mgyigit commited on
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e4784a3
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1 Parent(s): 4582205

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family_results.csv CHANGED
@@ -8,7 +8,7 @@ MUT2VEC,0.5972968500725933,0.6212917409537195,0.5632939083257605,0.6001870030831
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  PFAM,0.9023363590977108,0.939402974495418,0.922519630964391,0.9261215722045468,0.9231572232430884,0.9158411896662872,0.9160363549105096,0.9175623511131872,0.9148236237014804,0.915605660125817,0.906578947368421,0.9407894736842104,0.925,0.9289473684210526,0.9263157894736842,0.9223684210526316,0.9197368421052632,0.9210526315789472,0.9210526315789472,0.9210526315789472,0.8456261564919587,0.9061110854329156,0.8760749683616543,0.8845651315199907,0.8805476772991526,0.8770698795818221,0.866578953607524,0.8661081232797727,0.8732716117811117,0.8738010272200925,0.9019198478997112,0.9303443215842196,0.921285794237023,0.9291947972557448,0.9200001355214578,0.9129369765184888,0.9144691982246838,0.9067158029173132,0.9058841213886238,0.9123325564515498,0.906578947368421,0.9328947368421052,0.9236842105263158,0.9315789473684212,0.9236842105263158,0.9197368421052632,0.9184210526315788,0.911842105263158,0.913157894736842,0.9184210526315788,0.8456636843082973,0.8936193970378093,0.8738277283175342,0.888891796190474,0.8763192812346792,0.8727037469125691,0.8643920704337783,0.8505849888457293,0.8605596897789758,0.8697992926504299,0.9032074600621786,0.9352857076274396,0.9163616338149082,0.9273463025952084,0.9220893728223252,0.9162678008814628,0.912068769138675,0.9086997815844684,0.9087160317752424,0.915974258372718,0.906578947368421,0.936842105263158,0.9197368421052632,0.9302631578947368,0.925,0.9223684210526316,0.9157894736842104,0.911842105263158,0.9144736842105264,0.9210526315789472,0.8455424756064035,0.8998212440602317,0.8678609233209615,0.8867263517552867,0.8783307128463217,0.8766810641443967,0.8597561627562716,0.8505811055210875,0.8618925947394132,0.8735628975928117,0.8721865457109066,0.8702459288466918,0.7494578831075022,0.8842235965840995,0.8631049030841518,0.8732181441498759,0.8650854942842877,0.7958896615361718,0.8533634299481123,0.805566481017233,0.8789473684210526,0.8763157894736842,0.7105263157894737,0.8934210526315789,0.8710526315789474,0.8868421052631579,0.8776315789473684,0.8131578947368421,0.8657894736842106,0.8197368421052632,0.7979127190796615,0.8014150313493293,0.6261300707101483,0.8256736644883115,0.7873949964651665,0.8200373701629834,0.7960499693502245,0.6706743723984571,0.78099143619247,0.7033677712093329
14
  CPC-PROT,0.7082535684530981,0.7688240510166273,0.7084753714874844,0.7189775180588438,0.7660215073015073,0.7168936626706657,0.7524756742406031,0.6732940234328709,0.6920490297477548,0.7285645873490343,0.6805929919137467,0.7553763440860215,0.6751336898395722,0.7046070460704607,0.76,0.7332439678284183,0.7366310160427807,0.6414342629482072,0.6613545816733067,0.7687165775401069,0.5548350785195949,0.6387987051616691,0.5539169360949447,0.590556129410376,0.6278357026527832,0.6002159577610121,0.5956735608646982,0.5200501722768692,0.5472810930169619,0.6230380998006326,0.6939847750470188,0.7289953269902971,0.7357340667577342,0.7758335641717232,0.7671043227431442,0.6336926420045076,0.6878090928205091,0.6460582376220907,0.691432047266941,0.7496412404931395,0.6644204851752021,0.7043010752688172,0.7219251336898396,0.7737127371273713,0.7653333333333333,0.6179624664879356,0.6671122994652406,0.6148738379814077,0.6706507304116865,0.7593582887700535,0.5258434461531866,0.5862195339821108,0.582206439379967,0.6599309732231983,0.6349159734957205,0.5066176933298738,0.5493967808959722,0.502961351578401,0.5476007599253131,0.6203765354179901,0.7215868467285715,0.7786175110130976,0.766300436977754,0.7824810829264481,0.7102537311212409,0.7555207221706635,0.7614093117578571,0.7121293912675807,0.6786690043999806,0.76568706833869,0.7102425876010782,0.7728494623655914,0.7593582887700535,0.7899728997289973,0.688,0.7546916890080428,0.7580213903743316,0.6932270916334662,0.6600265604249668,0.7647058823529411,0.5746731026344988,0.6472568289441236,0.6269593954171394,0.6736283869038563,0.5594650055424583,0.6206672085921789,0.6213761276645129,0.5571176624388319,0.5435213267895703,0.6335183255577123,0.7412755395536784,0.7303189503974107,0.6903001294315152,0.6607537980880607,0.7184383242308505,0.7415646084894141,0.7217779634403676,0.7375448520169702,0.683931895471227,0.7326799993111769,0.7520215633423181,0.7258064516129032,0.660427807486631,0.6436314363143631,0.7066666666666667,0.7640750670241286,0.7152406417112299,0.7450199203187251,0.6427622841965471,0.7459893048128342,0.5870224996717051,0.5953604868616736,0.5082371677796159,0.5374960363030319,0.5779936507069865,0.6187220794734309,0.5691783801540423,0.5828172002702527,0.5020314642776607,0.5971782167652482
@@ -18,8 +18,11 @@ BERT-PFAM,0.8062973420578016,0.9131675184939624,0.8504911422664762,0.64472270549
18
  ALBERT,0.9337980871906654,0.9601780479875311,0.9389327447885962,0.9500534206070624,0.9429721477702118,0.9440931588957652,0.9375990732399112,0.9318231582693008,0.9442654138939236,0.9357597813235564,0.9326145552560648,0.9596774193548387,0.9371657754010696,0.9498644986449865,0.9426666666666668,0.9436997319034852,0.9385026737967914,0.9309428950863212,0.9428950863213812,0.9358288770053476,0.8911987279641974,0.9371678500513756,0.9002621609769857,0.919597581113908,0.9073104507207738,0.9109846614987042,0.899005399585324,0.8864550648935162,0.9099648480579614,0.897153482841624,0.9335617080830418,0.9636348293504096,0.9434564301015188,0.9493545838882026,0.9325093306248806,0.9359550013999496,0.9299551323472924,0.9379965194265478,0.9435850603294892,0.9253918848060112,0.9339622641509434,0.9637096774193548,0.9438502673796793,0.948509485094851,0.932,0.935656836461126,0.93048128342246,0.9375830013280212,0.9428950863213812,0.929144385026738,0.8912690254768316,0.9429731416686497,0.9079650414652156,0.9178960819629944,0.8903791583788618,0.898362460318595,0.8860654499452577,0.8955398053173909,0.9092167289285892,0.8859603992188756,0.9335454267948758,0.947120099252792,0.9418302182568328,0.9485834027715836,0.9312089490578136,0.9289865232709827,0.9306814147526912,0.9374479618450472,0.9282367792067177,0.936354814005292,0.9339622641509434,0.9448924731182796,0.9411764705882352,0.9471544715447154,0.932,0.9329758713136728,0.93048128342246,0.9375830013280212,0.9243027888446216,0.9358288770053476,0.8917297130144903,0.9159353625356044,0.9045749552466408,0.9162493574198686,0.8893297493136464,0.8931639591393645,0.8859700813622193,0.8960867894420346,0.8854421151355009,0.8980127602602764,0.8936170513277136,0.9250590413018632,0.9131143291629226,0.9208705133240248,0.896671767183558,0.9113601776347556,0.9000988441477848,0.8902540367193017,0.9018509900129702,0.8796538322409245,0.8935309973045822,0.922043010752688,0.9144385026737968,0.91869918699187,0.8986666666666666,0.9142091152815014,0.9024064171122996,0.8884462151394422,0.901726427622842,0.8836898395721925,0.8260774075366468,0.8799746896105923,0.8582481019802191,0.8712493750572037,0.8333039916508703,0.8624406909133201,0.8384181454514037,0.8158526252882428,0.8416136657668128,0.8100549718827676
19
  BLAST,0.8994368147880927,0.8900966098323437,0.9226031093304592,0.8901212347122709,0.8754419228105058,0.8735424973543596,0.8824561185411313,0.8717787212872966,0.8916591094840742,0.90214396198527,0.9052631578947368,0.8763157894736842,0.9276315789473684,0.8802631578947369,0.8644736842105263,0.8618421052631579,0.8697368421052631,0.8592105263157894,0.8828947368421053,0.9092105263157896,0.8438460005623281,0.8313715476717919,0.8804477591956305,0.8271924785384245,0.8083409459436003,0.8041086062972486,0.8129518221672563,0.8002376870500116,0.8329250116015279,0.8546204687555067,0.8507005653918315,0.8780320850609193,0.8898411558787399,0.8778418185455173,0.862573297687121,0.8533068240001741,0.8619928638019226,0.8536655590786432,0.8802835956878616,0.868114434862799,0.8328947368421052,0.8618421052631579,0.8789473684210526,0.8657894736842106,0.85,0.8394736842105263,0.8460526315789474,0.8381578947368421,0.868421052631579,0.8552631578947368,0.7679540065119902,0.8125510945454688,0.8259695309487323,0.8097612007764673,0.7937791092786042,0.7784074457286377,0.7831392243736999,0.7711154552396787,0.8167306192805611,0.7986246403473813,0.8702200546944119,0.9271034861190576,0.8883284409657682,0.8786002826298277,0.871766302072326,0.867156153717053,0.8641129651772407,0.8593225633734544,0.8884957819450395,0.8678816611351273,0.8565789473684211,0.9289473684210526,0.8789473684210526,0.8671052631578947,0.8605263157894737,0.8552631578947368,0.8486842105263158,0.8460526315789474,0.8789473684210526,0.8565789473684211,0.7906577635123136,0.8871463074877645,0.821086091257117,0.8088066266580867,0.8060847141481162,0.7972673770615742,0.7834912634325748,0.7818990926630219,0.829219633982831,0.795128890165774,0.8437037232805314,0.7834482908779725,0.762204358323215,0.7870077313999712,0.7609916873678099,0.768001654583747,0.7696349007526726,0.740235648545399,0.7658028313122404,0.7608833663286035,0.8526315789473684,0.75,0.7276315789473684,0.7552631578947369,0.7302631578947368,0.7368421052631579,0.7368421052631579,0.7052631578947368,0.7315789473684211,0.7315789473684211,0.7521192058094764,0.6911028066858957,0.6440453428499832,0.6822528901561032,0.6708705789641752,0.6657176118285464,0.6615181913033591,0.634752618193219,0.6639998905208032,0.6524517316824477
20
