Datasets:

ftopal
/

huggingface-models-embeddings

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train · 241k rows

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	### eus-deu * source group: Basque * target group: German * OPUS readme: [eus-deu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eus-deu/README.md) * model: transformer-align * source language(s): eus * target language(s): deu * 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/eus-deu/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eus-deu/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eus-deu/opus-2020-06-16.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba-test.eus.deu \| 36.3 \| 0.562 \| ### System Info: - hf_name: eus-deu - source_languages: eus - target_languages: deu - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eus-deu/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['eu', 'de'] - src_constituents: {'eus'} - tgt_constituents: {'deu'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eus-deu/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eus-deu/opus-2020-06-16.test.txt - src_alpha3: eus - tgt_alpha3: deu - short_pair: eu-de - chrF2_score: 0.562 - bleu: 36.3 - brevity_penalty: 0.953 - ref_len: 3315.0 - src_name: Basque - tgt_name: German - train_date: 2020-06-16 - src_alpha2: eu - tgt_alpha2: de - prefer_old: False - long_pair: eus-deu - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["eu", "de"], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-eu-de	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "eu", "de", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "eu", "de" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #eu #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### eus-deu * source group: Basque * target group: German * OPUS readme: eus-deu * model: transformer-align * source language(s): eus * target language(s): deu * 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: 36.3, chr-F: 0.562 ### System Info: * hf\_name: eus-deu * source\_languages: eus * target\_languages: deu * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['eu', 'de'] * src\_constituents: {'eus'} * tgt\_constituents: {'deu'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm12k,spm12k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eus * tgt\_alpha3: deu * short\_pair: eu-de * chrF2\_score: 0.562 * bleu: 36.3 * brevity\_penalty: 0.953 * ref\_len: 3315.0 * src\_name: Basque * tgt\_name: German * train\_date: 2020-06-16 * src\_alpha2: eu * tgt\_alpha2: de * prefer\_old: False * long\_pair: eus-deu * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### eus-deu\n\n\n* source group: Basque\n* target group: German\n* OPUS readme: eus-deu\n* model: transformer-align\n* source language(s): eus\n* target language(s): deu\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: 36.3, chr-F: 0.562", "### System Info:\n\n\n* hf\\_name: eus-deu\n* source\\_languages: eus\n* target\\_languages: deu\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['eu', 'de']\n* src\\_constituents: {'eus'}\n* tgt\\_constituents: {'deu'}\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: eus\n* tgt\\_alpha3: deu\n* short\\_pair: eu-de\n* chrF2\\_score: 0.562\n* bleu: 36.3\n* brevity\\_penalty: 0.953\n* ref\\_len: 3315.0\n* src\\_name: Basque\n* tgt\\_name: German\n* train\\_date: 2020-06-16\n* src\\_alpha2: eu\n* tgt\\_alpha2: de\n* prefer\\_old: False\n* long\\_pair: eus-deu\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 #eu #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eus-deu\n\n\n* source group: Basque\n* target group: German\n* OPUS readme: eus-deu\n* model: transformer-align\n* source language(s): eus\n* target language(s): deu\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: 36.3, chr-F: 0.562", "### System Info:\n\n\n* hf\\_name: eus-deu\n* source\\_languages: eus\n* target\\_languages: deu\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['eu', 'de']\n* src\\_constituents: {'eus'}\n* tgt\\_constituents: {'deu'}\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: eus\n* tgt\\_alpha3: deu\n* short\\_pair: eu-de\n* chrF2\\_score: 0.562\n* bleu: 36.3\n* brevity\\_penalty: 0.953\n* ref\\_len: 3315.0\n* src\\_name: Basque\n* tgt\\_name: German\n* train\\_date: 2020-06-16\n* src\\_alpha2: eu\n* tgt\\_alpha2: de\n* prefer\\_old: False\n* long\\_pair: eus-deu\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 61, 123, 393 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #eu #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eus-deu\n\n\n* source group: Basque\n* target group: German\n* OPUS readme: eus-deu\n* model: transformer-align\n* source language(s): eus\n* target language(s): deu\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: 36.3, chr-F: 0.562" ]	[ -0.13200654089450836, 0.047929469496011734, -0.0030191787518560886, 0.07357031106948853, 0.09295053035020828, 0.015619835816323757, 0.09647943824529648, 0.09462550282478333, 0.023597942665219307, 0.03783252835273743, 0.11106971651315689, 0.12259464710950851, 0.025724822655320168, 0.13151977956295013, -0.030497852712869644, -0.16669179499149323, 0.08881235867738724, 0.03712047263979912, -0.10512033104896545, 0.08938110619783401, 0.1026870459318161, -0.02472284436225891, 0.12101460248231888, -0.027809860184788704, -0.02778777852654457, 0.13885529339313507, -0.01964997686445713, -0.07372795790433884, 0.08207820355892181, 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null	null	transformers	### opus-mt-eu-en * source languages: eu * target languages: en * OPUS readme: [eu-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/eu-en/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/eu-en/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/eu-en/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/eu-en/opus-2019-12-18.