200773447752, 0.06392576545476913, 0.17783746123313904, 0.010698087513446808, 0.11711446195840836, -0.10731885582208633, -0.056954525411129, 0.07459703832864761, 0.06771869212388992, 0.08715221285820007, -0.08283184468746185, 0.089166559278965, 0.1086207926273346, 0.19153043627738953, 0.03453117981553078, 0.044288258999586105, -0.0033474017400294542, 0.01737521030008793, -0.002980077639222145, -0.09139875322580338, -0.04259103536605835, 0.05294032767415047, 0.01651850715279579, -0.008483563549816608, -0.08283292502164841, -0.06263972818851471, 0.09481585025787354, 0.15101571381092072, 0.053575947880744934, -0.1424688994884491, -0.010724244639277458, 0.0537923164665699, -0.008342040702700615, -0.033018264919519424, 0.09299792349338531, -0.014813807792961597, -0.12436968088150024, 0.09437616914510727, -0.000922960287425667, 0.1074763685464859, -0.011090072803199291, 0.004130450077354908, -0.05593840777873993, -0.015490865334868431, 0.006072360090911388, 0.1478041708469391, -0.4255017638206482, 0.22634290158748627, 0.012175575830042362, 0.02233061194419861, -0.09736672788858414, -0.015809159725904465, 0.07230865955352783, 0.08064042031764984, 0.08400856703519821, -0.00193193054292351, -0.0858517736196518, -0.040932558476924896, 0.00900384783744812, 0.09381413459777832, 0.020146165043115616, 0.08848317712545395, 0.05753079056739807, -0.011470449157059193, -0.014282849617302418, -0.037353139370679855, 0.11582797020673752, -0.17389798164367676, -0.01968764327466488, 0.013275070115923882, 0.0629267543554306, -0.07503703981637955, -0.043133191764354706, -0.07284651696681976, -0.10017021745443344, 0.18905271589756012, 0.0021198715548962355, -0.10112646967172623, -0.06513258069753647, -0.03593562915921211, 0.15160620212554932, -0.15813282132148743, -0.03955783322453499, -0.0928754210472107, -0.03872453793883324, 0.0030806930735707283, -0.1502547562122345, 0.09955635666847229, -0.0699659213423729, -0.11010867357254028, -0.005420788191258907, 0.1080518439412117, -0.08316954970359802, 0.04571964591741562, 0.012041534297168255, -0.010876132175326347, -0.07606983184814453, -0.1004425659775734, -0.026384273543953896, -0.03424537926912308, 0.06097496673464775, 0.12100277841091156, -0.13100463151931763, -0.11272579431533813, -0.06636754423379898, -0.06095178425312042, 0.1852378100156784, 0.18272653222084045, -0.043243035674095154, 0.02591356448829174, 0.1350490301847458, -0.10162687301635742, -0.2926735579967499, 0.028058193624019623, -0.04293035715818405, 0.028698580339550972, -0.021097827702760696, -0.08281160145998001, 0.06700386106967926, -0.014534796588122845, -0.044978056102991104, 0.056886184960603714, -0.19725708663463593, -0.1420438587665558, 0.21349729597568512, 0.10633876174688339, 0.1954299807548523, -0.17315636575222015, -0.05103633552789688, -0.07789970934391022, -0.19898609817028046, 0.051232825964689255, -0.15474696457386017, 0.08792981505393982, -0.04946509003639221, -0.0032517556101083755, 0.01396693754941225, -0.03646788001060486, 0.09607679396867752, 0.017969539389014244, 0.01382579654455185, -0.06080044433474541, 0.03887602314352989, 0.015105350874364376, -0.0011036612559109926, 0.16261732578277588, -0.15101484954357147, 0.09766925871372223, -0.1799812912940979, -0.002557499101385474, -0.1053723469376564, 0.08883199095726013, -0.02388782985508442, -0.04529615119099617, -0.07414980977773666, 0.02270689234137535, 0.037979040294885635, 0.006822121795266867, 0.14766749739646912, -0.058978620916604996, 0.017874887213110924, 0.131233349442482, 0.11072494834661484, -0.0042523229494690895, 0.07133407890796661, 0.04530157148838043, -0.030330833047628403, 0.06576664000749588, -0.15803024172782898, 0.04461737722158432, 0.1454945057630539, -0.006507650017738342, 0.04839933663606644, 0.018984312191605568, -0.09979633241891861, -0.02381063997745514, 0.06319794058799744, -0.10335621237754822, 0.0610516183078289, -0.0436398871243, -0.14726649224758148, 0.005116882734000683, 0.041307397186756134, 0.153426393866539, -0.04522068053483963, -0.04491555690765381, -0.025759896263480186, -0.0007731233490630984, -0.06471075117588043, 0.15408232808113098, 0.10633744299411774, 0.018808091059327126, -0.0878194198012352, 0.10656346380710602, -0.02116718702018261, -0.08244422823190689, 0.03625202178955078, 0.12591764330863953, -0.1177532821893692, -0.1306000053882599, 0.15649154782295227, 0.11677330732345581, -0.05948183685541153, -0.07278767973184586, -0.12621258199214935, -0.10136135667562485, 0.030455831438302994, 0.11316492408514023, 0.12565940618515015, 0.018832910805940628, 0.03618881478905678, -0.08472253382205963, 0.01016685925424099, 0.14828403294086456, 0.0558144710958004, 0.03400537371635437, -0.06672708690166473, 0.0030659011099487543, -0.0383416973054409, 0.15360406041145325, -0.03144882246851921, 0.03184542432427406, -0.14423198997974396, 0.039863716810941696, -0.21033309400081635, 0.016296830028295517, -0.04673660546541214, -0.01152554340660572, -0.020206253975629807, -0.084852434694767, -0.05019592121243477, 0.03988660126924515, -0.13266226649284363, -0.02417437545955181, -0.036205045878887177, 0.10519403219223022, -0.09547600150108337, -0.03719191625714302, 0.07104897499084473, -0.04201195761561394, 0.05661002919077873, 0.05140805244445801, -0.07249540835618973, 0.1301933377981186, -0.08869422972202301, 0.007827202789485455, 0.019908389076590538, 0.06966134905815125, 0.030773000791668892, -0.03262609243392944, 0.0402618870139122, 0.11735662817955017, 0.11534441262483597, 0.058802347630262375, 0.08718813955783844, -0.11599630117416382, -0.06967994570732117, -0.07764238119125366, -0.0804908275604248, -0.00849430076777935, 0.05581683665513992, 0.05912413075566292, 0.06426265090703964, 0.14279696345329285, -0.0761759877204895, 0.0035695305559784174, -0.09712284058332443, -0.007490025367587805, -0.012189981527626514, -0.1160343736410141, -0.10944351553916931, -0.01818767376244068, 0.06953106820583344, -0.017094284296035767, 0.19868192076683044, 0.05068780109286308, 0.04039160534739494, 0.022577712312340736, -0.05844954028725624, 0.12488454580307007, 0.042155250906944275, 0.20473472774028778, -0.022731661796569824, -0.001918196678161621, -0.061351094394922256, -0.001469623064622283, 0.013812752440571785, -0.014451955445110798, 0.11714749038219452, 0.21191354095935822, 0.1655212789773941, 0.15970784425735474, 0.0026849235873669386, 0.034629471600055695, 0.021275939419865608, -0.0686444416642189, 0.016324063763022423, 0.1198810413479805, 0.007030959706753492, 0.14744822680950165, 0.11595100164413452, -0.13555654883384705, 0.04013152793049812, -0.06374376267194748, -0.06540917605161667, -0.16557252407073975, -0.15689456462860107, -0.14135290682315826, -0.16512960195541382, 0.02767719328403473, -0.10287271440029144, 0.01554019283503294, -0.016129931434988976, 0.06266757845878601, -0.07347055524587631, 0.10167644917964935, 0.0313546322286129, -0.11757577210664749, 0.14587001502513885, -0.03713849186897278, -0.013454691506922245, 0.07636182010173798, 0.039614707231521606, 0.03472627326846123, -0.05150590091943741, -0.008850740268826485, 0.03491269424557686, -0.1371086835861206, 0.017703525722026825, -0.06794502586126328, -0.04931604117155075, -0.027547290548682213, 0.049542445689439774, 0.09300631284713745, 0.17766781151294708, 0.074372798204422, -0.007147155236452818, 0.0360550694167614, 0.18050982058048248, -0.01980370096862316, -0.1357780545949936, -0.08181377500295639, 0.13978441059589386, 0.059546809643507004, 0.039013028144836426, 0.021494297310709953, -0.0803745836019516, -0.011373855173587799, 0.25448277592658997, 0.19759096205234528, -0.029810454696416855, 0.012246115133166313, 0.028638439252972603, 0.010608227923512459, 0.024408232420682907, 0.08891088515520096, 0.13128617405891418, 0.15287263691425323, -0.06365472078323364, -0.03873507305979729, -0.056630320847034454, -0.025515886023640633, -0.0826609805226326, 0.04184320569038391, 0.041488055139780045, -0.1509150266647339, -0.006101824808865786, 0.06469663232564926, -0.07956311851739883, -0.024011526256799698, -0.05646434426307678, -0.1535608023405075, -0.09719964116811752, -0.04901096969842911, 0.06541900336742401, 0.03522302210330963, -0.01771768182516098, -0.04574273154139519, 0.00631514610722661, 0.0276052076369524, -0.030301418155431747, -0.0898674950003624, -0.10376280546188354, 0.050160884857177734, -0.07221739739179611, 0.06392975896596909, 0.00952779222279787, 0.18907086551189423, 0.10177091509103775, 0.04018692299723625, -0.03935583308339119, 0.11470745503902435, 0.05197714641690254, -0.036002688109874725, 0.0777839794754982, 0.03461529687047005, 0.007444729562848806, 0.016056153923273087, 0.08484555780887604, 0.016851985827088356, 0.07969578355550766, -0.045534949749708176, -0.050401341170072556, -0.18010205030441284, 0.05662160739302635, -0.17363817989826202, 0.07004449516534805, 0.17373426258563995, -0.029784629121422768, 0.015160526148974895, -0.0710277408361435, 0.031874459236860275, -0.033450379967689514, -0.013446341268718243, -0.018686071038246155, -0.0741659626364708, 0.0030428622849285603, 0.02391595020890236, 0.047250717878341675, -0.22924093902111053, 0.00869260635226965, -0.07726846635341644, -0.031567662954330444, -0.08542763441801071, 0.10836650431156158, 0.031345903873443604, 0.006790890358388424, -0.024199698120355606, -0.2696603238582611, 0.0146336629986763, 0.070620596408844, -0.1838064342737198, -0.09550954401493073 ]
null
null
transformers
### opus-mt-en-kqn * source languages: en * target languages: kqn * OPUS readme: [en-kqn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-kqn/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-kqn/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kqn/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kqn/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.kqn | 33.1 | 0.567 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-kqn
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "kqn", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #kqn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-kqn * source languages: en * target languages: kqn * OPUS readme: en-kqn * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 33.1, chr-F: 0.567
[ "### opus-mt-en-kqn\n\n\n* source languages: en\n* target languages: kqn\n* OPUS readme: en-kqn\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.1, chr-F: 0.567" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kqn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-kqn\n\n\n* source languages: en\n* target languages: kqn\n* OPUS readme: en-kqn\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.1, chr-F: 0.567" ]
[ 63, 105 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kqn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-kqn\n\n\n* source languages: en\n* target languages: kqn\n* OPUS readme: en-kqn\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.1, chr-F: 0.567" ]
[ -0.1159685030579567, 0.15261688828468323, -0.003082684241235256, 0.059300947934389114, 0.06374416500329971, 0.007329046726226807, 0.04583247750997543, 0.1617160439491272, 0.023568909615278244, -0.018805988132953644, 0.11589307337999344, 0.1308755725622177, 0.03214487433433533, 0.11358065903186798, -0.06969790160655975, -0.1507260650396347, 0.03594643622636795, 0.04269292205572128, -0.08691176772117615, 0.13331851363182068, 0.0783824622631073, -0.030500127002596855, 0.08993308246135712, -0.02078496664762497, -0.015765897929668427, 0.0589199997484684, -0.009178428910672665, -0.08768586814403534, 0.04676462709903717, 0.06602641195058823, 0.019160475581884384, 0.08277398347854614, -0.032787058502435684, -0.2256687730550766, 0.017871594056487083, 0.002453494118526578, -0.025587523356080055, 0.0019168357830494642, 0.024463364854454994, -0.05488637834787369, 0.08592485636472702, -0.10150448977947235, -0.05169647932052612, 0.021639106795191765, -0.004085910972207785, -0.1489831954240799, -0.06214985251426697, -0.005452149081975222, -0.027949649840593338, 0.12553998827934265, -0.03575516119599342, 0.24050472676753998, -0.13829956948757172, 0.14025378227233887, 0.20500347018241882, -0.3310390114784241, -0.009597811847925186, 0.0644369125366211, 0.05826743692159653, 0.0628039613366127, -0.003998205065727234, -0.010808533988893032, 0.06474064290523529, 0.003726501716300845, -0.09309780597686768, -0.14101621508598328, -0.1337292194366455, 0.039398014545440674, -0.12900353968143463, -0.02454036846756935, 0.27363529801368713, 0.015763822942972183, -0.06346423923969269, 0.029641656205058098, -0.02602594718337059, -0.025213532149791718, -0.011766340583562851, 0.03217185288667679, 0.04110327735543251, -0.016671717166900635, -0.023548290133476257, -0.0017975284717977047, -0.07700912654399872, -0.0836697593331337, -0.14502424001693726, 0.17229022085666656, 0.08462215960025787, 0.0008993571391329169, -0.03436586260795593, 0.05388699099421501, -0.020599888637661934, -0.12340141832828522, -0.0988248810172081, -0.06150047853589058, 0.006760195828974247, 0.042591772973537445, -0.08432576805353165, -0.07362117618322372, 0.16966629028320312, 0.09496457874774933, -0.06860361248254776, 0.06267125904560089, -0.059665780514478683, 0.034628670662641525, -0.0269282478839159, 0.23909367620944977, -0.03044968657195568, -0.05104496702551842, 0.07112032920122147, 0.01570221409201622, -0.0012363966088742018, 0.034506332129240036, -0.0696832612156868, -0.11579477787017822, 0.03620513156056404, 0.11768627166748047, 0.0032326658256351948, 0.09491295367479324, -0.021235685795545578, -0.012238247320055962, 0.01414753682911396, -0.12497662752866745, 0.0017423647223040462, 0.04956644028425217, -0.0567682720720768, 0.04627300053834915, 0.06964361667633057, -0.023505045101046562, -0.11454523354768753, -0.04163983091711998, -0.02353111281991005, -0.003879845142364502, -0.04040659964084625, -0.10649601370096207, 0.036230407655239105, 0.012587535195052624, 0.042274732142686844, -0.15406836569309235, -0.0810357928276062, -0.03842173516750336, 0.023780759423971176, 0.013647687621414661, -0.018440699204802513, -0.04190802574157715, -0.07120045274496078, 0.0030222816858440638, -0.036107514053583145, 0.02111942321062088, -0.09434793144464493, 0.08050327748060226, 0.047267165035009384, 0.06037921831011772, -0.04882529005408287, 0.051681485027074814, -0.16350650787353516, -0.01394148450344801, -0.11678566783666611, 0.08734593540430069, -0.16489239037036896, 0.022594861686229706, -0.10214614868164062, -0.0951542928814888, -0.018764294683933258, 0.05062234029173851, 0.05985246226191521, 0.15319505333900452, -0.1414709836244583, -0.030814992263913155, 0.21700523793697357, -0.03675523027777672, -0.16752539575099945, 0.10547826439142227, 0.009086095727980137, -0.014660438522696495, 0.046487629413604736, 0.16935041546821594, 0.10152764618396759, -0.06347613781690598, -0.003197999205440283, 0.10995592921972275, 0.024623842909932137, -0.08723130077123642, 0.10182631015777588, -0.057248130440711975, -0.08910734951496124, 0.06805352121591568, -0.11395759135484695, 0.0581311471760273, 0.004961936268955469, -0.05196787416934967, -0.0706079974770546, -0.04339019954204559, 0.0386185422539711, 0.030027126893401146, 0.060128748416900635, -0.10104548931121826, -0.06776314228773117, 0.021416621282696724, 0.0852876678109169, -0.05668434873223305, 0.05052535608410835, -0.040576525032520294, 0.07893387228250504, -0.0654587671160698, 0.054216738790273666, -0.1284904032945633, 0.02452542632818222, 0.04437059909105301, -0.03738082945346832, 0.09918705374002457, 0.04635375738143921, 0.02122458443045616, -0.08392337709665298, -0.023135468363761902, -0.032267555594444275, 0.07101784646511078, -0.003488896181806922, -0.09417329728603363, -0.15048077702522278, 0.0913214161992073, -0.002385937375947833, -0.049207039177417755, -0.055548928678035736, -0.022524498403072357, 0.03356412798166275, 0.030795687809586525, -0.05346331372857094, 0.09794244915246964, 0.021783310920000076, 0.05222102254629135, -0.042344532907009125, -0.0009876549011096358, 0.025677407160401344, -0.0028570997528731823, -0.10955161601305008, 0.17768248915672302, -0.019753551110625267, 0.08298823237419128, 0.19972184300422668, -0.06103245168924332, 0.023659171536564827, 0.010173170827329159, -0.016481943428516388, -0.0036915596574544907, 0.061453137546777725, 0.046917203813791275, 0.08925914019346237, 0.004192957654595375, 0.10900731384754181, -0.14298632740974426, -0.041917797178030014, -0.02981768362224102, -0.055547259747982025, -0.025445017963647842, 0.19833488762378693, 0.045389316976070404, -0.1569206565618515, 0.09373750537633896, 0.19336283206939697, -0.13901691138744354, 0.17641118168830872, -0.09296049177646637, -0.06919493526220322, 0.05472595617175102, 0.07969358563423157, -0.033450327813625336, 0.08109863102436066, -0.18283399939537048, 0.02021978609263897, 0.0458594411611557, 0.04621561989188194, 0.05270247161388397, -0.11180640012025833, -0.0032719855662435293, -0.020467843860387802, -0.09083222597837448, -0.05496338754892349, 0.07702179998159409, 0.040441956371068954, 0.07473409175872803, -0.015870606526732445, -0.0418526865541935, 0.022320521995425224, -0.03904513269662857, -0.12158602476119995, 0.2507841885089874, -0.14735683798789978, -0.1645578294992447, -0.08283181488513947, 