  HMMER,0.8857244339982796,0.8942593541573811,0.9055917105686472,0.8948552500955932,0.8702458271518406,0.8806407005218767,0.8907610618729432,0.8777732000409353,0.8998003723932657,0.8867748276935055,0.8789473684210526,0.8868421052631579,0.9013157894736842,0.8868421052631579,0.8631578947368421,0.8736842105263158,0.8855263157894737,0.8697368421052631,0.8947368421052632,0.8802631578947369,0.8173676518601685,0.8380990284447674,0.8497358749113773,0.8348451429453138,0.7995830212809739,0.816667485982017,0.8262867564059866,0.8086671799673962,0.8421994016886463,0.8234349647118497,0.8671173626264541,0.8981140331029074,0.8963828221454435,0.8581577462710475,0.8733630571127957,0.8729723048613938,0.8776022439648629,0.8760083966212278,0.8782510964113484,0.8885191236924452,0.8592105263157894,0.8894736842105263,0.8907894736842106,0.843421052631579,0.8671052631578947,0.8644736842105263,0.8710526315789474,0.8657894736842106,0.8710526315789474,0.881578947368421,0.7927227805231811,0.8433458705039744,0.8347489420609546,0.7874677611409481,0.8030194438740427,0.8044627043522427,0.805528990915468,0.80101506423109,0.8054112313201446,0.8259438689421135,0.8838424192438605,0.8921219672707627,0.8931676682786011,0.8860166291583353,0.8753250364592648,0.8796113995788182,0.8782061643583134,0.8792458989539333,0.8863499251393241,0.8928307379220323,0.8763157894736842,0.8828947368421053,0.8881578947368421,0.8776315789473684,0.868421052631579,0.8723684210526316,0.8710526315789474,0.8710526315789474,0.8802631578947369,0.8868421052631579,0.8153780736495021,0.8361636437147114,0.8318072597736604,0.8219579690560128,0.8067595549539671,0.8148247615648502,0.8054216593270787,0.8076777244534538,0.8196269103961087,0.8315677150842147,0.8185660914315824,0.8115257134201308,0.8200337506637438,0.816364797771565,0.7953362945436833,0.8085209223608563,0.8039681015669964,0.7856101461988461,0.819259699378899,0.7684990621817407,0.8039473684210526,0.7881578947368421,0.8026315789473685,0.8013157894736842,0.7776315789473685,0.7894736842105263,0.7894736842105263,0.7684210526315789,0.8065789473684211,0.7473684210526316,0.7279789320261325,0.7211116320618047,0.7240924875223883,0.7306878745756599,0.694992951121217,0.7156942012479103,0.6987576032251348,0.6802430387753704,0.7162987041812409,0.6649656925575692
21
- UNIREP,0.842677146904503,0.5236028167333088,0.8353774172052488,0.8590994294966616,0.7548449691539199,0.6980782391380455,0.7773900667303155,0.8526223564409544,0.8108610259854645,0.7846345595281792,0.8486842105263158,0.5013157894736842,0.8381578947368421,0.8605263157894737,0.7302631578947368,0.6723684210526316,0.756578947368421,0.843421052631579,0.8039473684210526,0.7776315789473685,0.7578078368163275,0.4747146081196288,0.7434702061868262,0.7774555786856502,0.6711528382584078,0.6203560266470205,0.673080663540918,0.7576948806619103,0.7111715915764895,0.6843469556661257,0.844191989439743,0.8317749905078602,0.8428698801290774,0.8576053459511849,0.8435290584866681,0.8162844980475455,0.8092506033645968,0.7467319597716356,0.8442381309815576,0.816774763845294,0.8460526315789474,0.8171052631578948,0.8368421052631579,0.8526315789473684,0.8394736842105263,0.8026315789473685,0.7868421052631579,0.7315789473684211,0.8381578947368421,0.8171052631578948,0.7461951926150238,0.736051321809993,0.7445472448841755,0.7714586101940457,0.7495936366641683,0.7196650528102905,0.6869263614484122,0.6487005324600367,0.748518050318639,0.7189324801147543,0.8274833861932452,0.748118037897249,0.827766315697491,0.8588841198992843,0.8661529069223489,0.8226327652191592,0.7959699454867499,0.7523666199586571,0.7697052366488568,0.794919160975582,0.8289473684210527,0.756578947368421,0.8131578947368421,0.8578947368421053,0.8657894736842106,0.8342105263157895,0.7710526315789473,0.7078947368421052,0.7473684210526316,0.7776315789473685,0.7326165072847507,0.6582583522726466,0.7336523110099413,0.7814469852596888,0.7856827377946762,0.7418141085463645,0.6824069158850872,0.6194164100770886,0.6691612340650203,0.6891368547968812,0.4091770525109873,0.7931881307079539,0.7068393813488587,0.836290370967611,0.7362914415854108,0.745842543165444,0.7493717703383816,0.8034246263704827,0.7906361076952095,0.46335060686343266,0.425,0.7947368421052632,0.6697368421052632,0.8381578947368421,0.6973684210526315,0.7210526315789474,0.7223684210526315,0.7894736842105263,0.8065789473684211,0.36447368421052634,0.4724033229180021,0.6999724955470188,0.564226811353106,0.7389461970407412,0.5711711774000037,0.6423230568307722,0.6293924857651447,0.6974571066998062,0.6885086726513583,0.36484451343635355
22
  ESM2,0.922233366328308,0.9361704042143678,0.9469465753688948,0.8940554785626323,0.945715902651261,0.938374463570262,0.9422306365293586,0.9233690023642064,0.943387774640818,0.9359977963419348,0.9231805929919138,0.9327956989247312,0.946524064171123,0.8821138211382114,0.9453333333333334,0.9369973190348524,0.9425133689839572,0.9203187250996016,0.9442231075697212,0.9344919786096256,0.8746599059294559,0.9006471106906648,0.9137858798124204,0.8347276187680067,0.9120073937369786,0.9019731123730736,0.9067434028055504,0.8749927405259403,0.9105760133304605,0.8967434421548476,0.8996907322332722,0.963334888727508,0.9488905441958002,0.9472602682429128,0.937044514705664,0.9442728267800714,0.9326354059054748,0.949568863402632,0.9371527628997518,0.937239043895744,0.8962264150943396,0.9637096774193548,0.9505347593582888,0.94579945799458,0.936,0.9436997319034852,0.9318181818181818,0.949535192563081,0.9349269588313412,0.9371657754010696,0.841206905324372,0.9429112923115144,0.9185108965417296,0.9152085247544892,0.8995032888242456,0.91131547876869,0.8900599025519494,0.9160896306769034,0.8981944896953113,0.9000469498210393,0.9031472183885072,0.9580451548041324,0.907617677270142,0.93683527101258,0.9239537459089306,0.9345771642265231,0.9335402903806752,0.9339786035913092,0.9408335496357646,0.927563999467156,0.9016172506738545,0.956989247311828,0.9037433155080212,0.934959349593496,0.92,0.9329758713136728,0.9331550802139036,0.9322709163346612,0.9428950863213812,0.93048128342246,0.8450917597962052,0.9332927704807448,0.8557888407722835,0.8993718818550923,0.8787838081121895,0.8965805970612909,0.8927438303886488,0.8919978881143065,0.907856789852136,0.8880869968677473,0.9206402174019308,0.9166196299429304,0.93763607087983,0.9219088257151636,0.9146072046955364,0.93361469273552,0.9155908427993816,0.9006682471084405,0.8918948460216299,0.909641003422202,0.9204851752021564,0.9193548387096774,0.9385026737967914,0.91869918699187,0.9186666666666666,0.9329758713136728,0.9171122994652406,0.903054448871182,0.8911022576361222,0.9144385026737968,0.8696152965188086,0.872795817419239,0.8989118487320926,0.8726808746238625,0.8671300786005905,0.8942211263689421,0.864599479462223,0.8409836695317245,0.8329641777140804,0.8625659615546633
23
  ESM3,0.8662141171059535,0.8810224965796498,0.921832354589182,0.7661084782956633,0.9233862150920976,0.5420490765727157,0.908723524422328,0.9271712666701584,0.8992206848099119,0.8087386062726813,0.8504043126684636,0.8669354838709677,0.9184491978609626,0.7059620596205962,0.9226666666666666,0.4597855227882037,0.9117647058823528,0.9282868525896414,0.896414342629482,0.7981283422459893,0.7943457692060978,0.8115579382392947,0.8707699253340435,0.6484764262234535,0.8753073301303144,0.4935791679486107,0.8567171699995625,0.8797244157899734,0.8411590822139291,0.7220587007813631,0.8646006145079739,0.9337693301086464,0.8964128025359908,0.8953605218044102,0.8983816556537143,0.9351078097021736,0.918986941421152,0.9143871569652318,0.7805131452588592,0.8688017695850303,0.862533692722372,0.9327956989247312,0.8890374331550802,0.8888888888888888,0.892,0.935656836461126,0.9171122994652406,0.9110225763612216,0.7397078353253652,0.8502673796791443,0.7882000641323678,0.8955074135168428,0.8302336392279147,0.833729588298002,0.8381867642697731,0.8980094137451746,0.8671860730681685,0.8593491726508556,0.6649977237702522,0.7845930634430788,0.8158961328925777,0.9009695332057668,0.8821550607847786,0.8818108413817065,0.927708148461673,0.8981455995404343,0.5115817851135223,0.9256213603213695,0.8904288718768703,0.9003956322002551,0.7897574123989218,0.8897849462365591,0.8756684491978609,0.8699186991869918,0.9266666666666666,0.8967828418230563,0.4224598930481283,0.9229747675962816,0.8911022576361222,0.893048128342246,0.738915495892121,0.8414416596481421,0.8068875341508844,0.8172944651501449,0.8822782382565756,0.8408829799728945,0.4444260222778778,0.8767820802462396,0.8318738312224209,0.8454351171326655,0.7718800402616779,0.9282215862961328,0.9150226758696248,0.9292703026895308,0.8821210847529826,0.645252835045813,0.876487800844681,0.8050751337746428,0.8623757366911905,0.8941087555730562,0.7452830188679245,0.9247311827956988,0.9157754010695188,0.9308943089430894,0.876,0.5630026809651475,0.8663101604278075,0.7622841965471447,0.852589641434263,0.893048128342246,0.6915381541754447,0.8865405833105093,0.8618331113287252,0.888454120253327,0.8050903139865204,0.5471701048852617,0.8017266257352063,0.6776240485374595,0.7830462732811954,0.8315245177609283
24
  SaProt,0.8845995951909252,0.911654967092192,0.8951464286237911,0.9072071887671366,0.9002854690752313,0.901749301050772,0.8954598142270596,0.8949798169310196,0.8861857779369717,0.8780120935855146,0.8814016172506739,0.9070080862533692,0.8903743315508021,0.9008152173913044,0.8967828418230563,0.9032258064516128,0.8969210174029452,0.8909574468085106,0.8803191489361702,0.8751677852348994,0.8114070743399604,0.8605989455607083,0.8349722841002248,0.8505339793440058,0.839188737842673,0.8469521334067379,0.8344397605312791,0.8277923432932769,0.814502118433553,0.8075229032684943,0.8435664152995208,0.9029169384964524,0.901730927328364,0.8982991986035703,0.90282021526027,0.8873611620164423,0.9014465307689058,0.9043751337987864,0.880379385787529,0.8807523480678412,0.8315363881401617,0.8975741239892183,0.8983957219251337,0.8940217391304348,0.9048257372654156,0.8803763440860215,0.8969210174029452,0.9042553191489362,0.8789893617021277,0.8791946308724832,0.755521595374896,0.8477531750872578,0.839847338066485,0.8414662088420127,0.8455493500762092,0.8201242530121599,0.8378381615797725,0.8410015704953595,0.8108531430617499,0.8140007245317425,0.8720230788165481,0.899429418487078,0.9164459221778104,0.921711431408501,0.8864307150698767,0.8961003166688577,0.8942232681455139,0.908481895427495,0.8946782616466982,0.8928887553458722,0.866576819407008,0.894878706199461,0.9171122994652406,0.9211956521739132,0.886058981233244,0.8951612903225806,0.8955823293172691,0.9069148936170212,0.8936170212765957,0.8939597315436242,0.7922756639342485,0.8440230523481449,0.8650285571944674,0.8757188577049909,0.8187887998658117,0.8361781136037955,0.8327089245105516,0.8483490029467431,0.8318238464915405,0.8315018728414815,0.8264220800953385,0.902626374538666,0.8693937613730908,0.8876194762392887,0.8812921171657103,0.8968359366533805,0.876161073947986,0.885211893401816,0.8673720094083451,0.8648792811506448,0.8140161725067385,0.8975741239892183,0.8649732620320856,0.8845108695652174,0.8793565683646113,0.8991935483870968,0.8741633199464525,0.8856382978723404,0.8643617021276596,0.8630872483221477,0.7345485963744726,0.846736670053408,0.7952169231851771,0.8256518006996381,0.810478332421693,0.8396406777337981,0.8020636538027249,0.8108999623396214,0.7899640992435163,0.7892547039922541
25