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.eu.en \| 46.1 \| 0.638 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-eu-en	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "eu", "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 #eu #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-eu-en * source languages: eu * target languages: en * OPUS readme: eu-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: 46.1, chr-F: 0.638	[ "### opus-mt-eu-en\n\n\n* source languages: eu\n* target languages: en\n* OPUS readme: eu-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: 46.1, chr-F: 0.638" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #eu #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-eu-en\n\n\n* source languages: eu\n* target languages: en\n* OPUS readme: eu-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: 46.1, chr-F: 0.638" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #eu #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-eu-en\n\n\n* source languages: eu\n* target languages: en\n* OPUS readme: eu-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, 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null	null	transformers	### eus-spa * source group: Basque * target group: Spanish * OPUS readme: [eus-spa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eus-spa/README.md) * model: transformer-align * source language(s): eus * target language(s): spa * 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/eus-spa/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eus-spa/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eus-spa/opus-2020-06-17.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba-test.eus.spa \| 48.8 \| 0.673 \| ### System Info: - hf_name: eus-spa - source_languages: eus - target_languages: spa - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eus-spa/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['eu', 'es'] - src_constituents: {'eus'} - tgt_constituents: {'spa'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eus-spa/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eus-spa/opus-2020-06-17.test.txt - src_alpha3: eus - tgt_alpha3: spa - short_pair: eu-es - chrF2_score: 0.6729999999999999 - bleu: 48.8 - brevity_penalty: 0.9640000000000001 - ref_len: 12469.0 - src_name: Basque - tgt_name: Spanish - train_date: 2020-06-17 - src_alpha2: eu - tgt_alpha2: es - prefer_old: False - long_pair: eus-spa - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["eu", "es"], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-eu-es	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "eu", "es", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "eu", "es" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #eu #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### eus-spa * source group: Basque * target group: Spanish * OPUS readme: eus-spa * model: transformer-align * source language(s): eus * target language(s): spa * 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: 48.8, chr-F: 0.673 ### System Info: * hf\_name: eus-spa * source\_languages: eus * target\_languages: spa * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['eu', 'es'] * src\_constituents: {'eus'} * tgt\_constituents: {'spa'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eus * tgt\_alpha3: spa * short\_pair: eu-es * chrF2\_score: 0.6729999999999999 * bleu: 48.8 * brevity\_penalty: 0.9640000000000001 * ref\_len: 12469.0 * src\_name: Basque * tgt\_name: Spanish * train\_date: 2020-06-17 * src\_alpha2: eu * tgt\_alpha2: es * prefer\_old: False * long\_pair: eus-spa * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### eus-spa\n\n\n* source group: Basque\n* target group: Spanish\n* OPUS readme: eus-spa\n* model: transformer-align\n* source language(s): eus\n* target language(s): spa\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: 48.8, chr-F: 0.673", "### System Info:\n\n\n* hf\\_name: eus-spa\n* source\\_languages: eus\n* target\\_languages: spa\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['eu', 'es']\n* src\\_constituents: {'eus'}\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: eus\n* tgt\\_alpha3: spa\n* short\\_pair: eu-es\n* chrF2\\_score: 0.6729999999999999\n* bleu: 48.8\n* brevity\\_penalty: 0.9640000000000001\n* ref\\_len: 12469.0\n* src\\_name: Basque\n* tgt\\_name: Spanish\n* train\\_date: 2020-06-17\n* src\\_alpha2: eu\n* tgt\\_alpha2: es\n* prefer\\_old: False\n* long\\_pair: eus-spa\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 #eu #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eus-spa\n\n\n* source group: Basque\n* target group: Spanish\n* OPUS readme: eus-spa\n* model: transformer-align\n* source language(s): eus\n* target language(s): spa\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: 48.8, chr-F: 0.673", "### System Info:\n\n\n* hf\\_name: eus-spa\n* source\\_languages: eus\n* target\\_languages: spa\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['eu', 'es']\n* src\\_constituents: {'eus'}\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: eus\n* tgt\\_alpha3: spa\n* short\\_pair: eu-es\n* chrF2\\_score: 0.6729999999999999\n* bleu: 48.8\n* brevity\\_penalty: 0.9640000000000001\n* ref\\_len: 12469.0\n* src\\_name: Basque\n* tgt\\_name: Spanish\n* train\\_date: 2020-06-17\n* src\\_alpha2: eu\n* tgt\\_alpha2: es\n* prefer\\_old: False\n* long\\_pair: eus-spa\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 61, 121, 398 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #eu #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eus-spa\n\n\n* source group: Basque\n* target group: Spanish\n* OPUS readme: eus-spa\n* model: transformer-align\n* source language(s): eus\n* target language(s): spa\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: 48.8, chr-F: 0.673" ]	[ -0.13841252028942108, 0.09371243417263031, -0.0036826899740844965, 0.07440852373838425, 0.1069287434220314, 0.00582826416939497, 0.07227989286184311, 0.12371764332056046, 0.015074599534273148, 0.04401470348238945, 0.09244360774755478, 0.1331273764371872, 0.012058916501700878, 0.1265936940908432, -0.0421200729906559, -0.15113431215286255, 0.0804252102971077, 0.025949105620384216, -0.09848103672266006, 0.10929393023252487, 0.07291919738054276, -0.025220388546586037, 0.11442313343286514, -0.020776009187102318, 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null	null	transformers	### eus-rus * source group: Basque * target group: Russian * OPUS readme: [eus-rus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eus-rus/README.md) * model: transformer-align * source language(s): eus * target language(s): rus * 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/eus-rus/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eus-rus/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eus-rus/opus-2020-06-16.