0.06611332297325134, -0.1494220495223999, -0.04748552292585373, 0.11642361432313919, -0.11585937440395355, -0.03963829576969147, -0.08275523036718369, 0.0347045473754406, 0.00186337495688349, 0.0038750541862100363, -0.10085112601518631, 0.03764243796467781, -0.008797790855169296, -0.14455419778823853, -0.02802390791475773, -0.01189869549125433, -0.05121270939707756, 0.05646658316254616, -0.12898269295692444, 0.107632115483284, 0.1096779927611351, -0.04083624109625816, 0.019197987392544746, -0.02657090499997139, 0.17447343468666077, -0.051166292279958725, -0.044224049896001816, 0.10253623127937317, 0.04467536509037018, 0.019906116649508476, 0.09974274784326553, -0.0390043705701828, -0.0247996523976326, 0.07357516139745712, 0.022729676216840744, -0.003049174789339304, -0.2988452613353729, -0.0716337338089943, -0.07965219765901566, 0.06121426448225975, -0.02473588101565838, 0.04341166839003563, -0.08684244006872177, 0.08261264115571976, -0.005670272279530764, 0.025929495692253113, -0.013839594088494778, 0.05299720540642738, 0.19283175468444824, 0.016315819695591927, 0.10954627394676208, -0.10692355036735535, -0.049478769302368164, 0.08149046450853348, 0.09945064038038254, 0.11167757213115692, -0.06704920530319214, 0.0842604786157608, 0.09910556674003601, 0.19992424547672272, 0.0392533577978611, 0.05076296254992485, 0.003994436468929052, 0.018998416140675545, 0.003909291699528694, -0.0697864294052124, -0.03794892877340317, 0.04853682592511177, 0.04694356024265289, -0.02381962724030018, -0.07924538850784302, -0.02211838774383068, 0.0884309709072113, 0.15887995064258575, 0.04163317382335663, -0.1428576111793518, -0.016107507050037384, 0.03926956281065941, 0.0013446285156533122, -0.02621881663799286, 0.10245180130004883, -0.011854415759444237, -0.10320904105901718, 0.07953563332557678, 0.003755284007638693, 0.11247213184833527, 0.012177374213933945, -0.0013833562843501568, -0.043831851333379745, -0.008283334784209728, 0.006838873494416475, 0.13044506311416626, -0.41097569465637207, 0.23033055663108826, 0.007757246494293213, 0.012869531288743019, -0.0666491836309433, -0.0041961101815104485, 0.08048507571220398, 0.08194038271903992, 0.09103995561599731, -0.004758477210998535, -0.09879887104034424, -0.06908552348613739, 0.004980253055691719, 0.10224385559558868, 0.03530323877930641, 0.10729415714740753, 0.06467127054929733, -0.0177569892257452, -0.013565207831561565, -0.02375960908830166, 0.1064360961318016, -0.16457408666610718, -0.039798907935619354, -0.0011632798705250025, 0.05465927720069885, -0.04782477766275406, -0.03166469186544418, -0.06512674689292908, -0.14136198163032532, 0.17866557836532593, -0.021945439279079437, -0.09744323790073395, -0.06336629390716553, -0.0549776516854763, 0.15964829921722412, -0.16225335001945496, -0.009967622347176075, -0.0881115272641182, -0.04953744634985924, 0.015031132847070694, -0.15744981169700623, 0.10047587752342224, -0.06565937399864197, -0.10353708267211914, 0.001143472851254046, 0.08031973987817764, -0.08097439259290695, 0.05611429736018181, 0.022291988134384155, -0.018858738243579865, -0.07139348983764648, -0.1203223243355751, -0.0530572384595871, -0.05425747483968735, 0.019065378233790398, 0.1363757848739624, -0.1460818499326706, -0.09568601101636887, -0.05982797220349312, -0.04463120549917221, 0.18723256886005402, 0.16824981570243835, -0.051557645201683044, -0.006821149494498968, 0.1463584452867508, -0.09843046963214874, -0.28837698698043823, 0.02199937216937542, -0.04119010269641876, 0.013596040196716785, -0.0057770744897425175, -0.08750637620687485, 0.07891354709863663, -0.0005120094283483922, -0.04330337047576904, 0.05317050218582153, -0.18126216530799866, -0.13145187497138977, 0.21858781576156616, 0.10019120573997498, 0.17563800513744354, -0.18174335360527039, -0.05517997220158577, -0.08471234142780304, -0.18225617706775665, 0.05494241788983345, -0.11647924035787582, 0.09850446879863739, -0.039678480476140976, -0.007338948082178831, 0.008428740315139294, -0.023193351924419403, 0.09817536175251007, 0.028451567515730858, 0.0019280549604445696, -0.04909401014447212, 0.05927150323987007, -0.004318805877119303, -0.00018723428365774453, 0.14726094901561737, -0.13889312744140625, 0.10573463886976242, -0.15210582315921783, -0.003178652375936508, -0.07467954605817795, 0.07210815697908401, -0.0131402388215065, -0.03478752076625824, -0.08413083851337433, 0.03086913377046585, 0.05462513491511345, 0.008393055759370327, 0.13433559238910675, -0.06568088382482529, 0.006039839703589678, 0.15736794471740723, 0.1240636333823204, 0.0017785221571102738, 0.05823621526360512, 0.049359120428562164, -0.030475622043013573, 0.05455039441585541, -0.12901291251182556, 0.05680413171648979, 0.16089794039726257, -0.01749718189239502, 0.04228067770600319, 0.03479069471359253, -0.07662661373615265, 0.000052138078899588436, 0.06464248895645142, -0.05754609405994415, -0.018615610897541046, -0.037047140300273895, -0.1804387867450714, -0.018475405871868134, 0.05592362955212593, 0.14882615208625793, -0.024194087833166122, -0.02859203703701496, -0.027147581800818443, 0.005324187688529491, -0.06282586604356766, 0.15191367268562317, 0.09859411418437958, 0.00955164059996605, -0.08885160088539124, 0.10864466428756714, -0.024189142510294914, -0.07855457812547684, 0.02889726310968399, 0.10929641127586365, -0.10457872599363327, -0.12509828805923462, 0.13201166689395905, 0.09325873851776123, -0.1130809560418129, -0.07422246038913727, -0.12733328342437744, -0.10341096669435501, 0.032119426876306534, 0.13609077036380768, 0.11958741396665573, 0.019003354012966156, 0.04255983605980873, -0.07138199359178543, 0.022613175213336945, 0.1321847289800644, 0.05175497755408287, 0.03229960799217224, -0.06985439360141754, -0.04610411077737808, -0.04170289635658264, 0.15579789876937866, -0.029966745525598526, 0.020335059612989426, -0.15567317605018616, 0.04412819445133209, -0.25832241773605347, 0.02951539307832718, -0.03911520913243294, 0.010546772740781307, -0.023155733942985535, -0.09473712742328644, -0.05032530426979065, 0.041587945073843, -0.12498626112937927, -0.025964708998799324, -0.03197319433093071, 0.10201794654130936, -0.11173416674137115, -0.025193538516759872, 0.06699389219284058, -0.040306661278009415, 0.07015281170606613, 0.03823045641183853, -0.08258393406867981, 0.1170942485332489, -0.11880557239055634, -0.000043933821871178225, 0.014602497220039368, 0.07631170749664307, 0.03870033100247383, -0.01810847409069538, 0.048822104930877686, 0.12324154376983643, 0.10357427597045898, 0.059197235852479935, 0.10691612958908081, -0.10803715884685516, -0.07289011031389236, -0.11334437876939774, -0.056064750999212265, -0.006033157929778099, 0.03924403712153435, 0.08422886580228806, 0.06750717759132385, 0.14186477661132812, -0.07657784968614578, -0.0023890442680567503, -0.10451233386993408, -0.011193141341209412, 0.006609905045479536, -0.08855746686458588, -0.10389389097690582, -0.02463846653699875, 0.07074298709630966, -0.006272038910537958, 0.21501070261001587, 0.020157868042588234, 0.06957545876502991, 0.01657356321811676, -0.03742026910185814, 0.12678857147693634, 0.0329788513481617, 0.20497697591781616, -0.0004179557436145842, 0.004576625768095255, -0.04392034560441971, 0.004117694217711687, 0.018633294850587845, -0.0031909907702356577, 0.11249437183141708, 0.19685399532318115, 0.13850955665111542, 0.1791655570268631, 0.020525988191366196, 0.03811464086174965, 0.0225705374032259, -0.08036606013774872, 0.008837757632136345, 0.09652244299650192, 0.004529269877821207, 0.13851773738861084, 0.09255003929138184, -0.13000868260860443, 0.044502370059490204, -0.06333611160516739, -0.06995241343975067, -0.17246922850608826, -0.11651868373155594, -0.1405702382326126, -0.1861807405948639, 0.029929269105196, -0.11056895554065704, -0.0007886741077527404, 0.009235263802111149, 0.07323088496923447, -0.0676540806889534, 0.08969661593437195, 0.003358106594532728, -0.10482782870531082, 0.11987229436635971, -0.037169769406318665, 0.00846492126584053, 0.09927579760551453, 0.015646854415535927, 0.05073169618844986, -0.040912892669439316, -0.009517745114862919, 0.04978003725409508, -0.12763117253780365, 0.03795793280005455, -0.07318606227636337, -0.03611784800887108, -0.03871820494532585, 0.06246396154165268, 0.07639683037996292, 0.20547638833522797, 0.07104737311601639, -0.005822854116559029, 0.03936150670051575, 0.159040167927742, -0.03795814886689186, -0.12661904096603394, -0.09870192408561707, 0.150834321975708, 0.03855542093515396, 0.06151694059371948, 0.00890817865729332, -0.08797186613082886, -0.031755127012729645, 0.2727816700935364, 0.18240459263324738, -0.07222551852464676, 0.0020390567369759083, 0.044362328946590424, 0.009602990932762623, 0.04021848738193512, 0.09553173929452896, 0.15065763890743256, 0.18298576772212982, -0.05414365604519844, -0.06487029045820236, -0.045583829283714294, -0.021460117772221565, -0.07827482372522354, 0.04267256706953049, 0.02859986387193203, -0.12855391204357147, -0.019248437136411667, 0.07599413394927979, -0.12609732151031494, -0.019605807960033417, -0.04444010555744171, -0.1306898146867752, -0.09315363317728043, -0.05696607753634453, 0.06951289623975754, 0.037199653685092926, -0.0246872678399086, -0.03881197050213814, 0.0013340017758309841, 0.026194803416728973, -0.035611554980278015, -0.09306111186742783, -0.09810840338468552, 0.03752768784761429, -0.04948446527123451, 0.0860816240310669, 0.020995965227484703, 0.16245344281196594, 0.11205761879682541, 0.061402954161167145, -0.0361286997795105, 0.1242174431681633, 0.05758288875222206, -0.07142936438322067, 0.08116203546524048, -0.003898957511410117, -0.001773787778802216, 0.039608512073755264, 0.07970082759857178, 0.0466449148952961, 0.09407654404640198, -0.03568373620510101, -0.0520574115216732, -0.18436142802238464, 0.0378626324236393, -0.18080195784568787, 0.07291704416275024, 0.16860924661159515, -0.025504298508167267, 0.01710539497435093, -0.05965092405676842, 0.03500543534755707, -0.0419323593378067, -0.020891234278678894, -0.015729282051324844, -0.09301597625017166, 0.005503968335688114, 0.027254492044448853, 0.03968110308051109, -0.23106147348880768, 0.0025527223479002714, -0.07582521438598633, -0.015057459473609924, -0.06800484657287598, 0.1240929365158081, 0.06293461471796036, 0.007860150188207626, -0.02658456191420555, -0.23234784603118896, 0.0023983123246580362, 0.07016047835350037, -0.1803404986858368, -0.09948230534791946 ]
null
null
transformers
### opus-mt-en-kwn * source languages: en * target languages: kwn * OPUS readme: [en-kwn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-kwn/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-kwn/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kwn/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kwn/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.kwn | 27.6 | 0.513 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-kwn
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "kwn", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #kwn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-kwn * source languages: en * target languages: kwn * OPUS readme: en-kwn * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 27.6, chr-F: 0.513
[ "### opus-mt-en-kwn\n\n\n* source languages: en\n* target languages: kwn\n* OPUS readme: en-kwn\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.6, chr-F: 0.513" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kwn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-kwn\n\n\n* source languages: en\n* target languages: kwn\n* OPUS readme: en-kwn\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.6, chr-F: 0.513" ]
[ 62, 102 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kwn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-kwn\n\n\n* source languages: en\n* target languages: kwn\n* OPUS readme: en-kwn\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 27.6, chr-F: 0.513" ]
[ -0.10028214752674103, 0.12786926329135895, -0.0028009924571961164, 0.04748780280351639, 0.04049668833613396, -0.0023151051718741655, 0.054305922240018845, 0.15670347213745117, 0.013988099060952663, -0.004461691249161959, 0.13980577886104584, 0.13074520230293274, 0.023777076974511147, 0.11556953191757202, -0.056664153933525085, -0.15762080252170563, 0.057039402425289154, 0.05261556804180145, -0.02475816383957863, 0.13506636023521423, 0.06413128226995468, -0.040053751319646835, 0.0880284383893013, 0.002078212797641754, -0.04993369057774544, 0.0490797758102417, -0.023960044607520103, -0.08929501473903656, 0.03764301910996437, 0.041198186576366425, 0.037278179079294205, 0.07344092428684235, -0.041120439767837524, -0.21671469509601593, 0.017148815095424652, -0.001557999406941235, -0.011233535595238209, 0.012567369267344475, 0.023734083399176598, -0.04823070019483566, 0.13362590968608856, -0.09860879182815552, -0.05014282837510109, 0.006155398674309254, -0.003199372673407197, -0.11848575621843338, -0.0644548088312149, 0.02638295106589794, -0.024490637704730034, 0.13738954067230225, -0.03643062710762024, 0.29226452112197876, -0.1446084976196289, 0.1408839374780655, 0.21022072434425354, -0.32510241866111755, -0.021827084943652153, 0.06777364015579224, 0.044587817043066025, 0.011455338448286057, -0.02402169071137905, -0.010270531289279461, 0.06737300753593445, 0.026335682719945908, -0.08002961426973343, -0.1341751515865326, -0.1363580971956253, 0.024451207369565964, -0.12763582170009613, -0.024599628522992134, 0.2600986957550049, 0.013167492114007473, -0.061647336930036545, 0.004893707111477852, -0.01704929769039154, -0.00849832408130169, 0.003255837829783559, 0.03617863357067108, 0.015012064017355442, -0.02153683826327324, -0.03885269910097122, 0.01465548388659954, -0.08045220375061035, -0.051407281309366226, -0.1494978964328766, 0.21587462723255157, 0.07772637903690338, 0.00031251664040610194, -0.03450394794344902, 0.07689301669597626, -0.004635143093764782, -0.14858373999595642, -0.09813109785318375, -0.04828622192144394, 0.04006339982151985, 0.03176625072956085, -0.07031099498271942, -0.0555494949221611, 0.16535839438438416, 0.11504922807216644, -0.0720539540052414, 0.050864916294813156, -0.059430815279483795, 0.043643537908792496, -0.018487870693206787, 0.21093150973320007, -0.015413817949593067, -0.04420725256204605, 0.06666399538516998, 0.013198022730648518, 0.015928063541650772, 0.026049796491861343, -0.06605980545282364, -0.10125908255577087, 0.046587418764829636, 0.09781479835510254, 0.024393655359745026, 0.09553664922714233, -0.018796654418110847, -0.007024713326245546, 0.03987801820039749, -0.12357518821954727, 0.0017123559955507517, 0.03753058984875679, -0.02546451799571514, 0.08205020427703857, 0.060662586241960526, -0.011480048298835754, -0.11160248517990112, 0.01734844781458378, -0.0326431468129158, 0.004163756500929594, -0.03551347181200981, -0.069765105843544, 0.05851751193404198, 0.006245034281164408, 0.03954087570309639, -0.14793552458286285, -0.1100454181432724, -0.04938573017716408, 0.011503662914037704, 0.024261029437184334, -0.03759501501917839, -0.036313217133283615, -0.08741240203380585, 0.013658909127116203, -0.0425344817340374, 0.029402855783700943, -0.09470963478088379, 0.08084968477487564, 0.035713694989681244, 0.03657614439725876, -0.04441090300679207, 0.030388928949832916, -0.17976437509059906, -0.018289079889655113, -0.1295076161623001, 0.05849350616335869, -0.14274446666240692, 0.05672800540924072, -0.07938849180936813, -0.09065315127372742, -0.08753909170627594, 0.05409484729170799, 0.049245305359363556, 0.15314102172851562, -0.1233309879899025, -0.035186707973480225, 0.19822333753108978, -0.04569709300994873, -0.15720783174037933, 0.11402014642953873, -0.00309453415684402, -0.00906528439372778, 0.053950417786836624, 0.21995441615581512, 0.0689535140991211, -0.07145494222640991, -0.010571366176009178, 0.09089510142803192, 0.03306823596358299, -0.06721871346235275, 0.09205148369073868, -0.05856433883309364, -0.10790813714265823, 0.06980980932712555, -0.128945991396904, 0.05348306521773338, 0.004423650912940502, -0.04906854033470154, -0.0707087591290474, -0.03476609289646149, 0.01933976635336876, 0.03205488249659538, 0.05987260490655899, -0.13010017573833466, -0.06692678481340408, 0.016331449151039124, 0.10265649110078812, -0.04982053115963936, 0.051688216626644135, -0.034756869077682495, 0.07582157850265503, -0.05684402957558632, 0.03581231087446213, -0.12148471176624298, 0.012172392569482327, 0.04157569259405136, -0.022534986957907677, 0.10574095696210861, 0.012865220196545124, 0.017918862402439117, -0.07878332585096359, -0.020012786611914635, -0.03877698630094528, 0.06271360069513321, -0.005780986975878477, -0.09722095727920532, -0.15956953167915344, 0.07978665083646774, -0.006620056461542845, -0.07783345878124237, -0.0970921739935875, -0.03248488903045654, 0.04746631532907486, 0.07198236137628555, -0.04247352108359337, 0.07485276460647583, 0.03333361819386482, 0.06627673655748367, -0.05570632591843605, 0.0035880310460925102, 0.014681133441627026, 0.006793657783418894, -0.11227972060441971, 0.1991368979215622, -0.04447684437036514, 0.10203272104263306, 0.19986534118652344, -0.08310084789991379, 