- ProstT5,0.9267491739104516,0.942863035751086,0.934584832643085,0.9342094802478422,0.9301918481654561,0.9377275561775796,0.9259419960894762,0.9291738931618776,0.9192689885906787,0.935952204027048,0.9258760107816711,0.9408602150537635,0.9331550802139037,0.9322493224932249,0.9306666666666666,0.9369973190348525,0.9251336898395722,0.9282868525896414,0.9136786188579017,0.9371657754010695,0.8798609945857592,0.909368656936389,0.893201497529323,0.8957588430836801,0.8891600608926414,0.9007657854368756,0.8785091691436978,0.8837685791814491,0.8717237040070461,0.89922818613341,0.9026661047120373,0.9368786402983508,0.9341397679219694,0.930298889567663,0.9282292595659745,0.9314244854813475,0.9299709907210918,0.9266541624651996,0.9267040567357048,0.933252996501911,0.9002695417789758,0.9354838709677419,0.9331550802139037,0.9281842818428184,0.9253333333333333,0.9302949061662198,0.9278074866310161,0.9269588313413014,0.9256308100929614,0.9331550802139037,0.8438440330408487,0.9004863652339619,0.8928845172700283,0.8903405029299303,0.8845241128400414,0.8908825501526596,0.8848876446384464,0.879298708141941,0.883689872915862,0.8933729326065077,0.8838883020375131,0.9456592068278191,0.9341347771959606,0.9248455467011742,0.9231645725356943,0.9300510725204623,0.9304286320801463,0.922943444124658,0.9378920617287041,0.9328306273847766,0.876010781671159,0.9435483870967742,0.9331550802139037,0.9214092140921409,0.92,0.9302949061662198,0.929144385026738,0.9216467463479415,0.9375830013280213,0.9318181818181818,0.8187909730813007,0.913913767990911,0.8933241023821852,0.8812683502346332,0.876670170884604,0.8897318595078896,0.8851041253203424,0.8747764218520425,0.9008152758961143,0.892359030139497,0.8657986745854176,0.939617820266574,0.8984026622724036,0.9246942866055321,0.9155458256918718,0.9063557264415935,0.9154415745895031,0.9148326986102725,0.9098673523013908,0.9075010777539849,0.8517520215633423,0.9368279569892473,0.8917112299465241,0.924119241192412,0.912,0.9088471849865952,0.9131016042780749,0.9123505976095617,0.9083665338645418,0.9050802139037433,0.7777190817272598,0.9037051835921632,0.8385884883589096,0.8805663581331828,0.8647904415475988,0.8551576526328218,0.8606172242837892,0.8601207230466015,0.8565728382221799,0.8514938090103984
 
 
 
 
8
  GENE2VEC,0.4921167791459459,0.4911711232747838,0.442840908521379,0.5302170286165299,0.4756182140151972,0.5045452462914785,0.5059174428063758,0.5192143282457437,0.5108648051328027,0.5059883021455827,0.4607843137254901,0.4493580599144079,0.4097421203438395,0.5035460992907801,0.4455732946298984,0.4814814814814814,0.4679300291545189,0.4831460674157303,0.4855491329479768,0.4808510638297872,0.2212171636069296,0.2816753447152443,0.2409397032052123,0.3044183706479436,0.2577273433154146,0.265050295951355,0.2908296467833845,0.293156692025043,0.2621437895416987,0.2838064110727634,0.4608269207497631,0.5300846056656962,0.4478530081619495,0.5319042298841716,0.482093823241269,0.5053840509658007,0.5220804514630119,0.5460100206603734,0.5227004664397356,0.4949322321102873,0.42296918767507,0.5021398002853067,0.4183381088825215,0.5035460992907801,0.4470246734397677,0.4829059829059829,0.4825072886297376,0.5126404494382022,0.4956647398843931,0.4680851063829787,0.2185853129604495,0.2965625443878595,0.2549723441921469,0.3074781266803573,0.2361835198290729,0.2690883152775349,0.2580653100242669,0.3056928980463829,0.2691334378044159,0.2932996594396422,0.4516658894134094,0.4693754578374234,0.4817932165032286,0.5097189721008872,0.440712221957744,0.4832653056660145,0.5239602407738158,0.5148971520861348,0.4905044178444681,0.5213659948793088,0.4145658263305322,0.4379457917261055,0.4555873925501432,0.4794326241134752,0.4049346879535558,0.4558404558404558,0.4810495626822157,0.476123595505618,0.4609826589595375,0.502127659574468,0.2023076753971323,0.2713756777109278,0.2619848984980565,0.278456547729111,0.2204256697198509,0.260270035756347,0.2943765595815163,0.2928415908711408,0.249823988542366,0.2969895463684787,0.4115374941656392,0.4335224457282388,0.4497517381840182,0.4763217580837401,0.4200560391829552,0.4893493665974265,0.4576957918290354,0.4740825524694084,0.4421295251554093,0.4858874190043872,0.3725490196078431,0.3965763195435092,0.4126074498567335,0.4326241134751773,0.3759071117561683,0.4572649572649572,0.4067055393586006,0.4269662921348314,0.4017341040462427,0.4524822695035461,0.1851096387874127,0.2366559371446337,0.2163563254804497,0.2366579773202624,0.1702199560099112,0.2246194424638159,0.2188029634246492,0.2339054022008184,0.1978336652593506,0.2465593355841842
9
  XLNET,0.888954801751775,0.926992915710037,0.9345905672006491,0.9224231755835228,0.8988123050861498,0.8492463393753981,0.9063561617037552,0.913584042189872,0.8781860630373821,0.92114756669252,0.8814016172506739,0.928763440860215,0.9344919786096256,0.9200542005420054,0.8946666666666667,0.8445040214477212,0.9024064171122996,0.9189907038512616,0.8685258964143426,0.9237967914438504,0.8195817938837285,0.8880568600440537,0.8932117674905585,0.87616666906697,0.8414053015397414,0.7742158969561879,0.8477410996081132,0.8628435017037275,0.8094779103026062,0.8775551995591905,0.9115964443463174,0.92668261938342,0.7921019223892533,0.9123145998689152,0.7975204471468108,0.8680083401675436,0.8478107097706106,0.8002440690982769,0.8981223927315599,0.9222035755856016,0.912398921832884,0.9247311827956988,0.7713903743315508,0.9173441734417344,0.7826666666666666,0.8619302949061662,0.8342245989304813,0.7543160690571049,0.903054448871182,0.9237967914438504,0.8567981048552672,0.8837559660487225,0.7146190748341699,0.8658869072754236,0.719351437861324,0.7905864052769184,0.7517736382001289,0.6775085913757932,0.843658200418747,0.8773673789335458,0.9100755854644738,0.9264614678958488,0.9098122419671604,0.9127136472386153,0.7416049333718315,0.745395496975763,0.8653480470766015,0.7667906018772945,0.8142863728855305,0.9185395843612666,0.9110512129380054,0.9233870967741936,0.9064171122994652,0.9092140921409214,0.7093333333333334,0.7117962466487936,0.8502673796791443,0.7357237715803453,0.7901726427622842,0.9211229946524064,0.8543073555750385,0.8851016383252692,0.8529422562824951,0.860316007146055,0.6650735040610959,0.6689477764569263,0.7755252870642396,0.6866747226684601,0.7349871835973706,0.8733641398528098,0.860895829517165,0.8744969098975828,0.8143861765227103,0.8610898648362391,0.6547763994731843,0.8630313308917064,0.8759528887058281,0.9009963765472372,0.8299010810761313,0.8756449338948392,0.8584905660377359,0.8709677419354839,0.8061497326203209,0.8482384823848238,0.5733333333333334,0.8512064343163539,0.8810160427807486,0.899070385126162,0.8140770252324038,0.8689839572192514,0.7757029042738063,0.801490220998369,0.7164068804627505,0.7725593831084412,0.5105291311895652,0.7797700767559638,0.8028319420378985,0.8342922852613327,0.738551505253435,0.7993376340596237
10
  T5,0.9318790356867904,0.9418747735523044,0.9463811208636234,0.950563909541042,0.9346525990524874,0.9492889381511398,0.9369942274273584,0.9442464823880315,0.9352773765927572,0.9386587518870098,0.9299191374663072,0.939516129032258,0.9451871657754012,0.9498644986449865,0.9333333333333332,0.9490616621983914,0.9371657754010696,0.9428950863213812,0.9349269588313412,0.9371657754010696,0.8885504340562338,0.9076445126528098,0.912896595115536,0.9209364189769056,0.8937428475807814,0.9193616880209002,0.8977049223426554,0.9063599875248772,0.8963884028251599,0.9010663182224778,0.9282743625578026,0.9470660348528755,0.9450432740877068,0.948965518521344,0.9359161664724176,0.948555946711892,0.9330781360492764,0.950021290219097,0.9368437325955348,0.9350962212759036,0.9258760107816713,0.946236559139785,0.9438502673796793,0.9471544715447154,0.9346666666666666,0.9477211796246648,0.9318181818181818,0.949535192563081,0.9362549800796812,0.9331550802139036,0.8819555732741146,0.9165475351490132,0.910235621941682,0.9183223488162404,0.8956977572074545,0.918344824546795,0.8907851415415238,0.9166142757199888,0.8982372452315334,0.8952721708517725,0.9287758062185532,0.9489864283360248,0.9521259699337128,0.9466836394243094,0.9351348869550604,0.9510932398380272,0.9340849352699552,0.9420679422174496,0.9258275887015872,0.9394696094211724,0.9258760107816713,0.9475806451612904,0.9518716577540108,0.9444444444444444,0.9333333333333332,0.950402144772118,0.9318181818181818,0.9415670650730412,0.9229747675962816,0.9385026737967914,0.8837633728971135,0.9188534287765492,0.9220050544657504,0.9149409653591112,0.8946054860309214,0.9223080590323331,0.8923009699761723,0.9036788791177056,0.8808493684359443,0.9025893854822632,0.8896633711256305,0.9337023085279376,0.9490823302562292,0.9322481703956018,0.920477796325202,0.9373506125981378,0.9201219469912484,0.9229124440170108,0.9261624042131518,0.905308853206435,0.8827493261455526,0.9314516129032258,0.9491978609625668,0.929539295392954,0.9213333333333332,0.938337801608579,0.9184491978609626,0.9216467463479416,0.9269588313413014,0.9010695187165776,0.8227564127045784,0.8944870388156579,0.9166647290498324,0.8910334741453518,0.8720192172640298,0.9015115295442072,0.8696378225071242,0.8718555547726131,0.882118574720385,0.8471627293235858
11
+ SEQVEC,0.9013469904769492,0.926790835103092,0.915953477045979,0.9103990632963608,0.9232762636924012,0.91758961053787,0.9163494228642988,0.9164334796187472,0.9091114268606127,0.913076786551448,0.8986842105263158,0.925,0.911842105263158,0.9078947368421052,0.9223684210526316,0.9157894736842104,0.9144736842105264,0.913157894736842,0.9078947368421052,0.913157894736842,0.8391657204399589,0.8840239807445955,0.8625869848993076,0.8558612831230292,0.8760493491252699,0.8692049605182756,0.8631754533761123,0.863040176992299,0.8552183453033385,0.8614058036232498,0.9026616670625628,0.9117824348934036,0.927120789153001,0.8940826127710537,0.934804664597548,0.9132389195246942,0.9104698702235882,0.9249185086619136,0.8906070296232587,0.8996582714955804,0.9039473684210526,0.906578947368421,0.9276315789473684,0.8894736842105263,0.9342105263157896,0.911842105263158,0.9092105263157896,0.925,0.8881578947368421,0.8960526315789473,0.8424229769748505,0.8612051221355834,0.8826167348893635,0.8320917336085253,0.8941963138762284,0.8621907283886017,0.854846109269717,0.8746788766061183,0.8291848090635859,0.8389550942731404,0.8919021454921341,0.9089467215338366,0.9212749913984988,0.9076960550811308,0.913328204286482,0.9166739621608732,0.9156972569910992,0.9263079565925756,0.9001250766418596,0.9003528107915958,0.8881578947368421,0.9026315789473685,0.9197368421052632,0.9052631578947368,0.911842105263158,0.9144736842105264,0.9157894736842104,0.925,0.9,0.8973684210526316,0.8241946135177788,0.8557214882914652,0.872664092745549,0.8509631441046648,0.8624958379420888,0.8660322877977084,0.8627758768225524,0.8779738273691512,0.842672864679669,0.8412951949552869,0.8669015960381475,0.8827288861942362,0.8796685390239299,0.8839516724865146,0.9025050651740234,0.9118381890974429,0.885892305159002,0.8973974335741834,0.880924912752561,0.873388088027424,0.8592105263157894,0.8736842105263158,0.8710526315789474,0.8776315789473684,0.9013157894736842,0.913157894736842,0.8855263157894737,0.8947368421052632,0.8802631578947369,0.8710526315789474,0.7824391107492569,0.8178800680935889,0.8056610035946068,0.8149751621899609,0.841454318328366,0.8613224764991495,0.8133120648804278,0.828695502710436,0.812536106983972,0.7966400036434113