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba-test.eus.rus \| 31.3 \| 0.502 \| ### System Info: - hf_name: eus-rus - source_languages: eus - target_languages: rus - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eus-rus/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['eu', 'ru'] - src_constituents: {'eus'} - tgt_constituents: {'rus'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eus-rus/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eus-rus/opus-2020-06-16.test.txt - src_alpha3: eus - tgt_alpha3: rus - short_pair: eu-ru - chrF2_score: 0.502 - bleu: 31.3 - brevity_penalty: 0.9420000000000001 - ref_len: 2428.0 - src_name: Basque - tgt_name: Russian - train_date: 2020-06-16 - src_alpha2: eu - tgt_alpha2: ru - prefer_old: False - long_pair: eus-rus - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["eu", "ru"], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-eu-ru	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "eu", "ru", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "eu", "ru" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #eu #ru #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### eus-rus * source group: Basque * target group: Russian * OPUS readme: eus-rus * model: transformer-align * source language(s): eus * target language(s): rus * 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: 31.3, chr-F: 0.502 ### System Info: * hf\_name: eus-rus * source\_languages: eus * target\_languages: rus * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['eu', 'ru'] * src\_constituents: {'eus'} * tgt\_constituents: {'rus'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm4k,spm4k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: eus * tgt\_alpha3: rus * short\_pair: eu-ru * chrF2\_score: 0.502 * bleu: 31.3 * brevity\_penalty: 0.9420000000000001 * ref\_len: 2428.0 * src\_name: Basque * tgt\_name: Russian * train\_date: 2020-06-16 * src\_alpha2: eu * tgt\_alpha2: ru * prefer\_old: False * long\_pair: eus-rus * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### eus-rus\n\n\n* source group: Basque\n* target group: Russian\n* OPUS readme: eus-rus\n* model: transformer-align\n* source language(s): eus\n* target language(s): rus\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: 31.3, chr-F: 0.502", "### System Info:\n\n\n* hf\\_name: eus-rus\n* source\\_languages: eus\n* target\\_languages: rus\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['eu', 'ru']\n* src\\_constituents: {'eus'}\n* tgt\\_constituents: {'rus'}\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: eus\n* tgt\\_alpha3: rus\n* short\\_pair: eu-ru\n* chrF2\\_score: 0.502\n* bleu: 31.3\n* brevity\\_penalty: 0.9420000000000001\n* ref\\_len: 2428.0\n* src\\_name: Basque\n* tgt\\_name: Russian\n* train\\_date: 2020-06-16\n* src\\_alpha2: eu\n* tgt\\_alpha2: ru\n* prefer\\_old: False\n* long\\_pair: eus-rus\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 #eu #ru #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### eus-rus\n\n\n* source group: Basque\n* target group: Russian\n* OPUS readme: eus-rus\n* model: transformer-align\n* source language(s): eus\n* target language(s): rus\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: 31.3, chr-F: 0.502", "### System Info:\n\n\n* hf\\_name: eus-rus\n* source\\_languages: eus\n* target\\_languages: rus\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['eu', 'ru']\n* src\\_constituents: {'eus'}\n* tgt\\_constituents: {'rus'}\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: eus\n* tgt\\_alpha3: rus\n* short\\_pair: eu-ru\n* chrF2\\_score: 0.502\n* bleu: 31.3\n* brevity\\_penalty: 0.9420000000000001\n* ref\\_len: 2428.0\n* src\\_name: Basque\n* tgt\\_name: Russian\n* train\\_date: 2020-06-16\n* src\\_alpha2: eu\n* tgt\\_alpha2: ru\n* prefer\\_old: False\n* long\\_pair: eus-rus\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 61, 120, 392 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #eu #ru #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### eus-rus\n\n\n* source group: Basque\n* target group: Russian\n* OPUS readme: eus-rus\n* model: transformer-align\n* source language(s): eus\n* target language(s): rus\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: 31.3, chr-F: 0.502" ]	[ -0.11832001805305481, 0.05354318395256996, -0.0037598065100610256, 0.057300057262182236, 0.11637618392705917, 0.012429028749465942, 0.11887161433696747, 0.10042257606983185, 0.0512942373752594, 0.029350953176617622, 0.11125502735376358, 0.07323020696640015, 0.0072530657052993774, 0.14125588536262512, -0.01921006664633751, -0.15722045302391052, 0.0798112228512764, 0.014110253192484379, -0.11341870576143265, 0.1105937659740448, 0.09218228608369827, -0.028338618576526642, 0.10576468706130981, -0.023317936807870865, -0.042779527604579926, 0.13721200823783875, 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null	null	transformers	### euq-eng * source group: Basque (family) * target group: English * OPUS readme: [euq-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/euq-eng/README.md) * model: transformer * source language(s): eus * target language(s): eng * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba-test.eus.eng \| 41.5 \| 0.594 \| \| Tatoeba-test.eus-eng.eus.eng \| 41.5 \| 0.594 \| ### System Info: - hf_name: euq-eng - source_languages: euq - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/euq-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['euq', 'en'] - src_constituents: {'eus'} - tgt_constituents: {'eng'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.test.txt - src_alpha3: euq - tgt_alpha3: eng - short_pair: euq-en - chrF2_score: 0.594 - bleu: 41.5 - brevity_penalty: 0.9640000000000001 - ref_len: 8157.0 - src_name: Basque (family) - tgt_name: English - train_date: 2020-07-26 - src_alpha2: euq - tgt_alpha2: en - prefer_old: False - long_pair: euq-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["euq", "en"], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-euq-en	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "euq", "en", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "euq", "en" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #euq #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### euq-eng * source group: Basque (family) * target group: English * OPUS readme: euq-eng * model: transformer * source language(s): eus * target language(s): eng * model: transformer * pre-processing: normalization + SentencePiece (spm12k,spm12k) * download original weights: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 41.5, chr-F: 0.594 testset: URL, BLEU: 41.5, chr-F: 0.594 ### System Info: * hf\_name: euq-eng * source\_languages: euq * target\_languages: eng * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['euq', 'en'] * src\_constituents: {'eus'} * tgt\_constituents: {'eng'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm12k,spm12k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: euq * tgt\_alpha3: eng * short\_pair: euq-en * chrF2\_score: 0.594 * bleu: 41.5 * brevity\_penalty: 0.9640000000000001 * ref\_len: 8157.0 * src\_name: Basque (family) * tgt\_name: English * train\_date: 2020-07-26 * src\_alpha2: euq * tgt\_alpha2: en * prefer\_old: False * long\_pair: euq-eng * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### euq-eng\n\n\n* source group: Basque (family)\n* target group: English\n* OPUS readme: euq-eng\n* model: transformer\n* source language(s): eus\n* target language(s): eng\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: 41.5, chr-F: 0.594\ntestset: URL, BLEU: 41.5, chr-F: 0.594", "### System Info:\n\n\n* hf\\_name: euq-eng\n* source\\_languages: euq\n* target\\_languages: eng\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['euq', 'en']\n* src\\_constituents: {'eus'}\n* tgt\\_constituents: {'eng'}\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: euq\n* tgt\\_alpha3: eng\n* short\\_pair: euq-en\n* chrF2\\_score: 0.594\n* bleu: 41.5\n* brevity\\_penalty: 0.9640000000000001\n* ref\\_len: 8157.0\n* src\\_name: Basque (family)\n* tgt\\_name: English\n* train\\_date: 2020-07-26\n* src\\_alpha2: euq\n* tgt\\_alpha2: en\n* prefer\\_old: False\n* long\\_pair: euq-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 #euq #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### euq-eng\n\n\n* source group: Basque (family)\n* target group: English\n* OPUS readme: euq-eng\n* model: transformer\n* source language(s): eus\n* target language(s): eng\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: 41.5, chr-F: 0.594\ntestset: URL, BLEU: 41.5, chr-F: 0.594", "### System Info:\n\n\n* hf\\_name: euq-eng\n* source\\_languages: euq\n* target\\_languages: eng\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['euq', 'en']\n* src\\_constituents: {'eus'}\n* tgt\\_constituents: {'eng'}\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: euq\n* tgt\\_alpha3: eng\n* short\\_pair: euq-en\n* chrF2\\_score: 0.594\n* bleu: 41.5\n* brevity\\_penalty: 0.9640000000000001\n* ref\\_len: 8157.0\n* src\\_name: Basque (family)\n* tgt\\_name: English\n* train\\_date: 2020-07-26\n* src\\_alpha2: euq\n* tgt\\_alpha2: en\n* prefer\\_old: False\n* long\\_pair: euq-eng\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 62, 138, 401 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #euq #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### euq-eng\n\n\n* source group: Basque (family)\n* target group: English\n* OPUS readme: euq-eng\n* model: transformer\n* source language(s): eus\n* target language(s): eng\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: 41.5, chr-F: 0.594\ntestset: URL, BLEU: 41.5, chr-F: 0.594" ]	[ -0.15080708265304565, 0.10477090626955032, -0.0044692642986774445, 0.06913723051548004, 0.08711043745279312, 0.026775136590003967, 0.07088940590620041, 0.13423088192939758, 0.0361790806055069, 0.036207329481840134, 0.10141421109437943, 0.11922281980514526, 0.03738326206803322, 0.14950458705425262, -0.0493902750313282, -0.12215207517147064, 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null	null	transformers	### opus-mt-fi-NORWAY * source languages: fi * target languages: nb_NO,nb,nn_NO,nn,nog,no_nb,no * OPUS readme: [fi-nb_NO+nb+nn_NO+nn+nog+no_nb+no](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-nb_NO+nb+nn_NO+nn+nog+no_nb+no/README.md) * dataset: opus * 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-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-nb_NO+nb+nn_NO+nn+nog+no_nb+no/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-nb_NO+nb+nn_NO+nn+nog+no_nb+no/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-nb_NO+nb+nn_NO+nn+nog+no_nb+no/opus-2020-01-16.