0.015215788967907429, 0.03988504782319069, -0.01973687671124935, -0.021693112328648567, 0.03027774579823017, 0.047852545976638794, 0.0942201018333435, -0.004356298595666885, 0.09233445674180984, -0.1361272931098938, -0.05612587928771973, -0.03642423823475838, -0.05931396782398224, -0.018502483144402504, 0.18907420337200165, 0.03206454962491989, -0.13592126965522766, 0.09923405945301056, 0.20370608568191528, -0.15674099326133728, 0.20586641132831573, -0.08629316836595535, -0.05631181225180626, 0.04971307888627052, 0.0664806216955185, -0.03763403743505478, 0.06442520022392273, -0.18284159898757935, 0.013052284717559814, 0.05377662926912308, 0.0494210422039032, 0.05135899409651756, -0.11782504618167877, -0.00396356824785471, -0.019101710990071297, -0.0754786878824234, -0.007484809495508671, 0.08435924351215363, 0.026578951627016068, 0.06526953727006912, -0.031098799780011177, -0.02076949179172516, 0.01593809947371483, -0.015326570719480515, -0.11933139711618423, 0.23758885264396667, -0.1181698888540268, -0.15941756963729858, -0.09180756658315659, 0.09989131987094879, -0.14737127721309662, -0.05485614761710167, 0.11526478826999664, -0.09196088463068008, -0.046715378761291504, -0.08961357176303864, 0.004102970007807016, -0.008822653442621231, -0.006409875117242336, -0.05205970257520676, 0.018554992973804474, -0.021873924881219864, -0.1435501128435135, -0.04070235788822174, 0.01406876277178526, -0.036888521164655685, 0.06996440142393112, -0.11948873847723007, 0.11180321127176285, 0.09956759214401245, -0.011857010424137115, 0.020154068246483803, -0.023760629817843437, 0.14908941090106964, -0.0670085996389389, -0.04298838973045349, 0.10000485181808472, 0.012688325718045235, 0.020462149754166603, 0.06759712100028992, -0.031134767457842827, -0.026442095637321472, 0.07377012819051743, 0.028433755040168762, -0.009853447787463665, -0.2841270864009857, -0.07713910192251205, -0.07198251783847809, 0.0705622136592865, -0.013621206395328045, 0.05046246200799942, -0.052217621356248856, 0.07833360135555267, -0.028660692274570465, 0.02776302583515644, -0.029472442343831062, 0.07460269331932068, 0.16075697541236877, 0.034613002091646194, 0.11730701476335526, -0.10580750554800034, -0.06330180168151855, 0.07666526734828949, 0.05372374504804611, 0.09304966032505035, -0.0528392568230629, 0.08205138891935349, 0.09082616865634918, 0.21365812420845032, 0.049395330250263214, 0.04661083593964577, 0.0031058613676577806, 0.00475581968203187, 0.01807110197842121, -0.09335678070783615, -0.011617714539170265, 0.04650896415114403, 0.023553257808089256, -0.031099580228328705, -0.05655593052506447, -0.041044931858778, 0.1028798520565033, 0.1352873593568802, 0.04643194377422333, -0.15302473306655884, -0.017312705516815186, 0.02462315559387207, -0.03004366159439087, -0.026698816567659378, 0.09677735716104507, -0.022103385999798775, -0.12607842683792114, 0.11339102685451508, 0.02154262736439705, 0.11596731096506119, -0.01217171736061573, 0.003953080624341965, -0.0647798553109169, -0.01116846688091755, -0.001931879436597228, 0.13440898060798645, -0.3767888844013214, 0.2348484992980957, 0.010347135365009308, 0.021195102483034134, -0.08806954324245453, -0.03123249113559723, 0.08670514076948166, 0.07053037732839584, 0.08622996509075165, 0.007205236703157425, -0.09526248276233673, -0.03415130823850632, -0.012905359268188477, 0.08382099866867065, 0.041626375168561935, 0.08071716874837875, 0.06563211232423782, 0.007274381350725889, -0.00802228506654501, -0.028750354424118996, 0.09258779883384705, -0.180334210395813, -0.011931262910366058, 0.003142650006338954, 0.09200847893953323, -0.054204367101192474, -0.03795947879552841, -0.08555590361356735, -0.1308164894580841, 0.18069738149642944, -0.022229403257369995, -0.07542339712381363, -0.07212524116039276, -0.046977896243333817, 0.15209147334098816, -0.15579579770565033, -0.03644822910428047, -0.08579480648040771, -0.04507051035761833, -0.0033493253868073225, -0.14397262036800385, 0.1001075804233551, -0.06155009940266609, -0.12127681076526642, 0.009731810539960861, 0.10803188383579254, -0.06383166462182999, 0.05131329223513603, 0.019514521583914757, -0.006107077933847904, -0.06591597944498062, -0.12791699171066284, -0.052444975823163986, -0.031200949102640152, 0.04182520508766174, 0.13252346217632294, -0.10333208739757538, -0.07295617461204529, -0.06884072721004486, -0.06917933374643326, 0.1740843653678894, 0.17140303552150726, -0.04201382398605347, 0.005326413549482822, 0.14999879896640778, -0.10150541365146637, -0.30510497093200684, 0.020664216950535774, -0.028619777411222458, 0.01627841778099537, 0.004719225224107504, -0.07553492486476898, 0.12433695793151855, 0.001317456946708262, -0.03847704082727432, 0.06334886699914932, -0.16672395169734955, -0.14315111935138702, 0.19295687973499298, 0.07189544290304184, 0.21409757435321808, -0.16313843429088593, -0.05383676663041115, -0.07500306516885757, -0.20950503647327423, 0.05659014359116554, -0.15291963517665863, 0.08732911944389343, -0.031676631420850754, 0.026645813137292862, 0.008204630576074123, -0.03506336733698845, 0.1061822772026062, 0.046521496027708054, 0.018594374880194664, -0.06748505681753159, 0.06450467556715012, 0.0007416880107484758, -0.0048166802152991295, 0.17754319310188293, -0.1676757037639618, 0.08371003717184067, -0.15715391933918, -0.014623386785387993, -0.08791092783212662, 0.09569881856441498, -0.01894109509885311, -0.033343274146318436, -0.08002699911594391, 0.014187349006533623, 0.033131979405879974, 0.01171339862048626, 0.1687975823879242, -0.046563416719436646, 0.0069083282724022865, 0.13933467864990234, 0.13369929790496826, -0.022386273369193077, 0.06695536524057388, 0.021862348541617393, -0.04294166341423988, 0.06145447865128517, -0.12689054012298584, 0.04410985857248306, 0.15357406437397003, -0.007142833899706602, 0.03213084116578102, 0.025796538218855858, -0.09719805419445038, -0.024131422862410545, 0.07017283886671066, -0.10792399942874908, 0.02477472461760044, -0.04470213130116463, -0.1727459877729416, -0.008051331155002117, 0.04281162470579147, 0.16615071892738342, -0.045665301382541656, -0.027906253933906555, -0.011608283966779709, -0.010412786155939102, -0.07415372878313065, 0.15205718576908112, 0.09649811685085297, 0.0065342579036951065, -0.08050493150949478, 0.1031089648604393, -0.026702050119638443, -0.08166899532079697, 0.048894405364990234, 0.13148915767669678, -0.12330323457717896, -0.1271454095840454, 0.1250801533460617, 0.14266175031661987, -0.11589475721120834, -0.07917658239603043, -0.11036559194326401, -0.08921611309051514, 0.02635335363447666, 0.14765498042106628, 0.13510188460350037, 0.030403878539800644, 0.04246121272444725, -0.06236839294433594, 0.01501298788934946, 0.11419206857681274, 0.08011187613010406, 0.059604305773973465, -0.08899646997451782, 0.0043875910341739655, -0.03556227684020996, 0.149531289935112, -0.02986336126923561, 0.02103174291551113, -0.1539275050163269, 0.04076819866895676, -0.21838119626045227, 0.025708584114909172, -0.06345412880182266, -0.0018607157981023192, -0.008580473251640797, -0.0984436571598053, -0.05088670924305916, 0.039400648325681686, -0.12393424659967422, -0.02508244849741459, -0.029403869062662125, 0.0909648984670639, -0.08944026380777359, -0.01684766635298729, 0.08028861880302429, -0.04297890141606331, 0.05692534148693085, 0.054715175181627274, -0.0772600993514061, 0.12030015885829926, -0.09820253401994705, 0.019084004685282707, 0.02155142091214657, 0.060550324618816376, 0.023473180830478668, -0.019071150571107864, 0.02192779630422592, 0.12984192371368408, 0.1433202624320984, 0.06953351944684982, 0.1373693346977234, -0.12286843359470367, -0.09223015606403351, -0.0842796191573143, -0.09195461869239807, -0.005356361623853445, 0.02994236722588539, 0.08502433449029922, 0.057737939059734344, 0.15885460376739502, -0.0742877796292305, -0.002369887661188841, -0.10717049241065979, -0.0031363950110971928, -0.00620871689170599, -0.10465467721223831, -0.08221304416656494, -0.02035824954509735, 0.07250132411718369, -0.012320375069975853, 0.2005697637796402, 0.011230851523578167, 0.019713368266820908, 0.011141856200993061, -0.04754089564085007, 0.10755454003810883, 0.016555069014430046, 0.21387827396392822, -0.003932907246053219, -0.004805813077837229, -0.07563995569944382, -0.017207136377692223, 0.021527178585529327, -0.011315879411995411, 0.127759650349617, 0.20580221712589264, 0.13165253400802612, 0.17000381648540497, 0.014481205493211746, 0.05506443232297897, -0.006566230207681656, -0.11913256347179413, -0.010785769671201706, 0.11109951883554459, 0.00961807370185852, 0.12433819472789764, 0.13608403503894806, -0.1284266710281372, 0.0186319462954998, -0.05222238227725029, -0.059613391757011414, -0.16984161734580994, -0.189914733171463, -0.14455783367156982, -0.1725894957780838, 0.041170958429574966, -0.1036391481757164, 0.0014862508978694677, 0.015367350541055202, 0.07907566428184509, -0.06504097580909729, 0.13351114094257355, 0.007585891056805849, -0.10410870611667633, 0.1427411586046219, -0.04148300364613533, -0.008940273895859718, 0.0991295874118805, 0.020084789022803307, 0.02754693664610386, -0.04037156701087952, -0.0033508564811199903, 0.03743745759129524, -0.11156738549470901, 0.03994284197688103, -0.06986655294895172, -0.04998043179512024, -0.036492399871349335, 0.04363696277141571, 0.08283616602420807, 0.1966233253479004, 0.06689838320016861, -0.0017973380163311958, 0.03886956721544266, 0.1453191637992859, -0.04304785653948784, -0.15483416616916656, -0.10039626061916351, 0.14740940928459167, 0.03942232206463814, 0.024312082678079605, 0.0013255032245069742, -0.068444162607193, 0.013238785788416862, 0.28719648718833923, 0.18689005076885223, -0.044385407119989395, 0.00967556145042181, 0.024358902126550674, 0.010079826228320599, 0.03838410973548889, 0.09363710135221481, 0.13099467754364014, 0.17769700288772583, -0.04785233363509178, -0.08157836645841599, -0.06683160364627838, -0.03552645072340965, -0.1017545610666275, 0.014049448072910309, 0.02681712619960308, -0.14982181787490845, -0.030299527570605278, 0.07306613028049469, -0.11567720025777817, -0.001058155088685453, -0.03929232805967331, -0.13585913181304932, -0.09003017097711563, -0.04016968235373497, 0.0842103436589241, 0.0367305688560009, -0.022880861535668373, -0.04199497774243355, 0.00024253857554867864, 0.007748056668788195, -0.03274817019701004, -0.09763310849666595, -0.08307421207427979, 0.02905445173382759, -0.03864900395274162, 0.06870267540216446, 0.01639365591108799, 0.18121592700481415, 0.10572172701358795, 0.07200261205434799, -0.0506083108484745, 0.12021466344594955, 0.05034191161394119, -0.04799075797200203, 0.05660790950059891, 0.01611865498125553, 0.005356433801352978, 0.01685367524623871, 0.0869622752070427, 0.010534962639212608, 0.07101067155599594, 0.003502369625493884, -0.028644492849707603, -0.18476782739162445, 0.04050624370574951, -0.16863687336444855, 0.08462795615196228, 0.16536130011081696, -0.029772937297821045, 0.005001021083444357, -0.0492732860147953, 0.030005812644958496, -0.042419202625751495, -0.04703478887677193, -0.02306409366428852, -0.10971962660551071, 0.002363478532060981, 0.025387534871697426, 0.038293734192848206, -0.23031997680664062, -0.006019126623868942, -0.06936673074960709, -0.02119823917746544, -0.07874344289302826, 0.1126374751329422, 0.059328023344278336, -0.0046627395786345005, -0.01509008277207613, -0.2247578501701355, 0.01689174398779869, 0.06527213752269745, -0.17545001208782196, -0.11275664716959 ]
null
null
transformers
### opus-mt-en-kwy * source languages: en * target languages: kwy * OPUS readme: [en-kwy](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-kwy/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-kwy/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kwy/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-kwy/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.kwy | 33.6 | 0.543 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-kwy
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "kwy", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #kwy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-kwy * source languages: en * target languages: kwy * OPUS readme: en-kwy * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 33.6, chr-F: 0.543
[ "### opus-mt-en-kwy\n\n\n* source languages: en\n* target languages: kwy\n* OPUS readme: en-kwy\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.6, chr-F: 0.543" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kwy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-kwy\n\n\n* source languages: en\n* target languages: kwy\n* OPUS readme: en-kwy\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.6, chr-F: 0.543" ]
[ 62, 102 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #kwy #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-kwy\n\n\n* source languages: en\n* target languages: kwy\n* OPUS readme: en-kwy\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 33.6, chr-F: 0.543" ]
[ -0.10237353295087814, 0.1348211169242859, -0.003287768689915538, 0.04887479916214943, 0.051375940442085266, 0.0011773573933169246, 0.058750130236148834, 0.1682635247707367, 0.016855156049132347, -0.006761041469871998, 0.14279983937740326, 0.13969364762306213, 0.023719249293208122, 0.11294926702976227, -0.06421689689159393, -0.15225017070770264, 0.04108644276857376, 0.049328189343214035, -0.03479928895831108, 0.14253881573677063, 0.07261496782302856, -0.04315687343478203, 0.0888143852353096, -0.0041097127832472324, -0.058885421603918076, 0.05831402167677879, -0.01823512092232704, -0.08832359313964844, 0.04267117381095886, 0.04568462446331978, 0.037381336092948914, 0.07711131125688553, -0.040013715624809265, -0.20517410337924957, 0.015663735568523407, 0.003166063455864787, -0.015525467693805695, 0.014245010912418365, 0.027200642973184586, -0.06513459980487823, 0.12372852861881256, -0.11090569198131561, -0.05135282501578331, 0.011168451979756355, -0.007173879537731409, -0.1384996622800827, -0.06883798539638519, 0.01662387326359749, -0.009176190942525864, 0.13121096789836884, -0.03726101666688919, 0.2852003574371338, -0.14028099179267883, 0.14281944930553436, 0.22144152224063873, -0.32453516125679016, -0.01709032617509365, 0.05917658284306526, 0.035517461597919464, 0.004747796803712845, -0.022133121266961098, -0.005776591133326292, 0.06364765018224716, 0.02452244609594345, -0.08279474824666977, -0.13867560029029846, -0.12402083724737167, 0.030122796073555946, -0.1268720179796219, -0.02223372831940651, 0.27290576696395874, -0.0029453716706484556, -0.07008593529462814, 0.008573494851589203, -0.018633246421813965, -0.004947108682245016, -0.00010924538219114766, 0.04804244637489319, 0.018733782693743706, -0.025693019852042198, -0.02584102377295494, 0.01810496486723423, -0.08674169331789017, -0.05782590061426163, -0.1478106677532196, 0.2148597091436386, 0.07910125702619553, 0.007922593504190445, -0.03169951215386391, 0.08375684171915054, -0.0019529993878677487, -0.14040620625019073, -0.09146373718976974, -0.03842290863394737, 0.029105301946401596, 0.03536226227879524, -0.08240551501512527, -0.06256330013275146, 0.15638835728168488, 0.10756709426641464, -0.04946340247988701, 0.055579978972673416, -0.05011958256363869, 0.04343680664896965, -0.011215271428227425, 0.21750645339488983, -0.014493178576231003, -0.03685254603624344, 0.06564241647720337, 0.012499497272074223, 0.021260742098093033, 0.03003321960568428, -0.06903307139873505, -0.10963216423988342, 0.04019520431756973, 0.10303536057472229, 0.02913605608046055, 0.09512078016996384, -0.02829773724079132, -0.007961575873196125, 0.03370840102434158, -0.13007155060768127, 0.008619343861937523, 0.03649994358420372, -0.033641472458839417, 0.06986616551876068, 0.059512145817279816, -0.013791970908641815, -0.11461404711008072, 0.01891179196536541, -0.027917303144931793, 0.007196776103228331, -0.035953134298324585, -0.07936801016330719, 0.04600203037261963, 0.003147321054711938, 0.03778655827045441, -0.14225660264492035, -0.11683238297700882, -0.0531042143702507, 0.015358737669885159, 0.016471942886710167, -0.03107089176774025, -0.035778652876615524, -0.08459072560071945, 0.015422588214278221, -0.03663519024848938, 0.03735911101102829, -0.08651813119649887, 0.0896141305565834, 0.035411376506090164, 0.040573470294475555, -0.046881742775440216, 0.039654724299907684, -0.1765621453523636, -0.024322709068655968, -0.12124811112880707, 0.06815595924854279, -0.14003804326057434, 0.04588134586811066, -0.0827229917049408, -0.08950616419315338, -0.05305839329957962, 0.06334706395864487, 0.04464130476117134, 0.16580890119075775, -0.12435353547334671, -0.0403844453394413, 0.1975044310092926, -0.047113269567489624, -0.14118213951587677, 0.10677190124988556, -0.0021631536073982716, -0.010143579915165901, 0.06236472725868225, 0.20737873017787933, 0.07431288808584213, -0.0686311423778534, -0.006745988503098488, 0.09220127016305923, 0.03258969262242317, -0.06331318616867065, 0.093934565782547, -0.06139717623591423, -0.10633670538663864, 0.06477741152048111, -0.14141544699668884, 0.0423312745988369, 0.005958699155598879, -0.04462781548500061, -0.07044199854135513, -0.03447438031435013, 