12
  TCGA-EMBEDDING,0.4816481578742707,0.4808127219142234,0.43552920372157,0.4324169731021579,0.5177795068982821,0.4811228502828237,0.5404820217169857,0.4854285715933477,0.4885163691788489,0.4869191394241813,0.46524064171123,0.4577181208053691,0.4166666666666667,0.408355795148248,0.4993178717598908,0.4806408544726301,0.527027027027027,0.4587280108254398,0.4871794871794871,0.4577181208053691,0.2286968580619686,0.2601353434482007,0.2303129674213582,0.2363119491684308,0.2635557621961782,0.2396275659502585,0.2953728434963636,0.2212758562351006,0.2388531251398702,0.2619123553866644,0.5179360844144525,0.5010154795099835,0.3867224690820816,0.4906671095660554,0.3715131578498087,0.478951272667216,0.5112496675291254,0.4887682683271611,0.4977715003414401,0.5042957966850216,0.5280748663101604,0.4832214765100671,0.3817204301075269,0.4703504043126684,0.3506139154160982,0.4512683578104139,0.4986486486486486,0.4614343707713126,0.4844804318488529,0.4805369127516778,0.2517130274911934,0.2617848501866382,0.2085862813211724,0.2502111803301788,0.2112698877893442,0.2461173469604984,0.2772452982636768,0.2405989099239982,0.2432239816880598,0.2527651223441314,0.47646371416941,0.5085934382407308,0.4451726856880728,0.4644055254664764,0.5184127552298581,0.521442845682385,0.437254896868555,0.4852926658620127,0.4898587239490579,0.5010462085820022,0.4451871657754011,0.4885906040268456,0.4193548387096774,0.4501347708894879,0.5266030013642565,0.5046728971962616,0.4162162162162162,0.456021650879567,0.4750337381916329,0.4859060402684563,0.237415689088743,0.2786070332018291,0.239146673130236,0.2406681821408777,0.2673935384068321,0.2696342242118523,0.2488946604886648,0.2352555136447007,0.2301510303536447,0.2462447180257804,0.4794543797701664,0.4232494738205696,0.4850823375195657,0.4645961232803158,0.3808684429835929,0.4541563611190023,0.5059291262217156,0.5183898751928784,0.3670337673410934,0.4508692547818999,0.4893048128342246,0.4053691275167785,0.4811827956989247,0.4501347708894879,0.3356070941336971,0.4245660881174899,0.4959459459459459,0.5128552097428958,0.321187584345479,0.425503355704698,0.2216484285607611,0.184078568526175,0.2165368225991113,0.2358236229421344,0.1443353101743842,0.1966312339178509,0.2424860379231255,0.2308174236968389,0.1216626247679994,0.1907291379105412
13
  PFAM,0.9023363590977108,0.939402974495418,0.922519630964391,0.9261215722045468,0.9231572232430884,0.9158411896662872,0.9160363549105096,0.9175623511131872,0.9148236237014804,0.915605660125817,0.906578947368421,0.9407894736842104,0.925,0.9289473684210526,0.9263157894736842,0.9223684210526316,0.9197368421052632,0.9210526315789472,0.9210526315789472,0.9210526315789472,0.8456261564919587,0.9061110854329156,0.8760749683616543,0.8845651315199907,0.8805476772991526,0.8770698795818221,0.866578953607524,0.8661081232797727,0.8732716117811117,0.8738010272200925,0.9019198478997112,0.9303443215842196,0.921285794237023,0.9291947972557448,0.9200001355214578,0.9129369765184888,0.9144691982246838,0.9067158029173132,0.9058841213886238,0.9123325564515498,0.906578947368421,0.9328947368421052,0.9236842105263158,0.9315789473684212,0.9236842105263158,0.9197368421052632,0.9184210526315788,0.911842105263158,0.913157894736842,0.9184210526315788,0.8456636843082973,0.8936193970378093,0.8738277283175342,0.888891796190474,0.8763192812346792,0.8727037469125691,0.8643920704337783,0.8505849888457293,0.8605596897789758,0.8697992926504299,0.9032074600621786,0.9352857076274396,0.9163616338149082,0.9273463025952084,0.9220893728223252,0.9162678008814628,0.912068769138675,0.9086997815844684,0.9087160317752424,0.915974258372718,0.906578947368421,0.936842105263158,0.9197368421052632,0.9302631578947368,0.925,0.9223684210526316,0.9157894736842104,0.911842105263158,0.9144736842105264,0.9210526315789472,0.8455424756064035,0.8998212440602317,0.8678609233209615,0.8867263517552867,0.8783307128463217,0.8766810641443967,0.8597561627562716,0.8505811055210875,0.8618925947394132,0.8735628975928117,0.8721865457109066,0.8702459288466918,0.7494578831075022,0.8842235965840995,0.8631049030841518,0.8732181441498759,0.8650854942842877,0.7958896615361718,0.8533634299481123,0.805566481017233,0.8789473684210526,0.8763157894736842,0.7105263157894737,0.8934210526315789,0.8710526315789474,0.8868421052631579,0.8776315789473684,0.8131578947368421,0.8657894736842106,0.8197368421052632,0.7979127190796615,0.8014150313493293,0.6261300707101483,0.8256736644883115,0.7873949964651665,0.8200373701629834,0.7960499693502245,0.6706743723984571,0.78099143619247,0.7033677712093329
14
  CPC-PROT,0.7082535684530981,0.7688240510166273,0.7084753714874844,0.7189775180588438,0.7660215073015073,0.7168936626706657,0.7524756742406031,0.6732940234328709,0.6920490297477548,0.7285645873490343,0.6805929919137467,0.7553763440860215,0.6751336898395722,0.7046070460704607,0.76,0.7332439678284183,0.7366310160427807,0.6414342629482072,0.6613545816733067,0.7687165775401069,0.5548350785195949,0.6387987051616691,0.5539169360949447,0.590556129410376,0.6278357026527832,0.6002159577610121,0.5956735608646982,0.5200501722768692,0.5472810930169619,0.6230380998006326,0.6939847750470188,0.7289953269902971,0.7357340667577342,0.7758335641717232,0.7671043227431442,0.6336926420045076,0.6878090928205091,0.6460582376220907,0.691432047266941,0.7496412404931395,0.6644204851752021,0.7043010752688172,0.7219251336898396,0.7737127371273713,0.7653333333333333,0.6179624664879356,0.6671122994652406,0.6148738379814077,0.6706507304116865,0.7593582887700535,0.5258434461531866,0.5862195339821108,0.582206439379967,0.6599309732231983,0.6349159734957205,0.5066176933298738,0.5493967808959722,0.502961351578401,0.5476007599253131,0.6203765354179901,0.7215868467285715,0.7786175110130976,0.766300436977754,0.7824810829264481,0.7102537311212409,0.7555207221706635,0.7614093117578571,0.7121293912675807,0.6786690043999806,0.76568706833869,0.7102425876010782,0.7728494623655914,0.7593582887700535,0.7899728997289973,0.688,0.7546916890080428,0.7580213903743316,0.6932270916334662,0.6600265604249668,0.7647058823529411,0.5746731026344988,0.6472568289441236,0.6269593954171394,0.6736283869038563,0.5594650055424583,0.6206672085921789,0.6213761276645129,0.5571176624388319,0.5435213267895703,0.6335183255577123,0.7412755395536784,0.7303189503974107,0.6903001294315152,0.6607537980880607,0.7184383242308505,0.7415646084894141,0.7217779634403676,0.7375448520169702,0.683931895471227,0.7326799993111769,0.7520215633423181,0.7258064516129032,0.660427807486631,0.6436314363143631,0.7066666666666667,0.7640750670241286,0.7152406417112299,0.7450199203187251,0.6427622841965471,0.7459893048128342,0.5870224996717051,0.5953604868616736,0.5082371677796159,0.5374960363030319,0.5779936507069865,0.6187220794734309,0.5691783801540423,0.5828172002702527,0.5020314642776607,0.5971782167652482
 
18
  ALBERT,0.9337980871906654,0.9601780479875311,0.9389327447885962,0.9500534206070624,0.9429721477702118,0.9440931588957652,0.9375990732399112,0.9318231582693008,0.9442654138939236,0.9357597813235564,0.9326145552560648,0.9596774193548387,0.9371657754010696,0.9498644986449865,0.9426666666666668,0.9436997319034852,0.9385026737967914,0.9309428950863212,0.9428950863213812,0.9358288770053476,0.8911987279641974,0.9371678500513756,0.9002621609769857,0.919597581113908,0.9073104507207738,0.9109846614987042,0.899005399585324,0.8864550648935162,0.9099648480579614,0.897153482841624,0.9335617080830418,0.9636348293504096,0.9434564301015188,0.9493545838882026,0.9325093306248806,0.9359550013999496,0.9299551323472924,0.9379965194265478,0.9435850603294892,0.9253918848060112,0.9339622641509434,0.9637096774193548,0.9438502673796793,0.948509485094851,0.932,0.935656836461126,0.93048128342246,0.9375830013280212,0.9428950863213812,0.929144385026738,0.8912690254768316,0.9429731416686497,0.9079650414652156,0.9178960819629944,0.8903791583788618,0.898362460318595,0.8860654499452577,0.8955398053173909,0.9092167289285892,0.8859603992188756,0.9335454267948758,0.947120099252792,0.9418302182568328,0.9485834027715836,0.9312089490578136,0.9289865232709827,0.9306814147526912,0.9374479618450472,0.9282367792067177,0.936354814005292,0.9339622641509434,0.9448924731182796,0.9411764705882352,0.9471544715447154,0.932,0.9329758713136728,0.93048128342246,0.9375830013280212,0.9243027888446216,0.9358288770053476,0.8917297130144903,0.9159353625356044,0.9045749552466408,0.9162493574198686,0.8893297493136464,0.8931639591393645,0.8859700813622193,0.8960867894420346,0.8854421151355009,0.8980127602602764,0.8936170513277136,0.9250590413018632,0.9131143291629226,0.9208705133240248,0.896671767183558,0.9113601776347556,0.9000988441477848,0.8902540367193017,0.9018509900129702,0.8796538322409245,0.8935309973045822,0.922043010752688,0.9144385026737968,0.91869918699187,0.8986666666666666,0.9142091152815014,0.9024064171122996,0.8884462151394422,0.901726427622842,0.8836898395721925,0.8260774075366468,0.8799746896105923,0.8582481019802191,0.8712493750572037,0.8333039916508703,0.8624406909133201,0.8384181454514037,0.8158526252882428,0.8416136657668128,0.8100549718827676
19