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.no \| 34.2 \| 0.545 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-NORWAY	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "no", "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 #fi #no #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-NORWAY * source languages: fi * target languages: nb\_NO,nb,nn\_NO,nn,nog,no\_nb,no * OPUS readme: fi-nb\_NO+nb+nn\_NO+nn+nog+no\_nb+no * dataset: opus * 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: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 34.2, chr-F: 0.545	[ "### opus-mt-fi-NORWAY\n\n\n* source languages: fi\n* target languages: nb\\_NO,nb,nn\\_NO,nn,nog,no\\_nb,no\n* OPUS readme: fi-nb\\_NO+nb+nn\\_NO+nn+nog+no\\_nb+no\n* dataset: opus\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: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.2, chr-F: 0.545" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #no #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-NORWAY\n\n\n* source languages: fi\n* target languages: nb\\_NO,nb,nn\\_NO,nn,nog,no\\_nb,no\n* OPUS readme: fi-nb\\_NO+nb+nn\\_NO+nn+nog+no\\_nb+no\n* dataset: opus\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: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 34.2, chr-F: 0.545" ]	[ 61, 175 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #no #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-NORWAY\n\n\n* source languages: fi\n* target languages: nb\\_NO,nb,nn\\_NO,nn,nog,no\\_nb,no\n* OPUS readme: fi-nb\\_NO+nb+nn\\_NO+nn+nog+no\\_nb+no\n* dataset: opus\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: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 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null	null	transformers	### opus-mt-fi-ZH * source languages: fi * target languages: cmn,cn,yue,ze_zh,zh_cn,zh_CN,zh_HK,zh_tw,zh_TW,zh_yue,zhs,zht,zh * OPUS readme: [fi-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/README.md) * dataset: opus * 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-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-cmn+cn+yue+ze_zh+zh_cn+zh_CN+zh_HK+zh_tw+zh_TW+zh_yue+zhs+zht+zh/opus-2020-01-16.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| bible-uedin.fi.zh \| 23.4 \| 0.326 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ZH	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "zh", "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 #fi #zh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ZH * source languages: fi * target languages: cmn,cn,yue,ze\_zh,zh\_cn,zh\_CN,zh\_HK,zh\_tw,zh\_TW,zh\_yue,zhs,zht,zh * OPUS readme: fi-cmn+cn+yue+ze\_zh+zh\_cn+zh\_CN+zh\_HK+zh\_tw+zh\_TW+zh\_yue+zhs+zht+zh * dataset: opus * 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: URL * test set translations: URL * test set scores: URL Benchmarks ---------- testset: URL, BLEU: 23.4, chr-F: 0.326	[ "### opus-mt-fi-ZH\n\n\n* source languages: fi\n* target languages: cmn,cn,yue,ze\\_zh,zh\\_cn,zh\\_CN,zh\\_HK,zh\\_tw,zh\\_TW,zh\\_yue,zhs,zht,zh\n* OPUS readme: fi-cmn+cn+yue+ze\\_zh+zh\\_cn+zh\\_CN+zh\\_HK+zh\\_tw+zh\\_TW+zh\\_yue+zhs+zht+zh\n* dataset: opus\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: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.4, chr-F: 0.326" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #zh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ZH\n\n\n* source languages: fi\n* target languages: cmn,cn,yue,ze\\_zh,zh\\_cn,zh\\_CN,zh\\_HK,zh\\_tw,zh\\_TW,zh\\_yue,zhs,zht,zh\n* OPUS readme: fi-cmn+cn+yue+ze\\_zh+zh\\_cn+zh\\_CN+zh\\_HK+zh\\_tw+zh\\_TW+zh\\_yue+zhs+zht+zh\n* dataset: opus\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: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.4, chr-F: 0.326" ]	[ 61, 226 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #zh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ZH\n\n\n* source languages: fi\n* target languages: cmn,cn,yue,ze\\_zh,zh\\_cn,zh\\_CN,zh\\_HK,zh\\_tw,zh\\_TW,zh\\_yue,zhs,zht,zh\n* OPUS readme: fi-cmn+cn+yue+ze\\_zh+zh\\_cn+zh\\_CN+zh\\_HK+zh\\_tw+zh\\_TW+zh\\_yue+zhs+zht+zh\n* dataset: opus\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: URL\n* test set translations: URL\n* test set scores: URL\n\n\nBenchmarks\n----------\n\n\ntestset: URL, BLEU: 23.4, chr-F: 0.326" ]	[ -0.11836110055446625, 0.0008491462212987244, -0.004692429676651955, -0.001157245715148747, 0.015449383296072483, 0.012792471796274185, 0.06526769697666168, 0.19211290776729584, 0.061081405729055405, 0.05849452316761017, 0.11236905306577682, 0.06242431700229645, 0.07228267937898636, 0.08083105087280273, -0.03950078412890434, -0.12629762291908264, 0.02652556635439396, 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null	null	transformers	### opus-mt-fi-af * source languages: fi * target languages: af * OPUS readme: [fi-af](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-af/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/fi-af/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-af/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-af/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.af \| 39.3 \| 0.588 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-af	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #af #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-af * source languages: fi * target languages: af * OPUS readme: fi-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: 39.3, chr-F: 0.588	[ "### opus-mt-fi-af\n\n\n* source languages: fi\n* target languages: af\n* OPUS readme: fi-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: 39.3, chr-F: 0.588" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #af #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-af\n\n\n* source languages: fi\n* target languages: af\n* OPUS readme: fi-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: 39.3, chr-F: 0.588" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #af #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-af\n\n\n* source languages: fi\n* target languages: af\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-bcl * source languages: fi * target languages: bcl * OPUS readme: [fi-bcl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-bcl/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/fi-bcl/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bcl/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bcl/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.bcl \| 38.4 \| 0.604 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-bcl	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #bcl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-bcl * source languages: fi * target languages: bcl * OPUS readme: fi-bcl * 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: 38.4, chr-F: 0.604	[ "### opus-mt-fi-bcl\n\n\n* source languages: fi\n* target languages: bcl\n* OPUS readme: fi-bcl\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: 38.4, chr-F: 0.604" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bcl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-bcl\n\n\n* source languages: fi\n* target languages: bcl\n* OPUS readme: fi-bcl\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: 38.4, chr-F: 0.604" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bcl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-bcl\n\n\n* source languages: fi\n* target languages: bcl\n* OPUS readme: fi-bcl\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: 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null	null	transformers	### opus-mt-fi-bem * source languages: fi * target languages: bem * OPUS readme: [fi-bem](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-bem/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bem/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bem/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.bem \| 21.4 \| 0.465 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-bem	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #bem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-bem * source languages: fi * target languages: bem * OPUS readme: fi-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: 21.4, chr-F: 0.465	[ "### opus-mt-fi-bem\n\n\n* source languages: fi\n* target languages: bem\n* OPUS readme: fi-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: 21.4, chr-F: 0.465" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-bem\n\n\n* source languages: fi\n* target languages: bem\n* OPUS readme: fi-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: 21.4, chr-F: 0.465" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bem #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-bem\n\n\n* source languages: fi\n* target languages: bem\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-bg * source languages: fi * target languages: bg * OPUS readme: [fi-bg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-bg/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/fi-bg/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bg/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bg/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.bg \| 27.8 \| 0.502 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-bg	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "bg", "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 #fi #bg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-bg * source languages: fi * target languages: bg * OPUS readme: fi-bg * 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: 27.8, chr-F: 0.502	[ "### opus-mt-fi-bg\n\n\n* source languages: fi\n* target languages: bg\n* OPUS readme: fi-bg\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: 27.8, chr-F: 0.502" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-bg\n\n\n* source languages: fi\n* target languages: bg\n* OPUS readme: fi-bg\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: 27.8, chr-F: 0.502" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-bg\n\n\n* source languages: fi\n* target languages: bg\n* OPUS readme: fi-bg\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, 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null	null	transformers	### opus-mt-fi-bzs * source languages: fi * target languages: bzs * OPUS readme: [fi-bzs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-bzs/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bzs/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-bzs/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.bzs \| 27.2 \| 0.459 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-bzs	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #bzs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-bzs * source languages: fi * target languages: bzs * OPUS readme: fi-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: 27.2, chr-F: 0.459	[ "### opus-mt-fi-bzs\n\n\n* source languages: fi\n* target languages: bzs\n* OPUS readme: fi-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: 27.2, chr-F: 0.459" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bzs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-bzs\n\n\n* source languages: fi\n* target languages: bzs\n* OPUS readme: fi-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: 27.2, chr-F: 0.459" ]	[ 63, 106 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #bzs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-bzs\n\n\n* source languages: fi\n* target languages: bzs\n* OPUS readme: fi-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: 27.2, chr-F: 0.459" ]	[ -0.1455124020576477, 0.11582314223051071, -0.0037428659852594137, 0.06345362216234207, 0.05069153383374214, 0.0040168617852032185, 0.07988492399454117, 0.14199678599834442, 0.027438420802354813, 0.00042840890819206834, 0.10890109837055206, 0.09751683473587036, 0.0345047265291214, 0.1729692816734314, -0.09949325770139694, -0.1096152514219284, 0.054802410304546356, 0.053380366414785385, -0.05008481815457344, 0.1417931765317917, 0.09655320644378662, -0.016575606539845467, 0.09383255988359451, -0.03425546735525131, -0.06673181802034378, 