0.027167215943336487, 0.033114831894636154, 0.06258288770914078, -0.13774153590202332, -0.07242991775274277, 0.012810603715479374, 0.10208814591169357, -0.047820959240198135, 0.048144370317459106, -0.03637053072452545, 0.07048095017671585, -0.05124150589108467, 0.033507272601127625, -0.11860153824090958, 0.03299719840288162, 0.03958335518836975, -0.0214188601821661, 0.1073775663971901, 0.029175497591495514, 0.024040762335062027, -0.07321669161319733, -0.017899122089147568, -0.046260662376880646, 0.06948164850473404, -0.01114078052341938, -0.10449526458978653, -0.16267673671245575, 0.07753695547580719, -0.008610078133642673, -0.0708090215921402, -0.07463952153921127, -0.02419593185186386, 0.05958149582147598, 0.05999746918678284, -0.0424116775393486, 0.07899077981710434, 0.033525075763463974, 0.06390140950679779, -0.05013269931077957, 0.0056982580572366714, 0.017258377745747566, 0.0030623958446085453, -0.1070609986782074, 0.19847284257411957, -0.052890606224536896, 0.11059605330228806, 0.20632687211036682, -0.07598823308944702, 0.01205490343272686, 0.03129946067929268, -0.012184836901724339, -0.013886673375964165, 0.038837965577840805, 0.033612221479415894, 0.11454465240240097, -0.006338135804980993, 0.10379970818758011, -0.12873497605323792, -0.060995571315288544, -0.037204355001449585, -0.06724468618631363, -0.017949100583791733, 0.19259044528007507, 0.01083074789494276, -0.14238578081130981, 0.10759524255990982, 0.20456534624099731, -0.14590422809123993, 0.19232754409313202, -0.0878448411822319, -0.054620787501335144, 0.05231349170207977, 0.06192202866077423, -0.03747182711958885, 0.06592139601707458, -0.18216565251350403, 0.004584725480526686, 0.05280992388725281, 0.04034239798784256, 0.045115627348423004, -0.12338145822286606, -0.0032051396556198597, -0.01462774071842432, -0.07298944890499115, -0.02509547956287861, 0.07852976769208908, 0.02900337614119053, 0.07394884526729584, -0.02969050407409668, -0.014187704771757126, 0.021748006343841553, -0.02095749042928219, -0.11924856901168823, 0.24349692463874817, -0.1314067840576172, -0.17116916179656982, -0.09810992330312729, 0.07506266981363297, -0.13242261111736298, -0.045227810740470886, 0.1217154860496521, -0.1061866283416748, -0.04728304594755173, -0.07926192879676819, 0.033700160682201385, -0.017060769721865654, 0.0009834496304392815, -0.06339257210493088, 0.019703198224306107, -0.024556031450629234, -0.14431509375572205, -0.04256325587630272, 0.011155201122164726, -0.04520153999328613, 0.07779170572757721, -0.10800732672214508, 0.10476566851139069, 0.09463336318731308, -0.020129330456256866, 0.023318231105804443, -0.030284592881798744, 0.1468706876039505, -0.06356704980134964, -0.03421160578727722, 0.11000119894742966, 0.01413081493228674, 0.02359650656580925, 0.06943770498037338, -0.028664644807577133, -0.03011462464928627, 0.07098633050918579, 0.023304836824536324, -0.005983226466923952, -0.28644880652427673, -0.07331694662570953, -0.07155581563711166, 0.05995512753725052, -0.006576201878488064, 0.04555342718958855, -0.04531169682741165, 0.07757967710494995, -0.027265017852187157, 0.02701619639992714, -0.027330448850989342, 0.06823770701885223, 0.1662018895149231, 0.02355314791202545, 0.1232324093580246, -0.11075111478567123, -0.06333156675100327, 0.07703987509012222, 0.061054524034261703, 0.09203378111124039, -0.055384311825037, 0.08407115191221237, 0.08865027129650116, 0.1960669904947281, 0.0428956001996994, 0.0529613196849823, -0.0014673033729195595, 0.00879740808159113, 0.010035724379122257, -0.08773020654916763, -0.017524678260087967, 0.05382890999317169, 0.030642259865999222, -0.028727352619171143, -0.06455731391906738, -0.0630253404378891, 0.1038544550538063, 0.14453595876693726, 0.049541205167770386, -0.14838704466819763, -0.013487780466675758, 0.036543428897857666, -0.029412617906928062, -0.026811620220541954, 0.08785535395145416, -0.028507204726338387, -0.12584975361824036, 0.11507944017648697, 0.01730884611606598, 0.11177989095449448, -0.011793620884418488, 0.007278553210198879, -0.05701098591089249, -0.009981094859540462, -0.0031402099411934614, 0.12977677583694458, -0.39861369132995605, 0.2318367213010788, 0.01616152934730053, 0.01649758592247963, -0.09495039284229279, -0.02049850858747959, 0.08885649591684341, 0.06402658671140671, 0.0866815447807312, 0.006179625168442726, -0.07889708131551743, -0.03930056840181351, -0.014178725890815258, 0.08507786691188812, 0.04395100474357605, 0.06960934400558472, 0.06861279904842377, -0.0061398716643452644, -0.012650909833610058, -0.03036448173224926, 0.07947616279125214, -0.15092967450618744, -0.02280503697693348, 0.0021253852173686028, 0.07520899176597595, -0.05989561229944229, -0.043654460459947586, -0.08326391875743866, -0.120306596159935, 0.17982204258441925, -0.033496517688035965, -0.0912441611289978, -0.07640334218740463, -0.038435809314250946, 0.1507924348115921, -0.15521658957004547, -0.030281484127044678, -0.0843919962644577, -0.054753322154283524, 0.0038790348917245865, -0.15512004494667053, 0.0977816954255104, -0.06263858079910278, -0.12037747353315353, 0.00316235632635653, 0.11725568771362305, -0.06504704803228378, 0.05124626308679581, 0.012866513803601265, 0.0020619709976017475, -0.07519754767417908, -0.1185549795627594, -0.03262566030025482, -0.03938537463545799, 0.04472871124744415, 0.14523667097091675, -0.10215736925601959, -0.08639708161354065, -0.07444702088832855, -0.06349420547485352, 0.17542453110218048, 0.17444349825382233, -0.045089494436979294, 0.02202938310801983, 0.13640442490577698, -0.10035976022481918, -0.3135144114494324, 0.028329411521553993, -0.030043670907616615, 0.02692420780658722, -0.010185085237026215, -0.09380432963371277, 0.10907628387212753, -0.0040755984373390675, -0.042294569313526154, 0.08174173533916473, -0.179405078291893, -0.13992047309875488, 0.19559523463249207, 0.08048981428146362, 0.21364009380340576, -0.17473147809505463, -0.054050154983997345, -0.06703682988882065, -0.19149000942707062, 0.046521320939064026, -0.14039243757724762, 0.09065160900354385, -0.040483687072992325, 0.0224150363355875, 0.01427046861499548, -0.03189386427402496, 0.11300452798604965, 0.031776510179042816, 0.0191578958183527, -0.062310077250003815, 0.06298848241567612, 0.007501473184674978, 0.001331328065134585, 0.16720306873321533, -0.1844397932291031, 0.08869074285030365, -0.1594904214143753, -0.008547035977244377, -0.08981673419475555, 0.0968116894364357, -0.02303014136850834, -0.0326564721763134, -0.07774725556373596, 0.004821301903575659, 0.02318543568253517, 0.004635905381292105, 0.1412849724292755, -0.05151655152440071, 0.008336545899510384, 0.1340916007757187, 0.13762299716472626, -0.004507247358560562, 0.0424620695412159, 0.02721445821225643, -0.043360691517591476, 0.06047980487346649, -0.13568337261676788, 0.042083948850631714, 0.15225322544574738, -0.0016540238866582513, 0.0352448895573616, 0.025377614423632622, -0.09238137304782867, -0.022825228050351143, 0.07031819224357605, -0.10299502313137054, 0.02769806608557701, -0.04065192490816116, -0.14847269654273987, -0.007311183959245682, 0.045224878937006, 0.1646016389131546, -0.03486344590783119, -0.03483930602669716, -0.015270877629518509, -0.006251895800232887, -0.07199916988611221, 0.1601911038160324, 0.09848000854253769, 0.01085592433810234, -0.09028016775846481, 0.09511075913906097, -0.035976193845272064, -0.06439463049173355, 0.05225005000829697, 0.13496971130371094, -0.11212340742349625, -0.1300126314163208, 0.12568657100200653, 0.13330475986003876, -0.1140173077583313, -0.07002419233322144, -0.11118195950984955, -0.09596601128578186, 0.029096581041812897, 0.13974431157112122, 0.13267606496810913, 0.032789379358291626, 0.031396009027957916, -0.0703192800283432, 0.01466925535351038, 0.11318379640579224, 0.07013138383626938, 0.054165471345186234, -0.08919133245944977, 0.007262732367962599, -0.03608996421098709, 0.14662468433380127, -0.03121228702366352, 0.02223006822168827, -0.14962705969810486, 0.042323630303144455, -0.21474938094615936, 0.021460067480802536, -0.050470612943172455, -0.0057361857034265995, -0.0067811389453709126, -0.10021758079528809, -0.040777578949928284, 0.04236045107245445, -0.12785707414150238, -0.02173478901386261, -0.030069492757320404, 0.08298925310373306, -0.09235914051532745, -0.027841443195939064, 0.08319765329360962, -0.05101574584841728, 0.05956993252038956, 0.061121661216020584, -0.08152890205383301, 0.11659611761569977, -0.10486533492803574, 0.013323805294930935, 0.027405591681599617, 0.0625363290309906, 0.023925190791487694, -0.02546938881278038, 0.02756316401064396, 0.12260907888412476, 0.1361907422542572, 0.06853161752223969, 0.15512654185295105, -0.11800035834312439, -0.07120443880558014, -0.08925317227840424, -0.08288688957691193, -0.013150927610695362, 0.032872993499040604, 0.09445589780807495, 0.06133287772536278, 0.15471287071704865, -0.07562457770109177, 0.007275203242897987, -0.1093088686466217, -0.001789765665307641, -0.015370547771453857, -0.10986843705177307, -0.10637538880109787, -0.031120428815484047, 0.0740177184343338, -0.007498004008084536, 0.2002161592245102, 0.018808560445904732, 0.011617301031947136, 0.01482653059065342, -0.04096006602048874, 0.12359010428190231, 0.024474486708641052, 0.21124853193759918, -0.014202783815562725, -0.005181227345019579, -0.0797218605875969, -0.010356766171753407, 0.01773555763065815, -0.03385920077562332, 0.11596058309078217, 0.20733340084552765, 0.13461101055145264, 0.16204842925071716, 0.01390337385237217, 0.035677678883075714, -0.016825642436742783, -0.11469856649637222, -0.00949197169393301, 0.10394135117530823, 0.009456467814743519, 0.1447131335735321, 0.11975888162851334, -0.12852080166339874, 0.02724071964621544, -0.05309189110994339, -0.05395372584462166, -0.16691954433918, -0.1560666859149933, -0.13852640986442566, -0.1650327444076538, 0.031847525388002396, -0.1015680655837059, 0.006516356021165848, 0.0029608975164592266, 0.069857656955719, -0.05955043435096741, 0.12485917657613754, 0.010605426505208015, -0.10555122792720795, 0.13979293406009674, -0.04064132645726204, -0.012136979959905148, 0.10229117423295975, 0.021413693204522133, 0.026925651356577873, -0.041668206453323364, -0.0017929368186742067, 0.04000045731663704, -0.12331274896860123, 0.03639810159802437, -0.07736483216285706, -0.05493808537721634, -0.03677630424499512, 0.047743525356054306, 0.0867757573723793, 0.20106329023838043, 0.06674031913280487, -0.0013490242417901754, 0.030737677589058876, 0.15014035999774933, -0.0466652438044548, -0.1394883692264557, -0.08838975429534912, 0.17638957500457764, 0.035930290818214417, 0.029932288452982903, 0.006313587073236704, -0.06985684484243393, 0.010856752283871174, 0.2814287543296814, 0.20276719331741333, -0.040854375809431076, 0.012336479499936104, 0.022489987313747406, 0.009652437642216682, 0.043733496218919754, 0.09460083395242691, 0.13301672041416168, 0.1855173259973526, -0.061660464853048325, -0.06662236154079437, -0.05867144092917442, -0.03367895632982254, -0.09585850685834885, 0.025135163217782974, 0.021608835086226463, -0.14669999480247498, -0.020192980766296387, 0.07196379452943802, -0.09430930018424988, -0.021082734689116478, -0.02117437869310379, -0.1516825258731842, -0.08647829294204712, -0.03533579036593437, 0.07830419391393661, 0.04180828854441643, -0.009935793466866016, -0.04626926779747009, 0.0043880087323486805, 0.01060064509510994, -0.03255666419863701, -0.11161909997463226, -0.08154945820569992, 0.03797226771712303, -0.07676249742507935, 0.05656403675675392, 0.012508501298725605, 0.1817837804555893, 0.10672228783369064, 0.06564489752054214, -0.04933473467826843, 0.11398995667695999, 0.042742617428302765, -0.050437722355127335, 0.06187935173511505, 0.01656297594308853, 0.008608389645814896, 0.011771099641919136, 0.08075045049190521, 0.009780851192772388, 0.07143278419971466, -0.0036644991487264633, -0.03742072731256485, -0.18035462498664856, 0.0402936153113842, -0.1698264628648758, 0.08055168390274048, 0.16760888695716858, -0.025130294263362885, 0.006411384791135788, -0.05120556056499481, 0.026359185576438904, -0.03792724758386612, -0.049493856728076935, -0.020381920039653778, -0.10581911355257034, 0.005246117245405912, 0.030085135251283646, 0.03928389400243759, -0.24276161193847656, -0.003542522666975856, -0.07884741574525833, -0.018335819244384766, -0.08279500901699066, 0.10957542806863785, 0.05410917103290558, 0.0033827736042439938, -0.015266172587871552, -0.2103739231824875, 0.013979179784655571, 0.06857083737850189, -0.17117010056972504, -0.10368601232767105 ]
null
null
transformers
### opus-mt-en-lg * source languages: en * target languages: lg * OPUS readme: [en-lg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-lg/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-lg/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-lg/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-lg/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.lg | 30.4 | 0.543 | | Tatoeba.en.lg | 5.7 | 0.386 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-lg
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "lg", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #lg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-lg * source languages: en * target languages: lg * OPUS readme: en-lg * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 30.4, chr-F: 0.543 testset: URL, BLEU: 5.7, chr-F: 0.386
[ "### opus-mt-en-lg\n\n\n* source languages: en\n* target languages: lg\n* OPUS readme: en-lg\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 30.4, chr-F: 0.543\ntestset: URL, BLEU: 5.7, chr-F: 0.386" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #lg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-lg\n\n\n* source languages: en\n* target languages: lg\n* OPUS readme: en-lg\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 30.4, chr-F: 0.543\ntestset: URL, BLEU: 5.7, chr-F: 0.386" ]
[ 61, 117 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #lg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-lg\n\n\n* source languages: en\n* target languages: lg\n* OPUS readme: en-lg\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 30.4, chr-F: 0.543\ntestset: URL, BLEU: 5.7, chr-F: 0.386" ]
[ -0.12874498963356018, 0.1235123947262764, -0.004534140229225159, 0.08056705445051193, 0.057308416813611984, 0.010122482664883137, 0.0655965730547905, 0.15507352352142334, 0.007711693644523621, 0.0051327235996723175, 0.12730535864830017, 0.1233849972486496, 0.0019428391242399812, 0.11380301415920258, -0.07399564236402512, -0.11579969525337219, 0.020276391878724098, 0.06391886621713638, -0.06714106351137161, 0.1483042687177658, 0.08428477495908737, -0.0231353547424078, 0.09889520704746246, -0.03117198497056961, -0.045678913593292236, 0.08475848287343979, 0.01950928196310997, -0.06589404493570328, 0.0601612851023674, 0.06028144434094429, 0.02506125345826149, 0.07026923447847366, -0.022707190364599228, -0.20442155003547668, 0.008923138491809368, -0.0013420621398836374, -0.04484828561544418, 0.019665516912937164, 0.02362537384033203, -0.09674688428640366, 0.1099167987704277, -0.06750188767910004, -0.020266657695174217, 0.04316966235637665, -0.03685896843671799, -0.14541038870811462, -0.04965115711092949, -0.008245700038969517, -0.06480894237756729, 0.1303146630525589, -0.031323958188295364, 0.25498130917549133, -0.15353205800056458, 0.15193799138069153, 0.27260157465934753, -0.3118772804737091, -0.01645530015230179, 0.0781959816813469, 0.07699029892683029, 0.0648995041847229, -0.016145233064889908, -0.002358383033424616, 0.08463210612535477, 0.03517710417509079, -0.047169700264930725, -0.1266319453716278, -0.06394905596971512, 0.04383629932999611, -0.11400263756513596, -0.03383375704288483, 0.27434495091438293, 0.004412693437188864, -0.08710837364196777, 0.016485102474689484, -0.03197725862264633, -0.06010586768388748, -0.009431272745132446, 0.04059240594506264, 0.053455013781785965, -0.007806829176843166, 0.020899401977658272, -0.008584218099713326, -0.06637085229158401, -0.09657663851976395, -0.10228991508483887, 0.17091484367847443, 0.04848991706967354, 0.003400126239284873, -0.037512362003326416, 0.06789755821228027, 0.016644395887851715, -0.11669256538152695, -0.07789517194032669, -0.04728315770626068, 0.010696678422391415, 0.055931828916072845, -0.09167984873056412, -0.0637359470129013, 0.1398790031671524, 0.15447279810905457, -0.06545064598321915, 0.04727930575609207, -0.09610256552696228, 0.04288959875702858, -0.05309389904141426, 0.2256494015455246, -0.00807951856404543, -0.051335886120796204, 0.07576590776443481, 0.017401812598109245, 0.029377250000834465, 0.03955822065472603, -0.07864098250865936, -0.10682832449674606, 0.044497810304164886, 0.1145610585808754, -0.0023529238533228636, 0.06964872777462006, -0.07104815542697906, -0.001747970120050013, 0.010540187358856201, -0.15426401793956757, 0.019279155880212784, 0.04635528847575188, -0.03384142369031906, 0.046387895941734314, 0.10733979940414429, -0.07003102451562881, -0.1184718906879425, -0.022736039012670517, -0.04131263867020607, -0.002127882558852434, -0.05062725767493248, -0.10510360449552536, 