  BLAST,0.8994368147880927,0.8900966098323437,0.9226031093304592,0.8901212347122709,0.8754419228105058,0.8735424973543596,0.8824561185411313,0.8717787212872966,0.8916591094840742,0.90214396198527,0.9052631578947368,0.8763157894736842,0.9276315789473684,0.8802631578947369,0.8644736842105263,0.8618421052631579,0.8697368421052631,0.8592105263157894,0.8828947368421053,0.9092105263157896,0.8438460005623281,0.8313715476717919,0.8804477591956305,0.8271924785384245,0.8083409459436003,0.8041086062972486,0.8129518221672563,0.8002376870500116,0.8329250116015279,0.8546204687555067,0.8507005653918315,0.8780320850609193,0.8898411558787399,0.8778418185455173,0.862573297687121,0.8533068240001741,0.8619928638019226,0.8536655590786432,0.8802835956878616,0.868114434862799,0.8328947368421052,0.8618421052631579,0.8789473684210526,0.8657894736842106,0.85,0.8394736842105263,0.8460526315789474,0.8381578947368421,0.868421052631579,0.8552631578947368,0.7679540065119902,0.8125510945454688,0.8259695309487323,0.8097612007764673,0.7937791092786042,0.7784074457286377,0.7831392243736999,0.7711154552396787,0.8167306192805611,0.7986246403473813,0.8702200546944119,0.9271034861190576,0.8883284409657682,0.8786002826298277,0.871766302072326,0.867156153717053,0.8641129651772407,0.8593225633734544,0.8884957819450395,0.8678816611351273,0.8565789473684211,0.9289473684210526,0.8789473684210526,0.8671052631578947,0.8605263157894737,0.8552631578947368,0.8486842105263158,0.8460526315789474,0.8789473684210526,0.8565789473684211,0.7906577635123136,0.8871463074877645,0.821086091257117,0.8088066266580867,0.8060847141481162,0.7972673770615742,0.7834912634325748,0.7818990926630219,0.829219633982831,0.795128890165774,0.8437037232805314,0.7834482908779725,0.762204358323215,0.7870077313999712,0.7609916873678099,0.768001654583747,0.7696349007526726,0.740235648545399,0.7658028313122404,0.7608833663286035,0.8526315789473684,0.75,0.7276315789473684,0.7552631578947369,0.7302631578947368,0.7368421052631579,0.7368421052631579,0.7052631578947368,0.7315789473684211,0.7315789473684211,0.7521192058094764,0.6911028066858957,0.6440453428499832,0.6822528901561032,0.6708705789641752,0.6657176118285464,0.6615181913033591,0.634752618193219,0.6639998905208032,0.6524517316824477
20
  HMMER,0.8857244339982796,0.8942593541573811,0.9055917105686472,0.8948552500955932,0.8702458271518406,0.8806407005218767,0.8907610618729432,0.8777732000409353,0.8998003723932657,0.8867748276935055,0.8789473684210526,0.8868421052631579,0.9013157894736842,0.8868421052631579,0.8631578947368421,0.8736842105263158,0.8855263157894737,0.8697368421052631,0.8947368421052632,0.8802631578947369,0.8173676518601685,0.8380990284447674,0.8497358749113773,0.8348451429453138,0.7995830212809739,0.816667485982017,0.8262867564059866,0.8086671799673962,0.8421994016886463,0.8234349647118497,0.8671173626264541,0.8981140331029074,0.8963828221454435,0.8581577462710475,0.8733630571127957,0.8729723048613938,0.8776022439648629,0.8760083966212278,0.8782510964113484,0.8885191236924452,0.8592105263157894,0.8894736842105263,0.8907894736842106,0.843421052631579,0.8671052631578947,0.8644736842105263,0.8710526315789474,0.8657894736842106,0.8710526315789474,0.881578947368421,0.7927227805231811,0.8433458705039744,0.8347489420609546,0.7874677611409481,0.8030194438740427,0.8044627043522427,0.805528990915468,0.80101506423109,0.8054112313201446,0.8259438689421135,0.8838424192438605,0.8921219672707627,0.8931676682786011,0.8860166291583353,0.8753250364592648,0.8796113995788182,0.8782061643583134,0.8792458989539333,0.8863499251393241,0.8928307379220323,0.8763157894736842,0.8828947368421053,0.8881578947368421,0.8776315789473684,0.868421052631579,0.8723684210526316,0.8710526315789474,0.8710526315789474,0.8802631578947369,0.8868421052631579,0.8153780736495021,0.8361636437147114,0.8318072597736604,0.8219579690560128,0.8067595549539671,0.8148247615648502,0.8054216593270787,0.8076777244534538,0.8196269103961087,0.8315677150842147,0.8185660914315824,0.8115257134201308,0.8200337506637438,0.816364797771565,0.7953362945436833,0.8085209223608563,0.8039681015669964,0.7856101461988461,0.819259699378899,0.7684990621817407,0.8039473684210526,0.7881578947368421,0.8026315789473685,0.8013157894736842,0.7776315789473685,0.7894736842105263,0.7894736842105263,0.7684210526315789,0.8065789473684211,0.7473684210526316,0.7279789320261325,0.7211116320618047,0.7240924875223883,0.7306878745756599,0.694992951121217,0.7156942012479103,0.6987576032251348,0.6802430387753704,0.7162987041812409,0.6649656925575692
21
+ UNIREP,0.842677146904503,0.5236028167333088,0.8353774172052488,0.8590994294966616,0.7548449691539199,0.6980782391380455,0.7773900667303155,0.8526223564409544,0.8108610259854645,0.7846345595281792,0.8486842105263158,0.5013157894736842,0.8381578947368421,0.8605263157894737,0.7302631578947368,0.6723684210526316,0.756578947368421,0.843421052631579,0.8039473684210526,0.7776315789473685,0.7578078368163275,0.4747146081196288,0.7434702061868262,0.7774555786856502,0.6711528382584078,0.6203560266470205,0.673080663540918,0.7576948806619103,0.7111715915764895,0.6843469556661257,0.844191989439743,0.8317749905078602,0.8428698801290774,0.8576053459511849,0.8435290584866681,0.8162844980475455,0.8092506033645968,0.7467319597716356,0.8442381309815576,0.816774763845294,0.8460526315789474,0.8171052631578948,0.8368421052631579,0.8526315789473684,0.8394736842105263,0.8026315789473685,0.7868421052631579,0.7315789473684211,0.8381578947368421,0.8171052631578948,0.7461951926150238,0.736051321809993,0.7445472448841755,0.7714586101940457,0.7495936366641683,0.7196650528102905,0.6869263614484122,0.6487005324600367,0.748518050318639,0.7189324801147543,0.8274833861932452,0.748118037897249,0.827766315697491,0.8588841198992843,0.8661529069223489,0.8226327652191592,0.7959699454867499,0.7523666199586571,0.7697052366488568,0.794919160975582,0.8289473684210527,0.756578947368421,0.8131578947368421,0.8578947368421053,0.8657894736842106,0.8342105263157895,0.7710526315789473,0.7078947368421052,0.7473684210526316,0.7776315789473685,0.7326165072847507,0.6582583522726466,0.7336523110099413,0.7814469852596888,0.7856827377946762,0.7418141085463645,0.6824069158850872,0.6194164100770886,0.6691612340650203,0.6891368547968812,0.4091770525109873,0.7931881307079539,0.7068393813488587,0.836290370967611,0.7362914415854108,0.745842543165444,0.7493717703383816,0.8034246263704827,0.7906361076952095,0.4633506068634326,0.425,0.7947368421052632,0.6697368421052632,0.8381578947368421,0.6973684210526315,0.7210526315789474,0.7223684210526315,0.7894736842105263,0.8065789473684211,0.3644736842105263,0.4724033229180021,0.6999724955470188,0.564226811353106,0.7389461970407412,0.5711711774000037,0.6423230568307722,0.6293924857651447,0.6974571066998062,0.6885086726513583,0.3648445134363535
22
  ESM2,0.922233366328308,0.9361704042143678,0.9469465753688948,0.8940554785626323,0.945715902651261,0.938374463570262,0.9422306365293586,0.9233690023642064,0.943387774640818,0.9359977963419348,0.9231805929919138,0.9327956989247312,0.946524064171123,0.8821138211382114,0.9453333333333334,0.9369973190348524,0.9425133689839572,0.9203187250996016,0.9442231075697212,0.9344919786096256,0.8746599059294559,0.9006471106906648,0.9137858798124204,0.8347276187680067,0.9120073937369786,0.9019731123730736,0.9067434028055504,0.8749927405259403,0.9105760133304605,0.8967434421548476,0.8996907322332722,0.963334888727508,0.9488905441958002,0.9472602682429128,0.937044514705664,0.9442728267800714,0.9326354059054748,0.949568863402632,0.9371527628997518,0.937239043895744,0.8962264150943396,0.9637096774193548,0.9505347593582888,0.94579945799458,0.936,0.9436997319034852,0.9318181818181818,0.949535192563081,0.9349269588313412,0.9371657754010696,0.841206905324372,0.9429112923115144,0.9185108965417296,0.9152085247544892,0.8995032888242456,0.91131547876869,0.8900599025519494,0.9160896306769034,0.8981944896953113,0.9000469498210393,0.9031472183885072,0.9580451548041324,0.907617677270142,0.93683527101258,0.9239537459089306,0.9345771642265231,0.9335402903806752,0.9339786035913092,0.9408335496357646,0.927563999467156,0.9016172506738545,0.956989247311828,0.9037433155080212,0.934959349593496,0.92,0.9329758713136728,0.9331550802139036,0.9322709163346612,0.9428950863213812,0.93048128342246,0.8450917597962052,0.9332927704807448,0.8557888407722835,0.8993718818550923,0.8787838081121895,0.8965805970612909,0.8927438303886488,0.8919978881143065,0.907856789852136,0.8880869968677473,0.9206402174019308,0.9166196299429304,0.93763607087983,0.9219088257151636,0.9146072046955364,0.93361469273552,0.9155908427993816,0.9006682471084405,0.8918948460216299,0.909641003422202,0.9204851752021564,0.9193548387096774,0.9385026737967914,0.91869918699187,0.9186666666666666,0.9329758713136728,0.9171122994652406,0.903054448871182,0.8911022576361222,0.9144385026737968,0.8696152965188086,0.872795817419239,0.8989118487320926,0.8726808746238625,0.8671300786005905,0.8942211263689421,0.864599479462223,0.8409836695317245,0.8329641777140804,0.8625659615546633
23
  ESM3,0.8662141171059535,0.8810224965796498,0.921832354589182,0.7661084782956633,0.9233862150920976,0.5420490765727157,0.908723524422328,0.9271712666701584,0.8992206848099119,0.8087386062726813,0.8504043126684636,0.8669354838709677,0.9184491978609626,0.7059620596205962,0.9226666666666666,0.4597855227882037,0.9117647058823528,0.9282868525896414,0.896414342629482,0.7981283422459893,0.7943457692060978,0.8115579382392947,0.8707699253340435,0.6484764262234535,0.8753073301303144,0.4935791679486107,0.8567171699995625,0.8797244157899734,0.8411590822139291,0.7220587007813631,0.8646006145079739,0.9337693301086464,0.8964128025359908,0.8953605218044102,0.8983816556537143,0.9351078097021736,0.918986941421152,0.9143871569652318,0.7805131452588592,0.8688017695850303,0.862533692722372,0.9327956989247312,0.8890374331550802,0.8888888888888888,0.892,0.935656836461126,0.9171122994652406,0.9110225763612216,0.7397078353253652,0.8502673796791443,0.7882000641323678,0.8955074135168428,0.8302336392279147,0.833729588298002,0.8381867642697731,0.8980094137451746,0.8671860730681685,0.8593491726508556,0.6649977237702522,0.7845930634430788,0.8158961328925777,0.9009695332057668,0.8821550607847786,0.8818108413817065,0.927708148461673,0.8981455995404343,0.5115817851135223,0.9256213603213695,0.8904288718768703,0.9003956322002551,0.7897574123989218,0.8897849462365591,0.8756684491978609,0.8699186991869918,0.9266666666666666,0.8967828418230563,0.4224598930481283,0.9229747675962816,0.8911022576361222,0.893048128342246,0.738915495892121,0.8414416596481421,0.8068875341508844,0.8172944651501449,0.8822782382565756,0.8408829799728945,0.4444260222778778,0.8767820802462396,0.8318738312224209,0.8454351171326655,0.7718800402616779,0.9282215862961328,0.9150226758696248,0.9292703026895308,0.8821210847529826,0.645252835045813,0.876487800844681,0.8050751337746428,0.8623757366911905,0.8941087555730562,0.7452830188679245,0.9247311827956988,0.9157754010695188,0.9308943089430894,0.876,0.5630026809651475,0.8663101604278075,0.7622841965471447,0.852589641434263,0.893048128342246,0.6915381541754447,0.8865405833105093,0.8618331113287252,0.888454120253327,0.8050903139865204,0.5471701048852617,0.8017266257352063,0.6776240485374595,0.7830462732811954,0.8315245177609283