0.06740301847457886, 0.015405924059450626, -0.057760585099458694, 0.052275970578193665, 0.09663018584251404, 0.02344495803117752, 0.06416504085063934, -0.03174269571900368, -0.21722228825092316, 0.012085366062819958, -0.003413537750020623, -0.04263618215918541, 0.0257484819740057, 0.05837227776646614, -0.0634990856051445, 0.09457186609506607, -0.029340870678424835, 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null	null	transformers	### opus-mt-fi-ceb * source languages: fi * target languages: ceb * OPUS readme: [fi-ceb](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-ceb/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ceb/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ceb/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ceb \| 35.1 \| 0.581 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ceb	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ceb #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ceb * source languages: fi * target languages: ceb * OPUS readme: fi-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: 35.1, chr-F: 0.581	[ "### opus-mt-fi-ceb\n\n\n* source languages: fi\n* target languages: ceb\n* OPUS readme: fi-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: 35.1, chr-F: 0.581" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ceb #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ceb\n\n\n* source languages: fi\n* target languages: ceb\n* OPUS readme: fi-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: 35.1, chr-F: 0.581" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ceb #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ceb\n\n\n* source languages: fi\n* target languages: ceb\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-crs * source languages: fi * target languages: crs * OPUS readme: [fi-crs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-crs/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-crs/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-crs/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.crs \| 29.6 \| 0.491 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-crs	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #crs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-crs * source languages: fi * target languages: crs * OPUS readme: fi-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: 29.6, chr-F: 0.491	[ "### opus-mt-fi-crs\n\n\n* source languages: fi\n* target languages: crs\n* OPUS readme: fi-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: 29.6, chr-F: 0.491" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #crs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-crs\n\n\n* source languages: fi\n* target languages: crs\n* OPUS readme: fi-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: 29.6, chr-F: 0.491" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #crs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-crs\n\n\n* source languages: fi\n* target languages: crs\n* OPUS readme: fi-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: 29.6, chr-F: 0.491" ]	[ -0.13741473853588104, 0.11389673501253128, -0.0034231790341436863, 0.07081888616085052, 0.05308722332119942, 0.0036926171742379665, 0.03540633246302605, 0.13902409374713898, 0.030366864055395126, 0.029532115906476974, 0.13559725880622864, 0.11752371490001678, 0.030430825427174568, 0.11526062339544296, -0.10223906487226486, -0.1389637589454651, 0.061995767056941986, 0.03820958733558655, -0.013944532722234726, 0.15016508102416992, 0.10157930850982666, -0.017603836953639984, 0.10572383552789688, -0.0365973599255085, -0.0663209855556488, 0.04196769371628761, 0.006004684139043093, -0.055562153458595276, 0.055391233414411545, 0.08005475997924805, 0.07007314264774323, 0.09077538549900055, -0.004257312510162592, -0.19002926349639893, 0.02548857405781746, 0.005789280869066715, -0.044761206954717636, 0.03481433913111687, 0.03051012009382248, -0.0661856010556221, 0.11621216684579849, -0.022046618163585663, 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null	null	transformers	### opus-mt-fi-cs * source languages: fi * target languages: cs * OPUS readme: [fi-cs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-cs/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/fi-cs/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-cs/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-cs/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.cs \| 25.0 \| 0.470 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-cs	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #cs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-cs * source languages: fi * target languages: cs * OPUS readme: fi-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: 25.0, chr-F: 0.470	[ "### opus-mt-fi-cs\n\n\n* source languages: fi\n* target languages: cs\n* OPUS readme: fi-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: 25.0, chr-F: 0.470" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #cs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-cs\n\n\n* source languages: fi\n* target languages: cs\n* OPUS readme: fi-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: 25.0, chr-F: 0.470" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #cs #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-cs\n\n\n* source languages: fi\n* target languages: cs\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-de * source languages: fi * target languages: de * OPUS readme: [fi-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-de/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2019-12-04.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-de/opus-2019-12-04.zip) * test set translations: [opus-2019-12-04.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-de/opus-2019-12-04.test.txt) * test set scores: [opus-2019-12-04.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-de/opus-2019-12-04.