0.03827275335788727, -0.007379898801445961, 0.026805246248841286, -0.14175109565258026, -0.12372244149446487, -0.04092712327837944, 0.023695696145296097, -0.011056403629481792, -0.008285045623779297, -0.034159135073423386, -0.0634150430560112, -0.00759489182382822, -0.0426531583070755, 0.002845367882400751, -0.08981390297412872, 0.10622996836900711, 0.06699557602405548, 0.06391311436891556, -0.06386806815862656, 0.04095323756337166, -0.14981871843338013, -0.0012981492327526212, -0.10498183220624924, 0.06732919812202454, -0.14694800972938538, 0.06327329576015472, -0.06750748306512833, -0.10249730944633484, -0.030412668362259865, 0.06956026703119278, 0.05712631717324257, 0.16593948006629944, -0.13393498957157135, -0.04540343955159187, 0.2277509719133377, -0.0713343545794487, -0.14556124806404114, 0.10962076485157013, 0.0036472780629992485, -0.040551211684942245, 0.06080498918890953, 0.18686717748641968, 0.026432109996676445, -0.08133593946695328, 0.03153950721025467, 0.08245435357093811, 0.027563100680708885, -0.07331404089927673, 0.10601894557476044, -0.05602823570370674, -0.08925280719995499, 0.07155671715736389, -0.10703779757022858, 0.05240948498249054, 0.0024504903703927994, -0.044103045016527176, -0.08910118043422699, -0.04341279715299606, 0.03606337681412697, 0.03936409950256348, 0.03145522251725197, -0.14545504748821259, -0.1033279299736023, 0.04184769093990326, 0.10165206342935562, -0.05920926108956337, 0.053966689854860306, -0.0528758279979229, 0.13441349565982819, -0.0753459483385086, 0.028217630460858345, -0.14468738436698914, 0.0087999626994133, 0.02706758864223957, 0.007414238061755896, 0.10570956766605377, 0.053522989153862, 0.032917238771915436, -0.06435734778642654, -0.02975381538271904, -0.021064341068267822, 0.04483146592974663, -0.029285388067364693, -0.060033731162548065, -0.16975587606430054, 0.048249658197164536, -0.0179518461227417, -0.029510796070098877, -0.11045157164335251, -0.020413145422935486, 0.03893217444419861, 0.05499466881155968, -0.02279862016439438, 0.056420084089040756, 0.016982611268758774, 0.03580979257822037, -0.06553996354341507, -0.015946021303534508, 0.020823515951633453, -0.001172668649815023, -0.10565296560525894, 0.13548465073108673, -0.03310332074761391, 0.18981988728046417, 0.2122277021408081, -0.1101432666182518, -0.010425599291920662, 0.02781754359602928, -0.029299592599272728, 0.005913089960813522, 0.05292249098420143, 0.009373319335281849, 0.056468065828084946, -0.02141699194908142, 0.1436997354030609, -0.15642929077148438, -0.043686285614967346, -0.04099974408745766, -0.05614478886127472, -0.03882211819291115, 0.19546736776828766, 0.02680632844567299, -0.09282245486974716, 0.11970837414264679, 0.15724289417266846, -0.13330265879631042, 0.1838344782590866, -0.0676535964012146, -0.0740712359547615, 0.05674458667635918, 0.0902545303106308, -0.018918322399258614, 0.09215707331895828, -0.20497749745845795, 0.014847662299871445, 0.041944973170757294, 0.028707200661301613, 0.06141920015215874, -0.10769570618867874, -0.010242948308587074, -0.0036571265663951635, -0.10497508198022842, -0.020603742450475693, 0.05917397141456604, 0.026605140417814255, 0.10388510674238205, -0.032501038163900375, -0.05403938516974449, 0.013131789863109589, -0.022785114124417305, -0.13433441519737244, 0.21838980913162231, -0.12896694242954254, -0.20119892060756683, -0.10976167023181915, 0.06306785345077515, -0.14788587391376495, -0.009344371035695076, 0.10768549889326096, -0.11102388054132462, -0.05371396243572235, -0.08337243646383286, 0.017998717725276947, 0.0123136630281806, -0.0001041307914420031, -0.06336106359958649, 0.059080880135297775, 0.03524642437696457, -0.16563250124454498, -0.038516800850629807, -0.01271696388721466, -0.03040916658937931, 0.03241884708404541, -0.130970299243927, 0.10637849569320679, 0.09617727994918823, -0.023428279906511307, 0.04016832262277603, -0.008262877352535725, 0.18233622610569, -0.0453907772898674, -0.06468486785888672, 0.12581123411655426, 0.02519030123949051, -0.006215384230017662, 0.05626048520207405, -0.024206317961215973, -0.08293844759464264, 0.05792485177516937, 0.02395446039736271, -0.00961883645504713, -0.3015836775302887, -0.09172125905752182, -0.08091302961111069, 0.03769112005829811, -0.004505753517150879, 0.07359041273593903, -0.07212382555007935, 0.050940316170454025, 0.0017870039446279407, 0.03492819517850876, -0.008203746750950813, 0.06964746117591858, 0.1805272102355957, -0.005824283696711063, 0.1186881959438324, -0.09807612001895905, -0.05584059655666351, 0.08904170244932175, 0.05840400978922844, 0.08345576375722885, -0.05833377316594124, 0.1106470450758934, 0.06757877767086029, 0.15657486021518707, 0.02429525926709175, 0.05811794102191925, -0.01189982146024704, 0.014243882149457932, 0.005699671804904938, -0.0843147486448288, -0.05376475304365158, 0.04785449057817459, 0.020759494975209236, 0.019335448741912842, -0.08407768607139587, -0.09388220310211182, 0.10318541526794434, 0.11832097172737122, 0.03837902098894119, -0.20745082199573517, -0.01884399726986885, 0.04267461597919464, -0.007054340094327927, -0.03906925022602081, 0.09434179961681366, -0.019442306831479073, -0.08160874247550964, 0.084992915391922, 0.02584431692957878, 0.11745665967464447, 0.020611539483070374, 0.012937232851982117, -0.03347812965512276, -0.008620360866189003, 0.004880806431174278, 0.11924917250871658, -0.40690672397613525, 0.22066549956798553, 0.019044004380702972, -0.012615897692739964, -0.05349315330386162, 0.0018421172862872481, 0.04674737900495529, 0.10426696389913559, 0.1251717358827591, -0.006462735123932362, -0.007832206785678864, -0.040458228439092636, 0.006375354249030352, 0.07192122936248779, 0.03570590540766716, 0.09129834175109863, 0.04814232885837555, -0.030071552842855453, -0.0278960932046175, -0.017114203423261642, 0.04916007071733475, -0.1338854879140854, -0.031050555408000946, 0.010452485643327236, 0.048354364931583405, -0.06659884750843048, -0.04477241635322571, -0.07294786721467972, -0.10019496083259583, 0.2592158615589142, -0.02058417536318302, -0.08997504413127899, -0.09632048010826111, -0.0052529689855873585, 0.1528843343257904, -0.1179315522313118, -0.005743023939430714, -0.06746720522642136, -0.02635791338980198, 0.009826986119151115, -0.15138135850429535, 0.11272357404232025, -0.05939585715532303, -0.10211482644081116, -0.010290350764989853, 0.1468772292137146, -0.0927627682685852, 0.05777454376220703, 0.01876954361796379, -0.028511986136436462, -0.05911892652511597, -0.11203722655773163, -0.044921863824129105, -0.031751763075590134, 0.04011372849345207, 0.1488974243402481, -0.15724679827690125, -0.08128450065851212, -0.016934914514422417, -0.03976718708872795, 0.16136860847473145, 0.19468703866004944, -0.05583709105849266, 0.03299253433942795, 0.11522601544857025, -0.11353281885385513, -0.25814327597618103, 0.05094854161143303, -0.06024256721138954, 0.033835623413324356, 0.009717629291117191, -0.0748351663351059, 0.06689506024122238, -0.011632264591753483, -0.028206169605255127, 0.10399487614631653, -0.17452576756477356, -0.1278907060623169, 0.1968463808298111, 0.08550187200307846, 0.2157241553068161, -0.18960921466350555, -0.0664309412240982, -0.10654959082603455, -0.2219681441783905, 0.029396051540970802, -0.07916150987148285, 0.0990276113152504, -0.053293075412511826, -0.020001908764243126, 0.030602937564253807, -0.027889888733625412, 0.1194816306233406, 0.014837400056421757, 0.02918167971074581, -0.06286302953958511, 0.06255051493644714, 0.006863555870950222, 0.025310935452580452, 0.18088561296463013, -0.16040870547294617, 0.08528488129377365, -0.14863376319408417, -0.031533919274806976, -0.07046189904212952, 0.07516556978225708, -0.025728361681103706, -0.02865005098283291, -0.07306409627199173, 0.01881370320916176, 0.036306172609329224, 0.015552030876278877, 0.11814220994710922, -0.09608078747987747, 0.023572688922286034, 0.1526443213224411, 0.13896675407886505, -0.0698048397898674, 0.006130372639745474, 0.061623215675354004, -0.021022485569119453, 0.04942217469215393, -0.12373192608356476, 0.07136008143424988, 0.1530614197254181, -0.0072997757233679295, 0.06385163962841034, 0.044522494077682495, -0.07891815155744553, -0.03642489016056061, 0.08236517012119293, -0.1160297691822052, 0.053478941321372986, -0.04431444779038429, -0.22806936502456665, 0.0044291578233242035, 0.05077725276350975, 0.1802515983581543, -0.025784581899642944, -0.021274792030453682, -0.013569983653724194, 0.007967563346028328, -0.0898287445306778, 0.1432187259197235, 0.09436287730932236, 0.0017117249080911279, -0.09597260504961014, 0.07721948623657227, -0.027290739119052887, -0.0752008855342865, 0.02643265575170517, 0.13812266290187836, -0.0912361592054367, -0.11234915256500244, 0.10444798320531845, 0.12438085675239563, -0.11797265708446503, -0.051777321845293045, -0.16726090013980865, -0.1080608144402504, 0.05153438448905945, 0.1332397311925888, 0.14218847453594208, 0.043441031128168106, 0.04045775905251503, -0.0663205161690712, -0.0004970915033482015, 0.0955858826637268, 0.06431285291910172, 0.043370138853788376, -0.08744051307439804, -0.005530423950403929, -0.03473956882953644, 0.12104233354330063, -0.03290249779820442, 0.03727397322654724, -0.18008217215538025, 0.06068330630660057, -0.2545890510082245, 0.02078048139810562, -0.013163112103939056, 0.016682667657732964, -0.01071128435432911, -0.09236260503530502, -0.05328034982085228, 0.039223529398441315, -0.12238850444555283, -0.03088684380054474, -0.013674471527338028, 0.06840348243713379, -0.131148561835289, -0.014891314320266247, 0.06332432478666306, -0.057710226625204086, 0.07454795390367508, 0.040172915905714035, -0.08290490508079529, 0.09408257901668549, -0.151905819773674, -0.0023072005715221167, 0.03503378480672836, 0.05025700107216835, 0.038960106670856476, -0.021577291190624237, 0.06031269580125809, 0.13804487884044647, 0.09227961301803589, 0.06654657423496246, 0.13741979002952576, -0.12217745184898376, -0.0574282743036747, -0.09604448080062866, -0.09290710091590881, -0.004318243358284235, 0.03837180137634277, 0.08721980452537537, 0.06438538432121277, 0.10756687819957733, -0.06821669638156891, -0.011770048178732395, -0.14536798000335693, -0.008037551306188107, -0.006553845014423132, -0.08711861819028854, -0.08678096532821655, -0.007534068543463945, 0.07542195916175842, -0.005255014169961214, 0.24179412424564362, 0.0466901920735836, 0.054132748395204544, 0.020995672792196274, -0.02527175098657608, 0.15749870240688324, 0.027893181890249252, 0.18067482113838196, -0.04150134697556496, 0.017013458535075188, -0.04177267849445343, -0.02270566299557686, 0.0592200942337513, 0.009512539952993393, 0.12023434042930603, 0.21186164021492004, 0.09508173912763596, 0.163084015250206, 0.022027088329195976, 0.016306394711136818, -0.01475849561393261, -0.08228899538516998, 0.03002043068408966, 0.11370698362588882, 0.0005024998099543154, 0.14788314700126648, 0.10828077793121338, -0.12423131614923477, 0.05857273191213608, -0.04720079153776169, -0.052107423543930054, -0.16821132600307465, -0.08921466767787933, -0.12262651324272156, -0.18743173778057098, 0.03098805621266365, -0.11447620391845703, 0.011244390159845352, -0.005314981564879417, 0.06591735035181046, -0.0643809512257576, 0.0940668061375618, 0.0001716634287731722, -0.08907629549503326, 0.09867003560066223, -0.027203558012843132, 0.0017144038574770093, 0.08870489150285721, 0.018432866781949997, 0.02920956164598465, -0.03765815868973732, -0.022426573559641838, 0.05362371355295181, -0.08817821741104126, 0.0251298975199461, -0.07356379926204681, -0.0259869247674942, -0.0405404269695282, 0.048358142375946045, 0.05736587196588516, 0.21847154200077057, 0.04123508930206299, -0.016188910230994225, 0.02130945585668087, 0.16825534403324127, -0.042853210121393204, -0.10020477324724197, -0.09600397199392319, 0.13218969106674194, 0.039281874895095825, 0.05312669277191162, -0.0027451347559690475, -0.07020935416221619, -0.0007020223420113325, 0.29747575521469116, 0.22458262741565704, -0.06976928561925888, 0.008754630573093891, 0.048239924013614655, 0.010655834339559078, 0.04999888688325882, 0.09331317245960236, 0.1388540118932724, 0.2227163463830948, -0.03380433842539787, -0.0798085629940033, -0.051508624106645584, -0.020861605182290077, -0.0658549964427948, 0.06947532296180725, 0.02306291274726391, -0.10002946108579636, -0.015317656099796295, 0.0490136556327343, -0.062129147350788116, -0.02706860937178135, 0.007964903488755226, -0.1727091372013092, -0.08390214294195175, -0.05352289229631424, 0.047580786049366, 0.002067731926217675, -0.012140634469687939, -0.04771531745791435, -0.02926776185631752, 0.05432787165045738, -0.055368874222040176, -0.1320771723985672, -0.1212354302406311, 0.03597613051533699, -0.07477359473705292, 0.11633878201246262, 0.0057074506767094135, 0.14978422224521637, 0.10687059909105301, 0.05761321634054184, -0.05180492624640465, 0.10649676620960236, 0.0394192673265934, -0.06498460471630096, 0.08707711100578308, 0.011212046258151531, -0.016945382580161095, 0.058942049741744995, 0.04223470762372017, 0.03400912880897522, 0.06308859586715698, -0.033842358738183975, -0.07239508628845215, -0.1601465493440628, 0.002885631751269102, -0.1836443543434143, 0.06649968028068542, 0.17167893052101135, -0.022385021671652794, 0.005991226527839899, -0.08063384145498276, 0.07045779377222061, -0.0262229572981596, -0.017962411046028137, -0.004909784998744726, -0.1263912469148636, 0.014628281816840172, 0.07536813616752625, 0.00646206783130765, -0.27396437525749207, -0.0267113596200943, -0.05989839881658554, -0.02024729736149311, -0.0927567332983017, 0.11188779771327972, 0.06021988391876221, 0.025295011699199677, -0.02230795845389366, -0.19140884280204773, 0.02798137255012989, 0.08051014691591263, -0.1655636876821518, -0.098220095038414 ]
null
null
transformers
### opus-mt-en-ln * source languages: en * target languages: ln * OPUS readme: [en-ln](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-ln/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-ln/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ln/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-ln/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.ln | 36.7 | 0.588 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-ln
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "ln", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #ln #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-ln * source languages: en * target languages: ln * OPUS readme: en-ln * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 36.7, chr-F: 0.588
[ "### opus-mt-en-ln\n\n\n* source languages: en\n* target languages: ln\n* OPUS readme: en-ln\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.7, chr-F: 0.588" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ln #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-ln\n\n\n* source languages: en\n* target languages: ln\n* OPUS readme: en-ln\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.7, chr-F: 0.588" ]
[ 62, 102 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #ln #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-ln\n\n\n* source languages: en\n* target languages: ln\n* OPUS readme: en-ln\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 36.7, chr-F: 0.588" ]