24
  SaProt,0.8845995951909252,0.911654967092192,0.8951464286237911,0.9072071887671366,0.9002854690752313,0.901749301050772,0.8954598142270596,0.8949798169310196,0.8861857779369717,0.8780120935855146,0.8814016172506739,0.9070080862533692,0.8903743315508021,0.9008152173913044,0.8967828418230563,0.9032258064516128,0.8969210174029452,0.8909574468085106,0.8803191489361702,0.8751677852348994,0.8114070743399604,0.8605989455607083,0.8349722841002248,0.8505339793440058,0.839188737842673,0.8469521334067379,0.8344397605312791,0.8277923432932769,0.814502118433553,0.8075229032684943,0.8435664152995208,0.9029169384964524,0.901730927328364,0.8982991986035703,0.90282021526027,0.8873611620164423,0.9014465307689058,0.9043751337987864,0.880379385787529,0.8807523480678412,0.8315363881401617,0.8975741239892183,0.8983957219251337,0.8940217391304348,0.9048257372654156,0.8803763440860215,0.8969210174029452,0.9042553191489362,0.8789893617021277,0.8791946308724832,0.755521595374896,0.8477531750872578,0.839847338066485,0.8414662088420127,0.8455493500762092,0.8201242530121599,0.8378381615797725,0.8410015704953595,0.8108531430617499,0.8140007245317425,0.8720230788165481,0.899429418487078,0.9164459221778104,0.921711431408501,0.8864307150698767,0.8961003166688577,0.8942232681455139,0.908481895427495,0.8946782616466982,0.8928887553458722,0.866576819407008,0.894878706199461,0.9171122994652406,0.9211956521739132,0.886058981233244,0.8951612903225806,0.8955823293172691,0.9069148936170212,0.8936170212765957,0.8939597315436242,0.7922756639342485,0.8440230523481449,0.8650285571944674,0.8757188577049909,0.8187887998658117,0.8361781136037955,0.8327089245105516,0.8483490029467431,0.8318238464915405,0.8315018728414815,0.8264220800953385,0.902626374538666,0.8693937613730908,0.8876194762392887,0.8812921171657103,0.8968359366533805,0.876161073947986,0.885211893401816,0.8673720094083451,0.8648792811506448,0.8140161725067385,0.8975741239892183,0.8649732620320856,0.8845108695652174,0.8793565683646113,0.8991935483870968,0.8741633199464525,0.8856382978723404,0.8643617021276596,0.8630872483221477,0.7345485963744726,0.846736670053408,0.7952169231851771,0.8256518006996381,0.810478332421693,0.8396406777337981,0.8020636538027249,0.8108999623396214,0.7899640992435163,0.7892547039922541
25
+ ProstT5,0.9267491739104516,0.942863035751086,0.934584832643085,0.9342094802478422,0.930191848165456,0.9377275561775796,0.9259419960894762,0.9291738931618776,0.9192689885906788,0.935952204027048,0.9258760107816713,0.9408602150537636,0.9331550802139036,0.9322493224932248,0.9306666666666666,0.9369973190348524,0.9251336898395722,0.9282868525896414,0.9136786188579016,0.9371657754010696,0.8798609945857592,0.909368656936389,0.893201497529323,0.8957588430836801,0.8891600608926414,0.9007657854368756,0.8785091691436978,0.8837685791814491,0.8717237040070461,0.89922818613341,0.9026661047120372,0.9368786402983508,0.9341397679219694,0.930298889567663,0.9282292595659744,0.9314244854813476,0.9299709907210918,0.9266541624651996,0.9267040567357048,0.933252996501911,0.9002695417789758,0.935483870967742,0.9331550802139036,0.9281842818428184,0.9253333333333332,0.9302949061662198,0.927807486631016,0.9269588313413014,0.9256308100929614,0.9331550802139036,0.8438440330408487,0.9004863652339619,0.8928845172700283,0.8903405029299303,0.8845241128400414,0.8908825501526596,0.8848876446384464,0.879298708141941,0.883689872915862,0.8933729326065077,0.8838883020375131,0.9456592068278192,0.9341347771959606,0.9248455467011742,0.9231645725356944,0.9300510725204624,0.9304286320801464,0.922943444124658,0.937892061728704,0.9328306273847766,0.876010781671159,0.9435483870967742,0.9331550802139036,0.9214092140921408,0.92,0.9302949061662198,0.929144385026738,0.9216467463479416,0.9375830013280212,0.9318181818181818,0.8187909730813007,0.913913767990911,0.8933241023821852,0.8812683502346332,0.876670170884604,0.8897318595078896,0.8851041253203424,0.8747764218520425,0.9008152758961144,0.892359030139497,0.8657986745854176,0.939617820266574,0.8984026622724036,0.924694286605532,0.9155458256918718,0.9063557264415936,0.9154415745895031,0.9148326986102724,0.9098673523013908,0.9075010777539848,0.8517520215633423,0.9368279569892471,0.8917112299465241,0.924119241192412,0.912,0.9088471849865952,0.9131016042780749,0.9123505976095616,0.9083665338645418,0.9050802139037432,0.7777190817272598,0.9037051835921632,0.8385884883589096,0.8805663581331828,0.8647904415475988,0.8551576526328218,0.8606172242837892,0.8601207230466015,0.8565728382221799,0.8514938090103984
26
+ tape_human_cc_embeddings,0.7675448032714519,0.8358998559579955,0.801626398173088,0.8120686350565254,0.7968769898665721,0.8083675616096974,0.8064182151326029,0.7973503884099576,0.8013695881909271,0.7712748077744569,0.7575757575757576,0.8310439560439561,0.796448087431694,0.8049792531120332,0.7969401947148818,0.800818553888131,0.796448087431694,0.7922971114167813,0.7922971114167813,0.7683923705722071,0.6527492613912708,0.7504047135905996,0.6902695843996917,0.7131634245552269,0.6934192198665172,0.6987348427377844,0.696630216513881,0.6735413852407881,0.697997480046364,0.6530015694798583,0.7752352620786059,0.8540584344724527,0.8045826224383605,0.8054642381258842,0.8047516492725812,0.8058779686050453,0.7839737901149868,0.7766552289456337,0.7931689790764511,0.7852757854367401,0.7603305785123967,0.8502747252747253,0.7937158469945356,0.7980636237897649,0.8052851182197497,0.8021828103683493,0.7718579234972678,0.7702888583218707,0.7895460797799174,0.7779291553133515,0.6540372439532263,0.7747876142810999,0.6943025010076563,0.7038219575430846,0.7013937543077964,0.6979480907821336,0.6752865404969971,0.6508928911617237,0.6860570864445176,0.6681404071778292,0.7804138016241975,0.8209600149349336,0.7926624507542467,0.8156119216731383,0.8239964483991236,0.8031009393958325,0.817636781336158,0.789305270471066,0.7846205800091582,0.7754130134996802,0.7672176308539945,0.8090659340659341,0.7827868852459017,0.8105117565698479,0.8178025034770514,0.7967257844474761,0.8101092896174863,0.781292984869326,0.7799174690508941,0.7670299727520435,0.6574051225604405,0.7285845880206585,0.678098284416348,0.7139051297195911,0.7246896329640443,0.6934593494449761,0.7089886501158436,0.6647420073757577,0.6712512513372166,0.6575573214895566,0.7502270369952805,0.8126002360436693,0.7734929200344013,0.7903963637668284,0.7920652615269823,0.7988414691293776,0.7638239427097425,0.7914482069279171,0.7740023136065095,0.7675104571152666,0.7327823691460055,0.8008241758241759,0.7650273224043715,0.7800829875518672,0.7816411682892906,0.7885402455661664,0.755464480874317,0.782668500687758,0.7661623108665749,0.7643051771117166,0.6239509308025818,0.7204917865040059,0.6519644577572157,0.6811794478765067,0.6902685972072136,0.6877459131703647,0.6527580791290649,0.6630659242372015,0.6576280306630258,0.6428384767459384
27
+ tape_human_bp_embeddings,0.8721028212809601,0.9245041635988436,0.923569510501969,0.9108305516471468,0.8968608847639584,0.9088610997048194,0.8955770189938923,0.9187861569853072,0.9063508171570892,0.9101862445886404,0.8636363636363636,0.9217032967032966,0.9234972677595628,0.9073305670816044,0.8970792767732962,0.9085948158253752,0.8920765027322405,0.9188445667125172,0.9037138927097662,0.9087193460490464,0.8005248577732798,0.882273449853345,0.8756019562329215,0.8572073613318337,0.8364118488639724,0.8555605633299583,0.829990789628898,0.8634778437642643,0.8506153965764086,0.8569478378009526,0.8755728917899684,0.927314267271017,0.9176342619431854,0.9056831399053024,0.8950660369165939,0.9130599399185144,0.90237310611488,0.9131539207478128,0.9058396426898896,0.8997862039487138,0.8705234159779615,0.925824175824176,0.918032786885246,0.9017980636237898,0.894297635605007,0.91268758526603,0.8989071038251366,0.9119669876203575,0.905089408528198,0.8978201634877384,0.8060408943354503,0.8858356618232027,0.8669919962808689,0.850833340787802,0.8332126305878251,0.8623615231601481,0.8399546176944621,0.8538232647220495,0.8513840471535418,0.8406259765327879,0.8799438676449834,0.934395444103962,0.9165143286469096,0.910259709733766,0.8909609672344336,0.9094296728758876,0.8888156643970272,0.9108767189386732,0.9063823254160152,0.8986222158840617,0.8746556473829201,0.9326923076923076,0.9153005464480874,0.9073305670816044,0.8887343532684284,0.9072305593451568,0.8852459016393442,0.9105914718019256,0.905089408528198,0.8978201634877384,0.812658510537963,0.8958956141183076,0.8646281401608977,0.857024358669868,0.826428470200331,0.856345285467737,0.8198440655706825,0.8508609767523407,0.8523730071879179,0.840078198937769,0.8872079999965987,0.90974722476363,0.9139662937064263,0.907071128405476,0.8842805643520695,0.904118733190679,0.8853719076032123,0.9040555825885808,0.897389986463432,0.8810670211820145,0.8801652892561983,0.9065934065934066,0.9153005464480874,0.9031811894882434,0.8845618915159944,0.903137789904502,0.8866120218579235,0.9009628610729024,0.8954607977991746,0.8773841961852861,0.8188665471278237,0.8594071929405284,0.8613547943936106,0.8518486223620023,0.818567959203205,0.8493693243078773,0.8181591286703166,0.8384323650491144,0.8379409237086373,0.8136580081901597
28