[ -0.12104927003383636, 0.13854914903640747, -0.004006356932222843, 0.09118888527154922, 0.052866119891405106, -0.002112975576892495, 0.054474376142024994, 0.15653754770755768, 0.0005834696930833161, -0.009913360700011253, 0.11617404222488403, 0.13762855529785156, -0.0030565906781703234, 0.09549735486507416, -0.07210232317447662, -0.13240964710712433, 0.03370441868901253, 0.050732556730508804, -0.05274802818894386, 0.14128075540065765, 0.0829702615737915, -0.022977346554398537, 0.10248394310474396, -0.026414785534143448, -0.008132516406476498, 0.08561626821756363, 0.0077201565727591515, -0.06587685644626617, 0.06466704607009888, 0.0597892589867115, 0.02243652567267418, 0.05723290890455246, -0.011344109661877155, -0.22376373410224915, 0.011004576459527016, 0.008182589896023273, -0.03889327868819237, 0.016259605064988136, 0.030923105776309967, -0.09181037545204163, 0.1368049681186676, -0.06343076378107071, -0.021672096103429794, 0.03885719180107117, -0.029247337952256203, -0.14367523789405823, -0.05384138226509094, -0.01602158136665821, -0.04644368216395378, 0.13586091995239258, -0.029978355392813683, 0.26225560903549194, -0.15102039277553558, 0.1532825231552124, 0.23974886536598206, -0.3133819103240967, -0.019742969423532486, 0.06367117166519165, 0.061736028641462326, 0.06347142159938812, -0.01221951562911272, -0.0028275386430323124, 0.08860688656568527, 0.032589808106422424, -0.07405886054039001, -0.12093212455511093, -0.0956067442893982, 0.05064643546938896, -0.12428368628025055, -0.03293352946639061, 0.26331502199172974, 0.01066169235855341, -0.0711430087685585, 0.004999892320483923, -0.040087588131427765, -0.052236028015613556, -0.014801797457039356, 0.037313733249902725, 0.048134781420230865, 0.004406825639307499, 0.034044865518808365, -0.014182808808982372, -0.07688997685909271, -0.0755787193775177, -0.11526583135128021, 0.1542157679796219, 0.06225096061825752, 0.009796087630093098, -0.03531908243894577, 0.06283732503652573, 0.01719955913722515, -0.12155283242464066, -0.07095804065465927, -0.047444019466638565, 0.008584748022258282, 0.05037377029657364, -0.08311618119478226, -0.06349772214889526, 0.14965102076530457, 0.1403539478778839, -0.07464541494846344, 0.039638012647628784, -0.0879485011100769, 0.03978492319583893, -0.05221273750066757, 0.2124885767698288, -0.028808506205677986, -0.050634752959012985, 0.06720616668462753, 0.009943954646587372, 0.03697037696838379, 0.035922303795814514, -0.08269508928060532, -0.09524025022983551, 0.01978248916566372, 0.11254693567752838, 0.01553269475698471, 0.07508720457553864, -0.05442008376121521, 0.0015635507879778743, 0.023813728243112564, -0.1538558006286621, 0.022601837292313576, 0.04231705144047737, -0.04451466351747513, 0.06670314073562622, 0.10029690712690353, -0.04500123858451843, -0.12679561972618103, -0.03431801497936249, -0.03318677097558975, 0.006769845727831125, -0.05254372954368591, -0.09797273576259613, 0.05246148630976677, 0.03164072334766388, 0.026484770700335503, -0.14203274250030518, -0.11983069032430649, -0.04639069363474846, 0.03169676661491394, -0.006614925805479288, -0.015267618000507355, -0.04135587811470032, -0.06506196409463882, -0.0054291607812047005, -0.03963610529899597, -0.0010864419164136052, -0.09602295607328415, 0.09914305061101913, 0.05282193049788475, 0.051860179752111435, -0.05376699939370155, 0.04309152439236641, -0.1733636111021042, -0.014872227795422077, -0.08072274923324585, 0.06809302419424057, -0.12936747074127197, 0.07691813260316849, -0.07259975373744965, -0.10341769456863403, -0.037744276225566864, 0.07207046449184418, 0.05004282668232918, 0.17090995609760284, -0.14177332818508148, -0.028330516070127487, 0.20383058488368988, -0.06840573251247406, -0.14899222552776337, 0.1240602433681488, 0.004283135756850243, -0.033032141625881195, 0.06703120470046997, 0.18138167262077332, 0.04634654149413109, -0.08301931619644165, 0.040881041437387466, 0.08855849504470825, 0.0231479462236166, -0.07692348212003708, 0.09088058769702911, -0.042688798159360886, -0.08759818971157074, 0.07049397379159927, -0.10070832818746567, 0.044090159237384796, 0.004881564527750015, -0.06453139334917068, -0.08129630982875824, -0.04284442588686943, 0.020996415987610817, 0.05407153442502022, 0.028710797429084778, -0.1461498886346817, -0.09747707098722458, 0.02135038748383522, 0.1035429835319519, -0.05329902842640877, 0.064246267080307, -0.05015617981553078, 0.1073462963104248, -0.048599570989608765, 0.03365545719861984, -0.1439725160598755, 0.01194869726896286, 0.01706901378929615, 0.014938362874090672, 0.10172442346811295, 0.06171027198433876, 0.03168288990855217, -0.07232788950204849, -0.02549818903207779, -0.020670976489782333, 0.06805218756198883, -0.02879585511982441, -0.06325266510248184, -0.17065703868865967, 0.05709202587604523, -0.012117860838770866, -0.03858884796500206, -0.12777145206928253, -0.023228012025356293, 0.003143507055938244, 0.05061368644237518, -0.0334245041012764, 0.06490130722522736, 0.017509661614894867, 0.04499806836247444, -0.06438835710287094, -0.007717405911535025, 0.023503843694925308, -0.0014628571225330234, -0.10209330171346664, 0.1570378839969635, -0.04735143855214119, 0.1749223917722702, 0.20250393450260162, -0.14445173740386963, -0.0027370264288038015, 0.03390749171376228, -0.026366498321294785, 0.0024977882858365774, 0.039330583065748215, 0.02776303142309189, 0.05338672176003456, -0.011478842236101627, 0.13157770037651062, -0.1440517008304596, -0.03854825347661972, -0.04927780106663704, -0.06828420609235764, -0.03905881196260452, 0.21338653564453125, 0.038233526051044464, -0.1059979572892189, 0.11323639005422592, 0.16694039106369019, -0.14553341269493103, 0.15224985778331757, -0.06805980205535889, -0.06381707638502121, 0.06903403997421265, 0.09138111025094986, -0.025738803669810295, 0.05551375076174736, -0.18642494082450867, 0.018678199499845505, 0.044926658272743225, 0.034456174820661545, 0.058895837515592575, -0.12055967003107071, -0.018753787502646446, 0.006257485598325729, -0.1055726632475853, -0.018065229058265686, 0.06050329655408859, 0.029983829706907272, 0.10326655954122543, -0.05106746405363083, -0.0684562548995018, 0.010969694703817368, -0.028890566900372505, -0.13442263007164001, 0.2222231924533844, -0.12324760854244232, -0.19476604461669922, -0.10720190405845642, 0.04501458629965782, -0.1443721055984497, -0.01636107824742794, 0.11338483542203903, -0.11174433678388596, -0.05930013209581375, -0.09227672219276428, 0.013062000274658203, 0.0053013162687420845, -0.013805530034005642, -0.08512364327907562, 0.05682384967803955, 0.023159265518188477, -0.1590341180562973, -0.03633192554116249, -0.010530509054660797, -0.04497396945953369, 0.036004822701215744, -0.13912618160247803, 0.10357843339443207, 0.11364299803972244, -0.014493905007839203, 0.03071451187133789, -0.008105773478746414, 0.16702625155448914, -0.05158890038728714, -0.05890016257762909, 0.15367820858955383, 0.04170040413737297, 0.005793326534330845, 0.07910475134849548, -0.020435255020856857, -0.07467059046030045, 0.0662350058555603, 0.03005218133330345, -0.01683565229177475, -0.30840620398521423, -0.101551353931427, -0.08929301053285599, 0.04417435824871063, 0.002934162737801671, 0.0721263587474823, -0.053932398557662964, 0.04675070196390152, -0.017709819599986076, 0.018415572121739388, -0.0002249685931019485, 0.056561559438705444, 0.20070107281208038, -0.001264968072064221, 0.12196614593267441, -0.10681704431772232, -0.0723167210817337, 0.08889227360486984, 0.05763924866914749, 0.06269851326942444, -0.0498555563390255, 0.11493084579706192, 0.06985751539468765, 0.1726648062467575, 0.010368443094193935, 0.05789437144994736, -0.003890721593052149, 0.012572518549859524, 0.011363652534782887, -0.08970391005277634, -0.03946038335561752, 0.050193484872579575, 0.015043549239635468, 0.0025715534575283527, -0.08344054222106934, -0.06587840616703033, 0.09977741539478302, 0.12177855521440506, 0.04228898882865906, -0.20210111141204834, 0.0015523417387157679, 0.041040655225515366, -0.017810141667723656, -0.03324701264500618, 0.11043557524681091, -0.024023620411753654, -0.0731794461607933, 0.09694229066371918, 0.028968945145606995, 0.1310197412967682, 0.010218227282166481, 0.015366408042609692, -0.03054654970765114, -0.01700296625494957, 0.016305208206176758, 0.13472887873649597, -0.38969072699546814, 0.2287105768918991, 0.01130586862564087, -0.01343921571969986, -0.05650004372000694, -0.0022488555405288935, 0.05884356051683426, 0.12190823256969452, 0.12564727663993835, -0.010496622882783413, -0.04015485569834709, -0.04485674947500229, -0.002309161238372326, 0.06528839468955994, 0.015765342861413956, 0.10716953873634338, 0.04415510222315788, -0.029595039784908295, -0.02557598613202572, -0.016940152272582054, 0.08427539467811584, -0.12732020020484924, -0.043643560260534286, -0.0017406096449121833, 0.07089151442050934, -0.07284541428089142, -0.03237185627222061, -0.08168871700763702, -0.12274543195962906, 0.2456313967704773, 0.009534033015370369, -0.08636114001274109, -0.09220492839813232, -0.02182232402265072, 0.1561102420091629, -0.12191569060087204, -0.028514981269836426, -0.07175739854574203, -0.03700238838791847, 0.001051785540767014, -0.14764153957366943, 0.10840515792369843, -0.05648912116885185, -0.08677395433187485, -0.004178471397608519, 0.13483592867851257, -0.08353108912706375, 0.058513738214969635, 0.018457241356372833, -0.02828994020819664, -0.0723515972495079, -0.11185713857412338, -0.060203053057193756, -0.03502052649855614, 0.03448348492383957, 0.125149667263031, -0.13907967507839203, -0.06616275757551193, -0.030052701011300087, -0.04074728861451149, 0.16066882014274597, 0.1618453860282898, -0.053354911506175995, 0.019243482500314713, 0.12555959820747375, -0.11816541105508804, -0.27454274892807007, 0.01928066648542881, -0.07120521366596222, 0.02513754367828369, 0.01021972019225359, -0.06920979917049408, 0.09098886698484421, -0.008062233217060566, -0.03728073462843895, 0.08037610352039337, -0.1937900334596634, -0.1251617819070816, 0.2131020426750183, 0.06563633680343628, 0.2043599635362625, -0.17746631801128387, -0.051566146314144135, -0.09606654196977615, -0.19565729796886444, 0.03377382084727287, -0.08535855263471603, 0.08749578148126602, -0.03385339304804802, 0.005787527188658714, 0.027412962168455124, -0.023187723010778427, 0.11609640717506409, 0.021928228437900543, 0.034938644617795944, -0.06583453714847565, 0.07722984999418259, -0.037160128355026245, 0.015016747638583183, 0.18697036802768707, -0.15209591388702393, 0.07796059548854828, -0.15526685118675232, -0.027122095227241516, -0.06171903759241104, 0.08026725798845291, -0.019339952617883682, -0.02331366017460823, -0.07593204081058502, 0.015176992863416672, 0.04472268745303154, 0.014299747534096241, 0.15876035392284393, -0.08890297263860703, 0.027289101853966713, 0.14683853089809418, 0.14223437011241913, -0.07212833315134048, 0.02351287752389908, 0.0455600842833519, -0.017875751480460167, 0.05712810158729553, -0.13787585496902466, 0.06942048668861389, 0.15792107582092285, -0.014757265336811543, 0.05451492965221405, 0.03750154376029968, -0.06827310472726822, -0.04593759402632713, 0.08188511431217194, -0.09894286841154099, 0.038219742476940155, -0.04390949383378029, -0.20045879483222961, 0.004576853942126036, 0.042885810136795044, 0.16510039567947388, -0.0432116724550724, -0.016093861311674118, -0.010100874118506908, 0.014630604535341263, -0.08394455164670944, 0.1484546959400177, 0.09568899869918823, -0.000007062618351483252, -0.10105069726705551, 0.08004119247198105, -0.003749342868104577, -0.08507180958986282, 0.019531140103936195, 0.15361842513084412, -0.08478305488824844, -0.1261923462152481, 0.11483771353960037, 0.10399042814970016, -0.1215406134724617, -0.07138620316982269, -0.15566697716712952, -0.10707291960716248, 0.05020412430167198, 0.11087560653686523, 0.1499883383512497, 0.040977299213409424, 0.032757289707660675, -0.08569204807281494, 0.011049007065594196, 0.10006885230541229, 0.07302777469158173, 0.03220091387629509, -0.08364654332399368, -0.009126655757427216, -0.030668994411826134, 0.1327303946018219, -0.033154360949993134, 0.029962923377752304, -0.15765759348869324, 0.07255921512842178, -0.24595671892166138, 0.023208603262901306, -0.022282510995864868, 0.02429461106657982, -0.010232128202915192, -0.09361573308706284, -0.056572891771793365, 0.035320259630680084, -0.1242748573422432, -0.03281714394688606, -0.01907464675605297, 0.07862421125173569, -0.1339927464723587, -0.020835276693105698, 0.06275680661201477, -0.04225955531001091, 0.05936393886804581, 0.029239436611533165, -0.09613819420337677, 0.10030554234981537, -0.15141607820987701, -0.002423209138214588, 0.03671766072511673, 0.07698817551136017, 0.039532750844955444, -0.017528248950839043, 0.04779224842786789, 0.14621038734912872, 0.09341524541378021, 0.05483189597725868, 0.09649425745010376, -0.1325313299894333, -0.06770874559879303, -0.10181903839111328, -0.09986552596092224, 0.004809908103197813, 0.02641819231212139, 0.0785427913069725, 0.062405675649642944, 0.13438820838928223, -0.06793790310621262, -0.001970347948372364, -0.1406371295452118, -0.0036794685292989016, 0.000488470948766917, -0.08249183744192123, -0.09481813758611679, -0.010458890348672867, 0.07874433696269989, -0.0038983975537121296, 0.22593718767166138, 0.05155225098133087, 0.059666089713573456, 0.023212304338812828, -0.01118085253983736, 0.15678703784942627, 0.024480054154992104, 0.16932836174964905, -0.027606895193457603, 0.01989247463643551, -0.032625939697027206, -0.0314738005399704, 0.05789586529135704, 0.03628043457865715, 0.1124211847782135, 0.20686385035514832, 0.1214417964220047, 0.16247060894966125, 0.007587296422570944, 0.03331930562853813, -0.009581683203577995, -0.09603895246982574, 0.025487244129180908, 0.09931919723749161, -0.0038875292520970106, 0.1258949637413025, 0.1304616779088974, -0.10542067140340805, 0.05593103542923927, -0.050006791949272156, -0.05353974550962448, -0.18956156075000763, -0.13767945766448975, -0.13285665214061737, -0.18432503938674927, 0.021090174093842506, -0.11190150678157806, 0.010823686607182026, 0.00792565755546093, 0.07802077382802963, -0.07262332737445831, 0.07595392316579819, -0.003273013513535261, -0.08821264654397964, 0.08582257479429245, -0.030232718214392662, 0.025570610538125038, 0.09861408174037933, 0.016008295118808746, 0.027964886277914047, -0.03760041669011116, -0.018201733008027077, 0.05206158012151718, -0.08337011188268661, 0.04488519951701164, -0.08520437031984329, -0.029880860820412636, -0.0460532009601593, 0.049491796642541885, 0.07256736606359482, 0.23055444657802582, 0.05340293049812317, -0.011200977489352226, 0.027083750814199448, 0.17615559697151184, -0.0495338961482048, -0.12720263004302979, -0.10807090997695923, 0.1641121655702591, 0.03952665999531746, 0.047621507197618484, -0.0037732149939984083, -0.06459859758615494, -0.008474080823361874, 0.30836406350135803, 0.23071449995040894, -0.06999990344047546, 0.005091778468340635, 0.036288995295763016, 0.012026650831103325, 0.044725917279720306, 0.086805060505867, 0.15230320394039154, 0.22041009366512299, -0.04233616217970848, -0.08533734083175659, -0.06715263426303864, -0.015074247494339943, -0.09528207778930664, 0.07046709209680557, 0.02464558742940426, -0.10484789311885834, -0.013402010314166546, 0.07852206379175186, -0.08040104806423187, -0.00114566704723984, -0.008938984014093876, -0.15200047194957733, -0.08276516199111938, -0.0472366027534008, 0.06932001560926437, 0.025096144527196884, -0.01885431632399559, -0.04684509336948395, -0.02591855823993683, 0.04303247481584549, -0.04982759431004524, -0.1402001976966858, -0.12033698707818985, 0.03521554917097092, -0.04269704222679138, 0.11230603605508804, 0.01892980746924877, 0.1393386572599411, 0.09597071260213852, 0.054327141493558884, -0.04414818808436394, 0.11804990470409393, 0.046093687415122986, -0.05986272171139717, 0.08736284077167511, -0.013590767048299313, -0.013929568231105804, 0.05232775956392288, 0.05655338242650032, 0.02436371147632599, 0.06198887154459953, -0.04329570010304451, -0.06350535899400711, -0.1564437747001648, 0.019001035019755363, -0.17381493747234344, 0.06292912364006042, 0.17788298428058624, -0.024616416543722153, 0.007907512597739697, -0.08067312836647034, 0.0481545589864254, -0.04075990989804268, -0.05008646473288536, -0.0076943556778132915, -0.11582060903310776, 0.0038848179392516613, 0.04249954968690872, 0.017782527953386307, -0.2420215606689453, -0.01996721513569355, -0.057882342487573624, -0.022219138219952583, -0.09689326584339142, 0.10500121116638184, 0.06052081286907196, 0.007400829344987869, -0.019879931584000587, -0.18565218150615692, 0.03960423916578293, 0.07558785378932953, -0.15666072070598602, -0.100975401699543 ]
null
null
transformers
### opus-mt-en-loz * source languages: en * target languages: loz * OPUS readme: [en-loz](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-loz/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-loz/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-loz/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-loz/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.loz | 40.1 | 0.596 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-loz
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "loz", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #loz #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-loz * source languages: en * target languages: loz * OPUS readme: en-loz * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 40.1, chr-F: 0.596
[ "### opus-mt-en-loz\n\n\n* source languages: en\n* target languages: loz\n* OPUS readme: en-loz\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.596" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #loz #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-loz\n\n\n* source languages: en\n* target languages: loz\n* OPUS readme: en-loz\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.596" ]
[ 62, 102 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #loz #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-loz\n\n\n* source languages: en\n* target languages: loz\n* OPUS readme: en-loz\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 40.1, chr-F: 0.596" ]