+ tape_human_mf_embeddings,0.8971511257415596,0.9210104923227479,0.9055820212607611,0.9025595058374088,0.9130975336726421,0.9056744929310382,0.9078118111422325,0.8971765511122576,0.8964287451673705,0.9070585872472937,0.8925619834710744,0.9175824175824175,0.9057377049180327,0.9031811894882434,0.913769123783032,0.9072305593451568,0.9084699453551912,0.8995873452544704,0.8968363136176066,0.9087193460490464,0.8321259250721657,0.8740432270230479,0.8460309730293143,0.8479588599635605,0.861785805575737,0.851822898970929,0.8514824278624988,0.8288162005907288,0.8384486646251376,0.8522751908610482,0.8928390245341377,0.9296312025304284,0.9019535638528098,0.9055924720046493,0.9054781209378167,0.9059075359351744,0.8927352931111797,0.9040138430843574,0.8772011447178494,0.894430400135231,0.8911845730027548,0.929945054945055,0.9043715846994536,0.9073305670816044,0.9054242002781642,0.9072305593451568,0.894808743169399,0.90646492434663,0.8844566712517193,0.8950953678474114,0.8264689534914443,0.8904482035834647,0.843356599926206,0.8534676526216167,0.8479639977158002,0.8519200649744657,0.8305312318748929,0.8416094671721294,0.8195691648719217,0.8325681516917341,0.8999778304066289,0.9370126944222065,0.8830697426252363,0.8985845007028473,0.911896614121738,0.8996444377241085,0.9073291512477757,0.8982629443606958,0.8875861834694018,0.8926829196793565,0.8980716253443526,0.9368131868131868,0.8879781420765027,0.8976486860304288,0.9109874826147427,0.9017735334242838,0.907103825136612,0.8995873452544704,0.8913342503438789,0.8950953678474114,0.8376441007482279,0.9003159376154246,0.8179998051519475,0.840896162847531,0.8606110431354045,0.8448327971610119,0.8500224082902795,0.8309166252422159,0.83024405440234,0.832712177318907,0.8904901705848757,0.9099293938442936,0.8771637729664247,0.8880403639968624,0.9040216750128368,0.8929496416210082,0.8744835851763588,0.8971201499393615,0.8748529236309222,0.8938598767700447,0.8884297520661157,0.9107142857142857,0.8756830601092896,0.8865836791147994,0.9026425591098748,0.8935879945429741,0.8729508196721312,0.8968363136176066,0.8707015130674003,0.8910081743869209,0.8222819435902797,0.8605978953705238,0.7999968319613946,0.8228352180417319,0.8476112612253942,0.8328349419056805,0.7974592496041436,0.8275837968830165,0.8030726762664155,0.8277374545894566
function_results.csv CHANGED
@@ -23,3 +23,6 @@ ESM2,,0.70635,0.77935,0.68333,,0.85476,0.86032,0.87143,,0.93646,0.95833,0.92778,
23
  ESM3,,0.67702,0.78679,0.69333,,0.74381,0.72421,0.77143,,0.89,0.93333,0.875,,0.78279,0.8293,0.81464,,0.9192,0.90553,0.94262,,,,,,0.80261,0.87659,0.80026,,0.82046,0.84554,0.85434,,0.82485,0.83134,0.85733,,0.37286,0.45667,0.38,,0.26476,0.24144,0.32,,0.44631,0.45521,0.49722,,0.40868,0.73585,0.40242,,0.61756,0.69925,0.67,,0.5014,0.69843,0.55616,,0.52615,0.69127,0.58467,,0.65632,0.71165,0.67386,,0.69472,0.77639,0.68831,,0.47951,0.56111,0.47454,,0.37787,0.41518,0.40889,,0.37445,0.41743,0.45091,,0.67596,0.70316,0.73969,,0.6477,0.78481,0.61863,,,,,,0.56142,0.65903,0.56918,,0.64234,0.67744,0.64981,,0.38124,0.51184,0.49407,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36123,0.25717,0.28171,0.20667,0.34,0.44722,0.57045,0.26981,0.62169,0.48025,0.41873,0.32,0.36364,0.20909,0.57789,0.50852,0.17185,0.86718,0.61206,0.57143,0.50833,0.825,0.69296,0.66377,0.7303
24
  SaProt,,0.62254,0.6438,0.68167,,0.80833,0.80444,0.83333,,0.88907,0.95232,0.87778,,0.84776,0.89386,0.81341,,0.91571,0.91663,0.9205,,,,,,0.86654,0.90132,0.85239,,0.87972,0.8886,0.88486,,0.81804,0.84452,0.83627,,0.48479,0.55333,0.49333,,0.25733,0.39333,0.22667,,0.68222,0.69722,0.67222,,0.50511,0.71489,0.43443,,0.61944,0.81879,0.52109,,0.62703,0.70601,0.61843,,0.6109,0.7395,0.57047,,0.71216,0.76149,0.72122,,0.67789,0.77308,0.67984,,0.57471,0.59217,0.59091,,0.48049,0.55155,0.5,,0.47984,0.61495,0.49273,,0.6958,0.80848,0.68723,,0.64597,0.80345,0.60733,,,,,,0.73361,0.78873,0.73656,,0.70593,0.71821,0.72103,,0.49683,0.61053,0.48356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.48963,0.36724,0.40952,0.15333,0.41333,0.67222,0.55493,0.47631,0.59535,0.51795,0.58721,0.45778,0.55454,0.34182,0.6159,0.63306,0.36778,0.8834,0.76583,0.77143,0.51667,0.82778,0.8,0.81012,0.76743
25
  ProstT5,,0.75206,0.76602,0.79556,,0.84749,0.86706,0.87143,,0.89833,0.95833,0.875,,0.86657,0.93247,0.82162,,0.93811,0.92433,0.95406,,,,,,0.90246,0.92628,0.88656,,0.90963,0.9429,0.88807,,0.88112,0.88194,0.89445,,0.49645,0.56444,0.53333,,0.38067,0.53111,0.36667,,0.7006,0.70139,0.71667,,0.6195,0.74446,0.54916,,0.71897,0.80709,0.65928,,0.69078,0.7375,0.6659,,0.68001,0.72585,0.67127,,0.77392,0.85882,0.75406,,0.75238,0.84318,0.71675,,0.60878,0.65909,0.59091,,0.48904,0.51519,0.51778,,0.43782,0.49618,0.42364,,0.73324,0.80122,0.72376,,0.71426,0.79534,0.68006,,,,,,0.80112,0.87221,0.75817,,0.7546,0.78678,0.76422,,0.609,0.66699,0.60928,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.60667,0.47935,0.49273,0.32667,0.46667,0.65,0.68803,0.53949,0.65583,0.55627,0.60136,0.40889,0.51818,0.38364,0.6684,0.71382,0.48296,0.9112,0.80168,0.83809,0.56389,0.85278,0.87042,0.85972,0.80384
 
 
 
 
23
  ESM3,,0.67702,0.78679,0.69333,,0.74381,0.72421,0.77143,,0.89,0.93333,0.875,,0.78279,0.8293,0.81464,,0.9192,0.90553,0.94262,,,,,,0.80261,0.87659,0.80026,,0.82046,0.84554,0.85434,,0.82485,0.83134,0.85733,,0.37286,0.45667,0.38,,0.26476,0.24144,0.32,,0.44631,0.45521,0.49722,,0.40868,0.73585,0.40242,,0.61756,0.69925,0.67,,0.5014,0.69843,0.55616,,0.52615,0.69127,0.58467,,0.65632,0.71165,0.67386,,0.69472,0.77639,0.68831,,0.47951,0.56111,0.47454,,0.37787,0.41518,0.40889,,0.37445,0.41743,0.45091,,0.67596,0.70316,0.73969,,0.6477,0.78481,0.61863,,,,,,0.56142,0.65903,0.56918,,0.64234,0.67744,0.64981,,0.38124,0.51184,0.49407,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36123,0.25717,0.28171,0.20667,0.34,0.44722,0.57045,0.26981,0.62169,0.48025,0.41873,0.32,0.36364,0.20909,0.57789,0.50852,0.17185,0.86718,0.61206,0.57143,0.50833,0.825,0.69296,0.66377,0.7303
24
  SaProt,,0.62254,0.6438,0.68167,,0.80833,0.80444,0.83333,,0.88907,0.95232,0.87778,,0.84776,0.89386,0.81341,,0.91571,0.91663,0.9205,,,,,,0.86654,0.90132,0.85239,,0.87972,0.8886,0.88486,,0.81804,0.84452,0.83627,,0.48479,0.55333,0.49333,,0.25733,0.39333,0.22667,,0.68222,0.69722,0.67222,,0.50511,0.71489,0.43443,,0.61944,0.81879,0.52109,,0.62703,0.70601,0.61843,,0.6109,0.7395,0.57047,,0.71216,0.76149,0.72122,,0.67789,0.77308,0.67984,,0.57471,0.59217,0.59091,,0.48049,0.55155,0.5,,0.47984,0.61495,0.49273,,0.6958,0.80848,0.68723,,0.64597,0.80345,0.60733,,,,,,0.73361,0.78873,0.73656,,0.70593,0.71821,0.72103,,0.49683,0.61053,0.48356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.48963,0.36724,0.40952,0.15333,0.41333,0.67222,0.55493,0.47631,0.59535,0.51795,0.58721,0.45778,0.55454,0.34182,0.6159,0.63306,0.36778,0.8834,0.76583,0.77143,0.51667,0.82778,0.8,0.81012,0.76743
25
  ProstT5,,0.75206,0.76602,0.79556,,0.84749,0.86706,0.87143,,0.89833,0.95833,0.875,,0.86657,0.93247,0.82162,,0.93811,0.92433,0.95406,,,,,,0.90246,0.92628,0.88656,,0.90963,0.9429,0.88807,,0.88112,0.88194,0.89445,,0.49645,0.56444,0.53333,,0.38067,0.53111,0.36667,,0.7006,0.70139,0.71667,,0.6195,0.74446,0.54916,,0.71897,0.80709,0.65928,,0.69078,0.7375,0.6659,,0.68001,0.72585,0.67127,,0.77392,0.85882,0.75406,,0.75238,0.84318,0.71675,,0.60878,0.65909,0.59091,,0.48904,0.51519,0.51778,,0.43782,0.49618,0.42364,,0.73324,0.80122,0.72376,,0.71426,0.79534,0.68006,,,,,,0.80112,0.87221,0.75817,,0.7546,0.78678,0.76422,,0.609,0.66699,0.60928,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.60667,0.47935,0.49273,0.32667,0.46667,0.65,0.68803,0.53949,0.65583,0.55627,0.60136,0.40889,0.51818,0.38364,0.6684,0.71382,0.48296,0.9112,0.80168,0.83809,0.56389,0.85278,0.87042,0.85972,0.80384
26
+ tape_human_cc_embeddings,,0.70915,0.7757,0.71111,,,,,,0.74555,0.77583,0.75,,0.68273,0.76242,0.6449,,0.87347,0.88139,0.87162,,,,,,0.66362,0.73008,0.66014,,0.78561,0.84168,0.783,,0.82958,0.87211,0.81634,,0.64933,0.78,0.6,,0.30778,0.43,0.34,,0.77167,0.78417,0.775,,0.44424,0.66273,0.39112,,0.60201,0.7239,0.54376,,0.57216,0.65883,0.59138,,0.64004,0.67864,0.64898,,0.7576,0.83196,0.71929,,0.63987,0.7198,0.64842,,0.73592,0.8303,0.72364,,0.7236,0.78704,0.71111,,0.61714,0.67833,0.62,,0.66933,0.7184,0.64487,,0.71903,0.77855,0.68422,,,,,,0.79927,0.8181,0.80114,,0.70068,0.73448,0.71045,,0.5472,0.64051,0.54026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.44811,0.34155,0.35707,0.20667,0.44,0.7,0.63541,0.48688,0.52077,0.52615,0.52941,0.6,0.66909,0.52,0.57222,0.6975,0.40171,0.83886,0.57285,,0.6,0.6,0.68775,0.55024,0.74159
27
+ tape_human_bp_embeddings,,0.82111,0.85292,0.83056,,,,,,0.86056,0.87167,0.875,,0.83039,0.89871,0.78533,,0.95244,0.9586,0.94781,,,,,,0.86953,0.90153,0.85584,,0.90097,0.92363,0.89181,,0.91191,0.94304,0.90634,,0.76,0.8,0.76,,0.4673,0.57,0.5,,0.89754,0.90208,0.925,,0.64402,0.8128,0.59803,,0.75713,0.83923,0.70335,,0.70689,0.68747,0.73761,,0.67236,0.74822,0.66955,,0.82039,0.87976,0.78354,,0.81899,0.86502,0.80583,,0.68663,0.75864,0.68545,,0.66582,0.70667,0.68889,,0.58638,0.67167,0.58,,0.70148,0.73895,0.69046,,0.73847,0.83289,0.68077,,,,,,0.83487,0.83324,0.84864,,0.73411,0.77726,0.73686,,0.57159,0.67819,0.56179,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.63459,0.54419,0.43204,0.39333,0.72,0.75,0.71808,0.56486,0.7545,0.56944,0.57271,0.51111,0.56909,0.5,0.58704,0.7425,0.45237,0.93475,0.75395,,0.675,0.825,0.85512,0.78114,0.86634
28
+ tape_human_mf_embeddings,,0.63462,0.64556,0.64167,,,,,,0.84018,0.92083,0.8,,0.79663,0.85683,0.76171,,0.94871,0.94438,0.95479,,,,,,0.80873,0.82574,0.82519,,0.85023,0.85007,0.86406,,0.87772,0.89602,0.89573,,0.66019,0.67667,0.68,,0.56762,0.58778,0.58667,,0.74861,0.77333,0.775,,0.37346,0.56538,0.33683,,0.65097,0.68991,0.65406,,0.56326,0.68069,0.57705,,0.55895,0.73152,0.48298,,0.70029,0.7614,0.70588,,0.73343,0.74907,0.75578,,0.68109,0.73736,0.68364,,0.51873,0.61111,0.48889,,0.65891,0.716,0.7,,0.6028,0.68444,0.5854,,0.63642,0.73569,0.59261,,,,,,0.74668,0.78015,0.76154,,0.62309,0.66002,0.64067,,0.46013,0.50698,0.46077,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.49245,0.27131,0.35607,0.48,0.64,0.625,0.54392,0.43318,0.63708,0.48317,0.50534,0.42222,0.58545,0.56,0.48518,0.6075,0.29677,0.92141,0.71168,,0.55,0.7,0.75477,0.71009,0.8361
leaderboard_results.csv CHANGED
@@ -23,3 +23,6 @@ ESM2,0.2978,0.0,0.2811,0.0001,0.4274,0.0,0.3354,0.0,,,,,,,,,,,,,,,,,0.8321,0.874
23
  ESM3,0.5102,0.0,0.5762,0.0,0.4227,0.0,0.5031,0.0,,,,,,,,,,,,,,,,,0.6839,0.8076,0.8416,0.8261,0.3729,0.4988,0.6074,0.5303,0.3812,0.5176,0.5913,0.5507,0.4793,0.608,0.6801,0.6357,0.8444,0.8259,0.7794,0.8906,0.8819,0.826,0.8535,0.8378,0.7926,0.851,0.833,0.7775,0.5116,5.2333,0.8888
24
  SaProt,0.4032,0.0,0.3691,0.0,0.2419,0.0003,0.338,0.0001,,,,,,,,,,,,,,,,,0.7678,0.831,0.8557,0.8375,0.4591,0.5752,0.6842,0.5486,0.5095,0.6016,0.686,0.6024,0.5788,0.6693,0.742,0.6629,0.8955,0.8923,0.8328,0.8904,0.8866,0.8254,0.8982,0.8971,0.8376,0.8758,0.8727,0.8044,,,
25
  ProstT5,0.4474,0.0,0.4156,0.0,0.0806,0.2304,0.3146,0.0768,,,,,,,,,,,,,,,,,0.8127,0.8745,0.8999,0.8733,0.545,0.6459,0.7238,0.6259,0.5417,0.6435,0.6991,0.6335,0.6331,0.7213,0.7743,0.7109,0.9317,0.9304,0.8901,0.928,0.9266,0.8844,0.9266,0.9245,0.8827,0.9098,0.9064,0.8549,0.7844,5.8314,0.8292
 
 
 
 
23