[ -0.11646105349063873, 0.11678985506296158, -0.003547054948285222, 0.0884431004524231, 0.04449158534407616, -0.0032266839407384396, 0.07845308631658554, 0.1599719226360321, 0.023938318714499474, 0.0012117932783439755, 0.12449543923139572, 0.1643383502960205, -0.00007240897684823722, 0.11132921278476715, -0.07950595766305923, -0.13103421032428741, 0.02799544669687748, 0.03382570296525955, -0.0357179157435894, 0.1326829344034195, 0.08646722882986069, -0.02233712747693062, 0.11365266889333725, -0.01843504048883915, -0.022559110075235367, 0.07022675126791, -0.000041617789975134656, -0.0707608088850975, 0.0646517425775528, 0.0747518464922905, 0.021000679582357407, 0.04913008213043213, -0.005027899984270334, -0.23931515216827393, 0.012762462720274925, 0.015292467549443245, -0.03636408597230911, 0.022533098235726357, 0.053240031003952026, -0.11361747980117798, 0.1134970635175705, -0.1114545539021492, -0.03957672044634819, 0.035394709557294846, -0.03562071546912193, -0.16950827836990356, -0.08248633146286011, -0.028199920430779457, -0.04191884398460388, 0.13034510612487793, -0.02483205311000347, 0.2514185309410095, -0.14125072956085205, 0.15076535940170288, 0.2816765308380127, -0.33662572503089905, -0.03150656819343567, 0.04147901013493538, 0.06236283481121063, 0.05427445098757744, -0.027777811512351036, 0.01751905493438244, 0.10132056474685669, 0.01552632451057434, -0.07853914797306061, -0.1406448632478714, -0.11666219681501389, 0.0384104959666729, -0.126052126288414, -0.01469509769231081, 0.2643997073173523, -0.001661933260038495, -0.08573474735021591, 0.008521629497408867, -0.025961166247725487, -0.022778216749429703, -0.02148924209177494, 0.040542274713516235, 0.05635300278663635, 0.0018753951881080866, 0.026211412623524666, -0.014827974140644073, -0.07527777552604675, -0.07193434238433838, -0.1040116474032402, 0.16765499114990234, 0.05706294998526573, 0.015816783532500267, -0.05024964362382889, 0.059802521020174026, 0.02372060716152191, -0.12926551699638367, -0.07324715703725815, -0.03912995010614395, 0.015651486814022064, 0.04353569075465202, -0.08039955049753189, -0.01731591485440731, 0.15396764874458313, 0.1522945612668991, -0.008038968779146671, 0.05988413840532303, -0.09682055562734604, 0.04862941429018974, -0.03682969883084297, 0.2119559794664383, 0.0028498887550085783, -0.11990980803966522, 0.06447216868400574, -0.003823082661256194, 0.05833115428686142, 0.02254355512559414, -0.08769308030605316, -0.11038253456354141, 0.03468796983361244, 0.11749421805143356, 0.02788444049656391, 0.06498334556818008, -0.04246160387992859, 0.0046202195808291435, -0.013641417026519775, -0.13883161544799805, 0.03533557057380676, 0.03502858802676201, -0.050865791738033295, 0.10998218506574631, 0.0741984024643898, -0.03867121413350105, -0.12002788484096527, -0.008100156672298908, -0.028818491846323013, 0.026291200891137123, -0.05860431492328644, -0.08757011592388153, 0.052278950810432434, 0.02964368276298046, 0.03523852676153183, -0.14099515974521637, -0.12796840071678162, -0.05881455913186073, 0.04374393820762634, -0.009270346723496914, 0.014454685151576996, -0.056427307426929474, -0.05445241928100586, 0.005692130886018276, -0.042308855801820755, 0.05711518973112106, -0.09251637011766434, 0.1020883172750473, 0.051370780915021896, 0.0455884113907814, -0.06678514927625656, 0.036977194249629974, -0.16380397975444794, -0.007631939835846424, -0.052606742829084396, 0.06019190326333046, -0.1257217675447464, 0.06012139841914177, -0.0991593524813652, -0.0949934870004654, -0.03379066288471222, 0.08321084827184677, 0.054663293063640594, 0.15351124107837677, -0.1798960268497467, -0.02290421351790428, 0.17125646770000458, -0.06726492941379547, -0.12828853726387024, 0.12475954741239548, -0.002559373853728175, -0.019249673932790756, 0.07830509543418884, 0.20120704174041748, 0.06003113463521004, -0.08977366238832474, 0.02882992848753929, 0.08369236439466476, 0.03981614485383034, -0.06666304171085358, 0.08204943686723709, -0.03864128142595291, -0.07674260437488556, 0.07215791940689087, -0.1181916743516922, 0.0364382341504097, 0.010807933285832405, -0.05550137162208557, -0.08368145674467087, -0.037140246480703354, 0.01380123570561409, 0.02860558032989502, 0.03827310726046562, -0.14463575184345245, -0.08766213804483414, -0.009401933290064335, 0.11638576537370682, -0.03383484482765198, 0.05950010567903519, -0.05117868259549141, 0.12435209006071091, -0.039815355092287064, 0.030519573017954826, -0.13138361275196075, 0.036470264196395874, 0.007196782622486353, 0.0034914184361696243, 0.10622115433216095, 0.04386259242892265, 0.042009998112916946, -0.059650592505931854, -0.009344528429210186, -0.014821167103946209, 0.08203404396772385, -0.04127589613199234, -0.08959227800369263, -0.1760876476764679, 0.02833378314971924, -0.016243072226643562, -0.023462621495127678, -0.12083743512630463, -0.03636211156845093, 0.016897395253181458, 0.054492346942424774, -0.02313438057899475, 0.07590660452842712, 0.004715073388069868, 0.04994191974401474, -0.06603725999593735, -0.0158223919570446, 0.025712808594107628, -0.005849323235452175, -0.09019717574119568, 0.14366915822029114, -0.052937574684619904, 0.13399538397789001, 0.20664069056510925, -0.1597040593624115, 0.005629269871860743, -0.014520480297505856, -0.0021079631987959146, 0.015369304455816746, 0.04487256705760956, 0.022112492471933365, 0.07325690984725952, -0.008082332089543343, 0.12283211946487427, -0.13448074460029602, -0.04111659526824951, -0.060188956558704376, -0.08129461109638214, -0.04377035051584244, 0.2008073627948761, 0.025255387648940086, -0.1186893880367279, 0.1229294165968895, 0.1929645836353302, -0.14274117350578308, 0.1600840538740158, -0.06159103661775589, -0.060288649052381516, 0.04815997928380966, 0.08781670033931732, -0.02759133093059063, 0.053410712629556656, -0.1546100378036499, -0.010627714917063713, 0.05345957726240158, 0.03285384923219681, 0.0518651083111763, -0.12291336059570312, -0.008725528605282307, -0.0031650890596210957, -0.09904559701681137, -0.0020433657336980104, 0.06010933220386505, 0.01928427442908287, 0.09833528101444244, -0.04104285314679146, -0.0671357735991478, 0.009476487524807453, -0.029215633869171143, -0.1206035390496254, 0.1870662122964859, -0.12379121780395508, -0.1536865532398224, -0.11661425977945328, 0.03581021726131439, -0.13853120803833008, -0.024929989129304886, 0.12211546301841736, -0.10749955475330353, -0.053962547332048416, -0.06796466559171677, 0.034050263464450836, -0.002603586995974183, -0.02345545031130314, -0.0846383199095726, 0.04962443560361862, -0.015441453084349632, -0.16600629687309265, -0.03986876830458641, -0.018327370285987854, -0.03171603009104729, 0.04110177233815193, -0.13507434725761414, 0.0985555499792099, 0.08816856890916824, 0.012960572727024555, 0.034374672919511795, -0.007570491172373295, 0.17139041423797607, -0.06739915907382965, -0.039795082062482834, 0.19427302479743958, 0.04225796088576317, 0.01528702862560749, 0.05219477042555809, -0.022080112248659134, -0.08514340966939926, 0.05847829952836037, 0.03294144943356514, -0.014717275276780128, -0.27695587277412415, -0.09714654833078384, -0.10062028467655182, 0.00861795898526907, 0.013572009280323982, 0.05471470206975937, -0.03922749310731888, 0.0634576752781868, -0.01884644851088524, 0.04083257541060448, 0.00024722347734496, 0.07068939507007599, 0.1660083532333374, 0.004537706729024649, 0.1208752915263176, -0.10839787870645523, -0.08300620317459106, 0.08700761944055557, 0.06837722659111023, 0.10959219932556152, -0.03111240081489086, 0.1393064707517624, 0.05857270210981369, 0.18149149417877197, 0.02480749599635601, 0.0567517951130867, 0.005274795461446047, 0.018072230741381645, -0.009208153933286667, -0.09267719089984894, -0.059698205441236496, 0.04988589137792587, 0.007368724327534437, -0.0034990236163139343, -0.06166304275393486, -0.08388493955135345, 0.10998042672872543, 0.16357490420341492, 0.0313866101205349, -0.19244906306266785, 0.023842433467507362, 0.062203772366046906, -0.007922213524580002, -0.031651128083467484, 0.09109914302825928, -0.0284954272210598, -0.09290755540132523, 0.10381095856428146, 0.02264426089823246, 0.12653566896915436, -0.0054305666126310825, 0.014465151354670525, -0.054631490260362625, -0.0015218068147078156, 0.013772629201412201, 0.12875095009803772, -0.41733965277671814, 0.20906391739845276, 0.025266213342547417, 0.0023947060108184814, -0.08922773599624634, -0.004570111632347107, 0.0706622302532196, 0.08432114124298096, 0.1114262267947197, -0.00583382323384285, -0.07938288152217865, -0.04196314141154289, -0.008229951374232769, 0.06434154510498047, 0.047266215085983276, 0.09771031141281128, 0.05591418221592903, -0.05856924504041672, -0.019582577049732208, -0.02957787923514843, 0.09022162109613419, -0.11651461571455002, -0.06136639416217804, -0.0017372305737808347, 0.07534439861774445, -0.06525443494319916, -0.038259703665971756, -0.06468605250120163, -0.09496230632066727, 0.20542412996292114, 0.0012012652587145567, -0.06777755171060562, -0.09624307602643967, -0.044675856828689575, 0.14488492906093597, -0.11949960142374039, -0.044837888330221176, -0.05859905108809471, -0.03027365915477276, -0.006732497829943895, -0.16046011447906494, 0.09084126353263855, -0.0562126450240612, -0.09333159029483795, -0.011310793459415436, 0.14192883670330048, -0.0934910923242569, 0.049841899424791336, 0.03151669725775719, -0.01815136708319187, -0.06866668909788132, -0.11192664504051208, -0.059943392872810364, -0.021404048427939415, 0.0019878163002431393, 0.11171973496675491, -0.13912133872509003, -0.05955915153026581, -0.046016398817300797, -0.0422014445066452, 0.17226099967956543, 0.1666148602962494, -0.040048982948064804, 0.01472309697419405, 0.1206335574388504, -0.11727342009544373, -0.2657615542411804, 0.0314151793718338, -0.06124754622578621, 0.015960484743118286, -0.014085141941905022, -0.07189613580703735, 0.08459518104791641, 0.014910584315657616, -0.03400815278291702, 0.14376625418663025, -0.21374139189720154, -0.11526153981685638, 0.1963627189397812, 0.0762067660689354, 0.22729194164276123, -0.20386603474617004, -0.05868205428123474, -0.12312758713960648, -0.17284023761749268, 0.05587628856301308, -0.12397072464227676, 0.09664682298898697, -0.02977149747312069, 0.01873628795146942, 0.03312375769019127, -0.015255060978233814, 0.13717859983444214, 0.010882120579481125, 0.05510938912630081, -0.07254430651664734, 0.039530184119939804, -0.042709771543741226, 0.007555059622973204, 0.1553114652633667, -0.18885186314582825, 0.05269485339522362, -0.13437557220458984, -0.019610634073615074, -0.051718540489673615, 0.08760680258274078, -0.029118932783603668, -0.02208099141716957, -0.06763943284749985, 0.021373726427555084, 0.023297855630517006, 0.018966924399137497, 0.16339020431041718, -0.08925432711839676, 0.0012893544044345617, 0.15259262919425964, 0.1214071661233902, -0.025314148515462875, 0.019057178869843483, 0.041853878647089005, -0.017717204988002777, 0.06625489145517349, -0.12329224497079849, 0.06153472885489464, 0.1508854627609253, 0.003666612086817622, 0.06119954586029053, 0.028052253648638725, -0.07187093794345856, -0.03195413947105408, 0.06654689460992813, -0.07563235610723495, 0.033947985619306564, -0.03023882769048214, -0.17658041417598724, 0.014680000022053719, 0.03204813599586487, 0.1873740553855896, -0.020451927557587624, -0.021552488207817078, -0.01874297857284546, 0.008327392861247063, -0.09044848382472992, 0.15504539012908936, 0.09057080000638962, -0.008735641837120056, -0.105326808989048, 0.07934855669736862, -0.004677519202232361, 0.005232519935816526, 0.030893484130501747, 0.14578798413276672, -0.0691816657781601, -0.13016121089458466, 0.09845712035894394, 0.14929597079753876, -0.10533233731985092, -0.0688667744398117, -0.13363221287727356, -0.10423281043767929, 0.027019266039133072, 0.10303763300180435, 0.1468280404806137, 0.029555175453424454, 0.029110107570886612, -0.08710446208715439, 0.014494752511382103, 0.06758245825767517, 0.06992985308170319, 0.04676936939358711, -0.08572954684495926, 0.02606959268450737, -0.03622475266456604, 0.11802411079406738, -0.03474954888224602, 0.01858503557741642, -0.17440885305404663, 0.06654611229896545, -0.2595457434654236, 0.043293338268995285, -0.03487015143036842, 0.0283319391310215, 0.0012021057773381472, -0.09329276531934738, -0.06056217476725578, 0.02505514770746231, -0.1275215744972229, -0.03034713678061962, -0.015710048377513885, 0.0796550065279007, -0.12832359969615936, -0.03460254147648811, 0.06478513777256012, -0.05379599705338478, 0.029185175895690918, 0.04760744422674179, -0.07445792108774185, 0.11595968157052994, -0.18434493243694305, -0.004590938333421946, 0.029145799577236176, 0.07433193176984787, 0.05130748450756073, -0.021083664149045944, 0.03787998855113983, 0.12954199314117432, 0.12213871628046036, 0.05392781272530556, 0.12972904741764069, -0.13991406559944153, -0.060768451541662216, -0.10049310326576233, -0.11885426193475723, 0.014316068030893803, 0.04072647914290428, 0.1033652275800705, 0.056656450033187866, 0.15494698286056519, -0.05884890258312225, 0.004563831724226475, -0.1246841549873352, 0.007739225868135691, -0.017926257103681564, -0.0897776260972023, -0.08802049607038498, -0.03930894657969475, 0.06839808821678162, -0.006333989556878805, 0.1854335218667984, 0.04518933966755867, 0.0572422556579113, 0.007009195629507303, -0.015465117990970612, 0.1150396317243576, 0.02301805466413498, 0.15256449580192566, -0.014109889976680279, 0.035080183297395706, -0.06369384378194809, -0.01689399778842926, 0.06547222286462784, 0.03355330601334572, 0.10249527543783188, 0.24427464604377747, 0.09512671828269958, 0.1671380251646042, -0.0005744558875449002, -0.000622882042080164, 0.012175332754850388, -0.06966592371463776, 0.03512919321656227, 0.08417890220880508, -0.007267863489687443, 0.14298532903194427, 0.11751741170883179, -0.12448974698781967, 0.04932150989770889, -0.04632997512817383, -0.03478458523750305, -0.17377932369709015, -0.1506422758102417, -0.13689808547496796, -0.1616547703742981, 0.01250852458178997, -0.09583107382059097, 0.031817931681871414, 0.008002815768122673, 0.07169502973556519, -0.06173168495297432, 0.04914110526442528, -0.03493504971265793, -0.10609355568885803, 0.09435044229030609, -0.03634147718548775, 0.014209581539034843, 0.06334859877824783, -0.00604269839823246, 0.019738933071494102, -0.048062603920698166, -0.008743406273424625, 0.053789809346199036, -0.07370828092098236, 0.03254232183098793, -0.09272313863039017, -0.037539348006248474, -0.04559788107872009, 0.03827663138508797, 0.08528260141611099, 0.2371959239244461, 0.058765582740306854, -0.015989571809768677, 0.027843138203024864, 0.18378375470638275, -0.04908017814159393, -0.1250106692314148, -0.09710017591714859, 0.15549130737781525, 0.02259100414812565, 0.049954064190387726, -0.018175901845097542, -0.0537358857691288, 0.012231802567839622, 0.30517059564590454, 0.23252442479133606, -0.08741961419582367, 0.008052390068769455, 0.022932544350624084, 0.01504663098603487, 0.04712483286857605, 0.08675505965948105, 0.14445295929908752, 0.20143912732601166, -0.053257379680871964, -0.043704669922590256, -0.060307495296001434, -0.01288553886115551, -0.10006249696016312, 0.09936021268367767, -0.006432478781789541, -0.10976146161556244, -0.012947465293109417, 0.0698675885796547, -0.07924343645572662, -0.023247169330716133, 0.017171910032629967, -0.16118434071540833, -0.10213955491781235, -0.03295509144663811, 0.05680464953184128, 0.03984934836626053, 0.011269048787653446, -0.04762468487024307, -0.027168694883584976, 0.015468515455722809, -0.045407671481370926, -0.13635174930095673, -0.14823666214942932, 0.04797869548201561, -0.08439968526363373, 0.11193075776100159, 0.009258336387574673, 0.13375616073608398, 0.10679086297750473, 0.0575079470872879, -0.03856383264064789, 0.11847257614135742, 0.042356282472610474, -0.07963050901889801, 0.09024129807949066, -0.03487531840801239, -0.025798704475164413, 0.06928770989179611, 0.06720898300409317, 0.011520933359861374, 0.06256524473428726, 0.022732745856046677, -0.044056132435798645, -0.16323304176330566, 0.027295764535665512, -0.18857400119304657, 0.0695560947060585, 0.171233668923378, -0.022635160014033318, -0.0012951861135661602, -0.07544399052858353, 0.06290797144174576, -0.029542597010731697, -0.05717110633850098, -0.022017106413841248, -0.11009722948074341, -0.008031276986002922, 0.042364224791526794, 0.015659580007195473, -0.21591055393218994, -0.024745598435401917, -0.07891091704368591, -0.029808515682816505, -0.08517090231180191, 0.08764178305864334, 0.07991234958171844, 0.004143660422414541, -0.0217908825725317, -0.22302138805389404, 0.03182777762413025, 0.07137826830148697, -0.14194615185260773, -0.09129860997200012 ]
null
null
transformers
### opus-mt-en-lu * source languages: en * target languages: lu * OPUS readme: [en-lu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-lu/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-lu/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-lu/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-lu/opus-2020-01-08.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.en.lu | 34.1 | 0.564 |
{"license": "apache-2.0", "tags": ["translation"]}
translation
Helsinki-NLP/opus-mt-en-lu
[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "en", "lu", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]
2022-03-02T23:29:04+00:00
[]
[]
TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #en #lu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us
### opus-mt-en-lu * source languages: en * target languages: lu * OPUS readme: en-lu * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 34.1, chr-F: 0.564
[ "### opus-mt-en-lu\n\n\n* source languages: en\n* target languages: lu\n* OPUS readme: en-lu\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.1, chr-F: 0.564" ]
[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #lu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-en-lu\n\n\n* source languages: en\n* target languages: lu\n* OPUS readme: en-lu\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.1, chr-F: 0.564" ]