  ESM3,0.5102,0.0,0.5762,0.0,0.4227,0.0,0.5031,0.0,,,,,,,,,,,,,,,,,0.6839,0.8076,0.8416,0.8261,0.3729,0.4988,0.6074,0.5303,0.3812,0.5176,0.5913,0.5507,0.4793,0.608,0.6801,0.6357,0.8444,0.8259,0.7794,0.8906,0.8819,0.826,0.8535,0.8378,0.7926,0.851,0.833,0.7775,0.5116,5.2333,0.8888
24
  SaProt,0.4032,0.0,0.3691,0.0,0.2419,0.0003,0.338,0.0001,,,,,,,,,,,,,,,,,0.7678,0.831,0.8557,0.8375,0.4591,0.5752,0.6842,0.5486,0.5095,0.6016,0.686,0.6024,0.5788,0.6693,0.742,0.6629,0.8955,0.8923,0.8328,0.8904,0.8866,0.8254,0.8982,0.8971,0.8376,0.8758,0.8727,0.8044,,,
25
  ProstT5,0.4474,0.0,0.4156,0.0,0.0806,0.2304,0.3146,0.0768,,,,,,,,,,,,,,,,,0.8127,0.8745,0.8999,0.8733,0.545,0.6459,0.7238,0.6259,0.5417,0.6435,0.6991,0.6335,0.6331,0.7213,0.7743,0.7109,0.9317,0.9304,0.8901,0.928,0.9266,0.8844,0.9266,0.9245,0.8827,0.9098,0.9064,0.8549,0.7844,5.8314,0.8292
26
+ tape_human_cc_embeddings,0.6262968033335666,2.3809450098674595e-26,0.7042750229409422,9.949759671910668e-35,0.6034443817052514,2.643499228007077e-24,0.6446720693265867,8.89102892735083e-25,,,,,,,,,,,,,,,,,0.6558985714285714,0.7556728571428571,0.8056014285714286,0.7481585714285715,0.4596066666666666,0.5982999999999999,0.6966700000000001,0.5842166666666667,0.5645100000000001,0.68902125,0.7482137500000001,0.67946125,0.5600050793650794,0.6809980357142856,0.7501617261904764,0.6706121626984127,0.7998797243443275,0.7937240483603916,0.6919911697821982,0.7989043958566743,0.791947472007193,0.6906668087156065,0.8003721222097535,0.7922460210949956,0.6898681337444433,0.7814408207855974,0.7717498738322244,0.6671891644093118,,,
27
+ tape_human_bp_embeddings,0.5469837018976148,2.8621348112541442e-19,0.6846789133784649,3.419306030214691e-32,0.6168986935103876,1.293953206883564e-25,0.6161871029288224,9.540453684025638e-20,,,,,,,,,,,,,,,,,0.8130428571428572,0.87813,0.9071571428571428,0.8703842857142857,0.6123988888888889,0.72718,0.7893977777777779,0.7203233333333334,0.5630325,0.6899187500000001,0.7496887499999999,0.6841075,0.6628247486772487,0.76507625,0.8154145568783068,0.7582717063492064,0.9067629269222628,0.9045195895983068,0.8508611905155833,0.905548341124588,0.903694732664364,0.849106395307814,0.904620091487572,0.902469092667571,0.8476136627603814,0.8974276442252119,0.8953359990121719,0.8367604865953275,,,
28
+ tape_human_mf_embeddings,0.8084498316229154,3.615332148264959e-54,0.5520261613310941,3.4731103688333775e-19,0.4488414883467357,7.504941300268128e-13,0.6031058271002484,2.501648257792831e-13,,,,,,,,,,,,,,,,,0.7405785714285714,0.8224028571428572,0.84849,0.8204500000000001,0.4976677777777777,0.6174200000000001,0.6906388888888889,0.6171388888888889,0.49320375,0.61598125,0.6789687500000001,0.61419,0.577150033068783,0.6852680357142859,0.7393658796296297,0.6839262962962964,0.9053550866435313,0.9053675928864273,0.8484790173574168,0.9009782600843634,0.9026312245967348,0.8437903487923677,0.9016047018759996,0.902639344488587,0.844619511191329,0.8902911553542989,0.8889138151401399,0.8242011269438037,,,
similarity_results.csv CHANGED
@@ -8,18 +8,21 @@ MUT2VEC,0.5462247913812742,2.6648168646769584e-20,0.3948878923766817,8.902492861
8
  GENE2VEC,0.1756222504801268,0.0057448955732791,0.359607993537279,6.832652069339137e-09,0.407953665862896,2.5324890595081728e-11,0.3143946366267673,0.0019149674770853,,,,,,,,,,,,,,,,
9
  XLNET,0.2270935836252544,0.0004255217205398,0.2549405428464779,0.0003996981320453,0.3090004241910071,2.5504237823583223e-06,0.2636781835542465,0.0002759234254558,,,,,,,,,,,,,,,,
10
  T5,0.5663605927245389,1.6651780868008073e-21,0.3984518032670328,1.3597547816366492e-08,0.2126939158889831,0.0013983844195919,0.392502103960185,0.0004661326723799,,,,,,,,,,,,,,,,
11
- SEQVEC,0.42379535007446245,3.836091946107342e-12,0.4242066438730631,4.02619839196181e-12,0.2436484071644948,0.00010961135917583849,0.3638834670373401,3.653712234604294e-05,,,,,,,,,,,,,,,,
12
  TCGA-EMBEDDING,0.0375448135213401,0.55782521975525,0.5033396964743626,6.003047049037164e-17,0.4822408636127631,8.634372908060867e-16,0.3410417912028219,0.185941739918417,,,,,,,,,,,,,,,,
13
- PFAM,0.3489483982233921,1.877722902620754e-08,0.510730419386372,1.114133339243178e-17,0.422215963284985,4.247926093523296e-12,0.4272982602982497,6.2604923211474655e-09,,,,,,,,,,,,,,,,
14
  CPC-PROT,0.0604542610865414,0.3541297210052825,-0.0869798610000177,0.2340072675203556,0.1090657842339456,0.1042913765903023,0.0275133947734897,0.2308094550386468,,,,,,,,,,,,,,,,
15
- ESM1B,0.384697625027269,8.870758807649622e-10,0.3731936223537567,1.2308236239109248e-07,0.4151856052080267,1.0531459683186124e-10,0.3910256175296842,4.135825095622976e-08,,,,,,,,,,,,,,,,
16
  BERT-BFD,0.2918631086847955,4.893623100352673e-06,0.4157201514424359,2.702080353630567e-09,0.3234845992693526,7.937879082606092e-07,0.3436892864655279,1.8967043629889704e-06,,,,,,,,,,,,,,,,
17
  BERT-PFAM,0.4964861293154893,3.732414283758915e-16,0.2217707389039976,0.0021629150128432,0.2068266617033433,0.001903663251382,0.3083611766409434,0.0013555260880752,,,,,,,,,,,,,,,,
18
  ALBERT,0.2218813721583892,0.0005801073837487,0.3181002150766988,8.174677802601285e-06,0.3690126305036619,1.3363892045333629e-08,0.3029980725795833,0.0001960984751477,,,,,,,,,,,,,,,,
19
  BLAST,0.1127460653100103,0.0775674407393031,0.0884833522711429,0.1673988859627581,0.3431671202767732,3.1135714073061366e-08,0.1814655126193088,0.0816554526125918,,,,,,,,,,,,,,,,
20
  HMMER,0.1373599246282869,0.0312674758751548,0.3218542802568603,2.6085514590925364e-07,0.1577102930764373,0.0130798221788381,0.2056414993205282,0.0147825196363796,,,,,,,,,,,,,,,,
21
- UNIREP,0.42133274757518285,5.254792153325089e-12,0.3247590759614522,2.0048389618732375e-07,0.4695106024457135,6.036878830381285e-15,0.40520080866078284,6.682971900545196e-08,,,,,,,,,,,,,,,,
22
  ESM2,0.2977856665086115,3.065042702588219e-06,0.281050143088217,8.950030668598434e-05,0.4273702754644458,2.5792468349760803e-11,0.3354020283537581,3.085512506034697e-05,,,,,,,,,,,,,,,,
23
  ESM3,0.5102468363444927,4.10736409041891e-17,0.5762295810448107,4.115964472439376e-18,0.4227236525442803,4.440054365268544e-11,0.5030666899778612,1.4800196280763605e-11,,,,,,,,,,,,,,,,
24
  SaProt,0.4031774477652035,1.1194701580503788e-10,0.3690662827280969,1.7337124606608502e-07,0.2418927575878248,0.0002661196434171,0.3380454960270417,8.876437553673041e-05,,,,,,,,,,,,,,,,
25
- ProstT5,0.44743076376656654,4.558891379901188e-13,0.41559572690591723,2.7346299210504223e-09,0.08063524767560641,0.23040049133435295,0.3145539127826967,0.07680016468981292,,,,,,,,,,,,,,,,
 
 
 
 
8
  GENE2VEC,0.1756222504801268,0.0057448955732791,0.359607993537279,6.832652069339137e-09,0.407953665862896,2.5324890595081728e-11,0.3143946366267673,0.0019149674770853,,,,,,,,,,,,,,,,
9
  XLNET,0.2270935836252544,0.0004255217205398,0.2549405428464779,0.0003996981320453,0.3090004241910071,2.5504237823583223e-06,0.2636781835542465,0.0002759234254558,,,,,,,,,,,,,,,,
10
  T5,0.5663605927245389,1.6651780868008073e-21,0.3984518032670328,1.3597547816366492e-08,0.2126939158889831,0.0013983844195919,0.392502103960185,0.0004661326723799,,,,,,,,,,,,,,,,
11
+ SEQVEC,0.4237953500744624,3.836091946107342e-12,0.4242066438730631,4.02619839196181e-12,0.2436484071644948,0.0001096113591758,0.3638834670373401,3.653712234604294e-05,,,,,,,,,,,,,,,,
12
  TCGA-EMBEDDING,0.0375448135213401,0.55782521975525,0.5033396964743626,6.003047049037164e-17,0.4822408636127631,8.634372908060867e-16,0.3410417912028219,0.185941739918417,,,,,,,,,,,,,,,,
13
+ PFAM,0.3489483982233921,1.877722902620754e-08,0.510730419386372,1.114133339243178e-17,0.422215963284985,4.247926093523296e-12,0.4272982602982497,6.260492321147465e-09,,,,,,,,,,,,,,,,
14
  CPC-PROT,0.0604542610865414,0.3541297210052825,-0.0869798610000177,0.2340072675203556,0.1090657842339456,0.1042913765903023,0.0275133947734897,0.2308094550386468,,,,,,,,,,,,,,,,
15
+ ESM1B,0.384697625027269,8.87075880764962e-10,0.3731936223537567,1.2308236239109248e-07,0.4151856052080267,1.0531459683186124e-10,0.3910256175296842,4.135825095622976e-08,,,,,,,,,,,,,,,,
16
  BERT-BFD,0.2918631086847955,4.893623100352673e-06,0.4157201514424359,2.702080353630567e-09,0.3234845992693526,7.937879082606092e-07,0.3436892864655279,1.8967043629889704e-06,,,,,,,,,,,,,,,,
17
  BERT-PFAM,0.4964861293154893,3.732414283758915e-16,0.2217707389039976,0.0021629150128432,0.2068266617033433,0.001903663251382,0.3083611766409434,0.0013555260880752,,,,,,,,,,,,,,,,
18
  ALBERT,0.2218813721583892,0.0005801073837487,0.3181002150766988,8.174677802601285e-06,0.3690126305036619,1.3363892045333629e-08,0.3029980725795833,0.0001960984751477,,,,,,,,,,,,,,,,
19
  BLAST,0.1127460653100103,0.0775674407393031,0.0884833522711429,0.1673988859627581,0.3431671202767732,3.1135714073061366e-08,0.1814655126193088,0.0816554526125918,,,,,,,,,,,,,,,,
20
  HMMER,0.1373599246282869,0.0312674758751548,0.3218542802568603,2.6085514590925364e-07,0.1577102930764373,0.0130798221788381,0.2056414993205282,0.0147825196363796,,,,,,,,,,,,,,,,
21
+ UNIREP,0.4213327475751828,5.254792153325089e-12,0.3247590759614522,2.0048389618732375e-07,0.4695106024457135,6.036878830381285e-15,0.4052008086607828,6.682971900545196e-08,,,,,,,,,,,,,,,,
22
  ESM2,0.2977856665086115,3.065042702588219e-06,0.281050143088217,8.950030668598434e-05,0.4273702754644458,2.5792468349760803e-11,0.3354020283537581,3.085512506034697e-05,,,,,,,,,,,,,,,,
23
  ESM3,0.5102468363444927,4.10736409041891e-17,0.5762295810448107,4.115964472439376e-18,0.4227236525442803,4.440054365268544e-11,0.5030666899778612,1.4800196280763605e-11,,,,,,,,,,,,,,,,
24
  SaProt,0.4031774477652035,1.1194701580503788e-10,0.3690662827280969,1.7337124606608502e-07,0.2418927575878248,0.0002661196434171,0.3380454960270417,8.876437553673041e-05,,,,,,,,,,,,,,,,
25
+ ProstT5,0.4474307637665665,4.558891379901188e-13,0.4155957269059172,2.7346299210504223e-09,0.0806352476756064,0.2304004913343529,0.3145539127826967,0.0768001646898129,,,,,,,,,,,,,,,,
26
+ tape_human_cc_embeddings,0.6262968033335666,2.3809450098674595e-26,0.7042750229409422,9.949759671910668e-35,0.6034443817052514,2.643499228007077e-24,0.6446720693265867,8.89102892735083e-25,,,,,,,,,,,,,,,,
27
+ tape_human_bp_embeddings,0.5469837018976148,2.8621348112541433e-19,0.6846789133784649,3.419306030214691e-32,0.6168986935103876,1.293953206883564e-25,0.6161871029288224,9.540453684025638e-20,,,,,,,,,,,,,,,,
28
+ tape_human_mf_embeddings,0.8084498316229154,3.6153321482649593e-54,0.5520261613310941,3.4731103688333775e-19,0.44884148834673576,7.504941300268126e-13,0.6031058271002484,2.501648257792831e-13,,,,,,,,,,,,,,,,