[ 61, 99 ]
[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #en #lu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-en-lu\n\n\n* source languages: en\n* target languages: lu\n* OPUS readme: en-lu\n* dataset: opus\n* model: transformer-align\n* pre-processing: normalization + SentencePiece\n* download original weights: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.1, chr-F: 0.564" ]
[ -0.10621818900108337, 0.1331808716058731, -0.004833512473851442, 0.08933234959840775, 0.0680876225233078, -0.00013136908819433302, 0.0695306584239006, 0.1394115835428238, -0.03269866108894348, -0.006170772016048431, 0.1249685063958168, 0.1356104463338852, 0.013644220307469368, 0.08890866488218307, -0.07917514443397522, -0.15291796624660492, 0.03989041969180107, 0.040208861231803894, -0.07336392998695374, 0.12520644068717957, 0.08743604272603989, -0.0031708464957773685, 0.10415375977754593, -0.027771897614002228, -0.011209040880203247, 0.09169149398803711, -0.004131707828491926, -0.05200798436999321, 0.05696495994925499, 0.0724690854549408, 0.040070634335279465, 0.06999091058969498, -0.005223036743700504, -0.21480700373649597, 0.013028375804424286, -0.00828496739268303, -0.051557496190071106, 0.01513042114675045, 0.027498044073581696, -0.10681883990764618, 0.11031688004732132, -0.07108902186155319, -0.03257998824119568, 0.04266401380300522, -0.04941996559500694, -0.08801139891147614, -0.07241836935281754, -0.048365600407123566, -0.07212017476558685, 0.1459355652332306, -0.03344225510954857, 0.23365746438503265, -0.1519821286201477, 0.13579164445400238, 0.23494818806648254, -0.3212222158908844, -0.021840156987309456, 0.09344247728586197, 0.058035630732774734, 0.04121818765997887, -0.01457132026553154, 0.0026291224639862776, 0.08974916487932205, 0.023510755971074104, -0.08185406774282455, -0.12719862163066864, -0.09177132695913315, 0.026008179411292076, -0.11727544665336609, -0.016248339787125587, 0.2581162452697754, 0.0005313348956406116, -0.07873523980379105, 0.03351600840687752, -0.03110644966363907, -0.03486599400639534, -0.021740248426795006, 0.06148383021354675, 0.05855074152350426, 0.029539866372942924, 0.06166167929768562, -0.01056621689349413, -0.06871311366558075, -0.07693646848201752, -0.13004997372627258, 0.14072425663471222, 0.05877149850130081, -0.00012751825852319598, -0.027862228453159332, 0.04027935117483139, 0.018580758944153786, -0.1234959065914154, -0.06605228036642075, -0.051743872463703156, 0.028122683987021446, 0.05973665416240692, -0.0977955088019371, -0.03506356477737427, 0.16619229316711426, 0.17177394032478333, -0.026725105941295624, 0.050610147416591644, -0.1018223911523819, 0.04918944090604782, -0.05004764720797539, 0.20285868644714355, -0.004524916876107454, -0.0720328837633133, 0.07808387279510498, 0.011534403078258038, 0.05979665741324425, 0.018173405900597572, -0.10282634943723679, -0.09987673163414001, 0.004443828482180834, 0.11718553304672241, 0.020155783742666245, 0.07872084528207779, -0.06324446201324463, 0.019133727997541428, 0.0005114668165333569, -0.1522740125656128, 0.028526460751891136, 0.03673756495118141, -0.03421581909060478, 0.08885204792022705, 0.09798485040664673, -0.024065397679805756, -0.12215585261583328, -0.013337358832359314, -0.0338728204369545, 0.021301371976733208, -0.059462472796440125, -0.10027560591697693, 0.04856555163860321, 0.004692344926297665, 0.04036739841103554, -0.15133358538150787, -0.11229608952999115, -0.049749914556741714, 0.0376136489212513, -0.01861276477575302, -0.022633397951722145, -0.04035738483071327, -0.07560836523771286, -0.0008500597905367613, -0.040300630033016205, 0.005839357618242502, -0.10147251933813095, 0.08903679251670837, 0.06371194869279861, 0.05262986198067665, -0.09974216669797897, 0.04213264584541321, -0.1669526994228363, -0.01541929878294468, -0.07874991744756699, 0.06329771131277084, -0.14017684757709503, 0.08533323556184769, -0.06468747556209564, -0.0858217179775238, -0.05422734096646309, 0.0898553654551506, 0.05812179669737816, 0.16844063997268677, -0.16868238151073456, -0.025387592613697052, 0.20846694707870483, -0.08512977510690689, -0.1265702098608017, 0.11151641607284546, 0.001736116479150951, -0.04542917758226395, 0.06099942699074745, 0.1911153793334961, 0.031012803316116333, -0.07518899440765381, 0.020972149446606636, 0.07528131455183029, 0.03012443147599697, -0.06073881313204765, 0.1109180599451065, -0.04899100959300995, -0.10350382328033447, 0.06547189503908157, -0.08268142491579056, 0.03907138109207153, 0.01216654572635889, -0.05962340533733368, -0.06993526220321655, -0.03933313861489296, 0.008490125648677349, 0.03259136155247688, 0.023991767317056656, -0.13209682703018188, -0.08772405236959457, 0.023081479594111443, 0.09439024329185486, -0.033053070306777954, 0.05952957272529602, -0.06145844981074333, 0.09583326429128647, -0.03072938323020935, 0.041397541761398315, -0.14265412092208862, 0.028194058686494827, 0.007163602393120527, 0.005998008884489536, 0.13392673432826996, 0.047231946140527725, 0.016225801780819893, -0.058030784130096436, -0.024394532665610313, -0.012446880340576172, 0.055101603269577026, -0.0337328165769577, -0.05545952171087265, -0.1818416267633438, 0.049103282392024994, -0.0154340835288167, -0.010775604285299778, -0.11335257440805435, -0.014913576655089855, 0.018106741830706596, 0.06233227625489235, -0.04516919329762459, 0.06967058032751083, 0.01512126624584198, 0.06187507137656212, -0.06971778720617294, -0.009896003641188145, 0.0294631514698267, 0.011801808141171932, -0.09436368942260742, 0.13043469190597534, -0.03308998793363571, 0.1884097307920456, 0.2372828871011734, -0.14412559568881989, 0.007673587650060654, 0.03264603391289711, -0.014548595063388348, 0.00924774818122387, 0.0494149848818779, 0.017948197200894356, 0.0648123249411583, -0.0316518172621727, 0.1269417107105255, -0.13559697568416595, -0.012941837310791016, -0.056690849363803864, -0.07992849498987198, -0.03370528668165207, 0.2009548544883728, 0.07625015825033188, -0.10576900839805603, 0.12959784269332886, 0.13891136646270752, -0.15072748064994812, 0.1522173136472702, -0.06560312211513519, -0.04960368201136589, 0.055326852947473526, 0.07855654507875443, -0.005666499957442284, 0.06981668621301651, -0.19177357852458954, 0.00888385996222496, 0.032792821526527405, 0.031056726351380348, 0.0730774998664856, -0.1160966157913208, -0.01636987365782261, -0.00651896744966507, -0.091230608522892, -0.0251412745565176, 0.043942615389823914, 0.021283062174916267, 0.10650690644979477, -0.0394439734518528, -0.06094572693109512, 0.004815044347196817, -0.02092759869992733, -0.11820272356271744, 0.19808080792427063, -0.13880780339241028, -0.19896312057971954, -0.10566918551921844, 0.04938679188489914, -0.15021273493766785, 0.0009970824467018247, 0.11578238010406494, -0.1036350205540657, -0.05507415160536766, -0.0780176967382431, 0.03403492271900177, 0.01121594663709402, 0.0005265285144560039, -0.05538440868258476, 0.07074648141860962, 0.02248644083738327, -0.15502110123634338, -0.04351504147052765, -0.010448035784065723, -0.04051966592669487, 0.03316055238246918, -0.13829520344734192, 0.12376974523067474, 0.08402809500694275, -0.0038985861465334892, 0.028040770441293716, -0.0057823448441922665, 0.15886272490024567, -0.03273434564471245, -0.0662776380777359, 0.17956073582172394, 0.028851758688688278, 0.0058531551621854305, 0.09406886994838715, -0.015294365584850311, -0.08911734819412231, 0.06199808418750763, 0.03996959701180458, -0.018660329282283783, -0.27448636293411255, -0.10056566447019577, -0.10027070343494415, 0.05678757652640343, 0.003965866286307573, 0.06408827006816864, -0.07918105274438858, 0.05391737446188927, -0.01706000044941902, 0.05284668877720833, 0.01153447013348341, 0.06638815253973007, 0.1761656552553177, -0.009823862463235855, 0.13176745176315308, -0.10477852076292038, -0.08479812741279602, 0.09133066982030869, 0.04024079814553261, 0.05396536365151405, -0.030097566545009613, 0.0771452859044075, 0.05661056190729141, 0.18506036698818207, 0.033933840692043304, 0.05990231782197952, 0.003403851529583335, 0.017111297696828842, -0.010954304598271847, -0.08904235064983368, -0.07368478178977966, 0.0613950751721859, 0.032603826373815536, -0.020458519458770752, -0.06855662912130356, -0.07646681368350983, 0.10430104285478592, 0.06233074516057968, 0.043987467885017395, -0.19505640864372253, 0.010826513171195984, 0.05053362622857094, 0.006254585925489664, -0.04878627508878708, 0.11340804398059845, -0.05826891213655472, -0.0642300546169281, 0.11145444214344025, 0.037351831793785095, 0.13516968488693237, 0.012555119581520557, 0.01567983813583851, -0.05730348080396652, -0.0033204141072928905, 0.011744407005608082, 0.11640125513076782, -0.42077264189720154, 0.2017870843410492, 0.00805423129349947, -0.007177890278398991, -0.0486355759203434, 0.016667800024151802, 0.08756659924983978, 0.1100364550948143, 0.10079962015151978, -0.01363755390048027, -0.03720880299806595, -0.03539208322763443, -0.030012063682079315, 0.06854798644781113, 0.037365175783634186, 0.07580264657735825, 0.060507483780384064, -0.042998090386390686, -0.016344094648957253, -0.021738920360803604, 0.10035162419080734, -0.16210904717445374, -0.062487341463565826, 0.015142981894314289, 0.05864157900214195, -0.031004564836621284, -0.03820772096514702, -0.07061787694692612, -0.08287237584590912, 0.23301668465137482, 0.011572372168302536, -0.08451458811759949, -0.10337499529123306, -0.002929502399638295, 0.14353343844413757, -0.10886622965335846, -0.019742460921406746, -0.06909944862127304, -0.022663835436105728, -0.006922630127519369, -0.14956773817539215, 0.1042592003941536, -0.06016528233885765, -0.08377598226070404, -0.007521873340010643, 0.13196830451488495, -0.11540122330188751, 0.06626538932323456, 0.019678562879562378, -0.019017793238162994, -0.05159968137741089, -0.11888889223337173, -0.05471101775765419, -0.04129070043563843, 0.039799466729164124, 0.15336734056472778, -0.14979884028434753, -0.11264468729496002, -0.017806749790906906, -0.05258871987462044, 0.16189055144786835, 0.16886486113071442, -0.03610924631357193, 0.013020530343055725, 0.11092488467693329, -0.11663399636745453, -0.2993161380290985, 0.021306006237864494, -0.06355760246515274, 0.01977534592151642, 0.003933168016374111, -0.09941191971302032, 0.06085176765918732, -0.0217721089720726, -0.037766940891742706, 0.07068637758493423, -0.1638479381799698, -0.11645657569169998, 0.19118836522102356, 0.06248762086033821, 0.24921554327011108, -0.20049183070659637, -0.0786503329873085, -0.13415952026844025, -0.20648972690105438, 0.05991034209728241, -0.0967472493648529, 0.09145623445510864, -0.013843527995049953, -0.024022208526730537, 0.025486791506409645, -0.015038262121379375, 0.13700783252716064, -0.0013689362676814198, 0.02786789834499359, -0.0702994093298912, 0.026088569313287735, -0.037200141698122025, 0.031841084361076355, 0.17107944190502167, -0.16309943795204163, 0.07022298872470856, -0.13170225918293, -0.03233664110302925, -0.0347028411924839, 0.08656288683414459, -0.023914381861686707, -0.023401126265525818, -0.07033754885196686, 0.020279238000512123, 0.04363162815570831, 0.022941922768950462, 0.14656880497932434, -0.09152054786682129, -0.015181158669292927, 0.14575037360191345, 0.11810514330863953, -0.04874585568904877, 0.05548537150025368, 0.04975206032395363, -0.024491915479302406, 0.05115630477666855, -0.10632859170436859, 0.06615740805864334, 0.1509973257780075, -0.030843351036310196, 0.06082645803689957, 0.04862573742866516, -0.05456744134426117, -0.031061425805091858, 0.08958137780427933, -0.09918318688869476, 0.06548203527927399, -0.04224919155240059, -0.17853976786136627, 0.02728646621108055, 0.04447614774107933, 0.1883963644504547, -0.03941802307963371, -0.013542724773287773, -0.00910075195133686, 0.01963375136256218, -0.08476104587316513, 0.11771728098392487, 0.08282297104597092, -0.015128601342439651, -0.10403471440076828, 0.0880763828754425, -0.007722766138613224, -0.06831716001033783, 0.017624082043766975, 0.14500942826271057, -0.08285250514745712, -0.1247568279504776, 0.09075674414634705, 0.15459850430488586, -0.135185107588768, -0.0682290717959404, -0.16317397356033325, -0.1306939721107483, 0.04296015202999115, 0.11540530622005463, 0.14882118999958038, 0.041192930191755295, 0.035191379487514496, -0.06423792243003845, 0.010208661668002605, 0.06353587657213211, 0.07085511833429337, 0.033220645040273666, -0.08166182041168213, -0.011981156654655933, -0.024073634296655655, 0.09380149841308594, -0.029706647619605064, 0.03964732214808464, -0.17849111557006836, 0.05459228530526161, -0.24670158326625824, 0.03996221721172333, -0.02611856907606125, 0.01895894855260849, -0.002650908660143614, -0.10376761853694916, -0.06508556753396988, 0.027468713000416756, -0.11764676123857498, -0.04234418272972107, -0.043213121592998505, 0.07938848435878754, -0.11849169433116913, -0.023322053253650665, 0.07870493829250336, -0.052621517330408096, 0.04883628338575363, 0.05534568056464195, -0.08032471686601639, 0.09338304400444031, -0.1282278299331665, -0.006802170537412167, 0.03789972513914108, 0.0788503885269165, 0.03841749206185341, -0.018520541489124298, 0.038220420479774475, 0.1427372395992279, 0.08522939682006836, 0.04842367023229599, 0.17436929047107697, -0.12884041666984558, -0.07058361917734146, -0.10815168917179108, -0.10523126274347305, 0.01964913122355938, 0.019432999193668365, 0.10613201558589935, 0.07373206317424774, 0.13244035840034485, -0.06317327916622162, 0.004966027569025755, -0.13068567216396332, 0.010691204108297825, -0.012341364286839962, -0.09351059049367905, -0.1088745966553688, -0.029545338824391365, 0.08153565227985382, 0.007026101928204298, 0.23673346638679504, 0.06703352928161621, 0.05810531601309776, 0.015610793605446815, -0.0017803939990699291, 0.1666819155216217, 0.03723801672458649, 0.16676343977451324, -0.0008153723902069032, 0.026210853829979897, -0.04840916767716408, -0.026060985401272774, 0.06696150451898575, -0.020290695130825043, 0.10951260477304459, 0.21118028461933136, 0.14756180346012115, 0.16594713926315308, 0.019859181717038155, 0.024007383733987808, -0.014567052014172077, -0.08355292677879333, 0.04467739164829254, 0.07001353800296783, -0.010104835033416748, 0.1335543543100357, 0.11387992650270462, -0.10940645635128021, 0.058553874492645264, -0.06394492834806442, -0.042439837008714676, -0.17039312422275543, -0.12179873883724213, -0.12832200527191162, -0.1737116128206253, 0.010571175254881382, -0.11844802647829056, 0.011854740791022778, 0.019613705575466156, 0.04843971133232117, -0.048399295657873154, 0.07744790613651276, -0.06215949356555939, -0.10122260451316833, 0.06750678271055222, -0.03892093896865845, 0.02056017704308033, 0.0876554474234581, -0.009317219257354736, 0.020804738625884056, -0.0110162403434515, -0.016296494752168655, 0.06536313891410828, -0.08196742832660675, 0.042799849063158035, -0.0689963698387146, -0.03057144396007061, -0.03960010036826134, 0.027231596410274506, 0.07617617398500443, 0.24174444377422333, 0.04787585511803627, -0.013917746022343636, 0.04072914272546768, 0.17605488002300262, -0.04570244252681732, -0.13522601127624512, -0.10759934782981873, 0.10969997197389603, 0.03356781229376793, 0.06932103633880615, -0.01460753008723259, -0.0590556263923645, -0.007549915462732315, 0.3322056531906128, 0.23327557742595673, -0.10130058974027634, 0.0036298425402492285, 0.04885832220315933, 0.017498116940259933, 0.06318648159503937, 0.07239393144845963, 0.1564454883337021, 0.21939444541931152, -0.04879524186253548, -0.09550469368696213, -0.07324888557195663, -0.007159194443374872, -0.08530911058187485, 0.07978814840316772, 0.014838607050478458, -0.10233747959136963, -0.01536059845238924, 0.0744011253118515, -0.08247901499271393, -0.048049841076135635, 0.007243236526846886, -0.18311966955661774, -0.08472415804862976, -0.0422331765294075, 0.08786065131425858, 0.033622562885284424, 0.0015985723584890366, -0.04292038455605507, -0.022764720022678375, 0.010882255621254444, -0.04185216501355171, -0.12660638988018036, -0.11116299033164978, 0.019952433183789253, -0.0459347665309906, 0.09922763705253601, 0.006634845398366451, 0.13636080920696259, 0.10703843086957932, 0.07680006325244904, -0.039468396455049515, 0.11054590344429016, 0.03799959272146225, -0.06945852190256119, 0.07414257526397705, -0.03885899484157562, -0.03412289172410965, 0.058674875646829605, 0.05486724525690079, 0.01402307115495205, 0.07521353662014008, 0.020456260070204735, -0.07804511487483978, -0.12995770573616028, 0.025411734357476234, -0.2049429565668106, 0.05718904733657837, 0.16530127823352814, -0.01852249912917614, 0.001736104255542159, -0.061630770564079285, 0.06258556246757507, -0.03855958953499794, -0.05018099769949913, -0.01711939089000225, -0.12575437128543854, -0.009072668850421906, 0.049495864659547806, 0.01775369420647621, -0.21282698214054108, -0.028820060193538666, -0.07622120529413223, -0.005102898459881544, -0.11904561519622803, 0.09493521600961685, 0.05574547499418259, -0.0012265221448615193, -0.022332003340125084, -0.23113374412059784, 0.03701921924948692, 0.07885828614234924, -0.14464816451072693, -0.11126220226287842 ]