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.de \| 45.2 \| 0.637 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-de	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-de * source languages: fi * target languages: de * OPUS readme: fi-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: 45.2, chr-F: 0.637	[ "### opus-mt-fi-de\n\n\n* source languages: fi\n* target languages: de\n* OPUS readme: fi-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: 45.2, chr-F: 0.637" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-de\n\n\n* source languages: fi\n* target languages: de\n* OPUS readme: fi-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: 45.2, chr-F: 0.637" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #de #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-de\n\n\n* source languages: fi\n* target languages: de\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-ee * source languages: fi * target languages: ee * OPUS readme: [fi-ee](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ee/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/fi-ee/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ee/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ee/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ee \| 28.0 \| 0.500 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ee	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ee #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ee * source languages: fi * target languages: ee * OPUS readme: fi-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: 28.0, chr-F: 0.500	[ "### opus-mt-fi-ee\n\n\n* source languages: fi\n* target languages: ee\n* OPUS readme: fi-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: 28.0, chr-F: 0.500" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ee #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ee\n\n\n* source languages: fi\n* target languages: ee\n* OPUS readme: fi-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: 28.0, chr-F: 0.500" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ee #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ee\n\n\n* source languages: fi\n* target languages: ee\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-efi * source languages: fi * target languages: efi * OPUS readme: [fi-efi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-efi/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/fi-efi/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-efi/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-efi/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.efi \| 26.6 \| 0.482 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-efi	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #efi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-efi * source languages: fi * target languages: efi * OPUS readme: fi-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: 26.6, chr-F: 0.482	[ "### opus-mt-fi-efi\n\n\n* source languages: fi\n* target languages: efi\n* OPUS readme: fi-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: 26.6, chr-F: 0.482" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #efi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-efi\n\n\n* source languages: fi\n* target languages: efi\n* OPUS readme: fi-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: 26.6, chr-F: 0.482" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #efi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-efi\n\n\n* source languages: fi\n* target languages: efi\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-el * source languages: fi * target languages: el * OPUS readme: [fi-el](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-el/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/fi-el/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-el/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-el/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.el \| 27.1 \| 0.490 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-el	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #el #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-el * source languages: fi * target languages: el * OPUS readme: fi-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: 27.1, chr-F: 0.490	[ "### opus-mt-fi-el\n\n\n* source languages: fi\n* target languages: el\n* OPUS readme: fi-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: 27.1, chr-F: 0.490" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #el #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-el\n\n\n* source languages: fi\n* target languages: el\n* OPUS readme: fi-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: 27.1, chr-F: 0.490" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #el #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-el\n\n\n* source languages: fi\n* target languages: el\n* OPUS readme: fi-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, 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null	null	transformers	### fin-eng * source group: Finnish * target group: English * OPUS readme: [fin-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fin-eng/README.md) * model: transformer-align * source language(s): fin * target language(s): eng * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-08-05.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-eng/opus-2020-08-05.zip) * test set translations: [opus-2020-08-05.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-eng/opus-2020-08-05.test.txt) * test set scores: [opus-2020-08-05.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-eng/opus-2020-08-05.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| newsdev2015-enfi-fineng.fin.eng \| 25.3 \| 0.536 \| \| newstest2015-enfi-fineng.fin.eng \| 26.9 \| 0.547 \| \| newstest2016-enfi-fineng.fin.eng \| 29.0 \| 0.571 \| \| newstest2017-enfi-fineng.fin.eng \| 32.3 \| 0.594 \| \| newstest2018-enfi-fineng.fin.eng \| 23.8 \| 0.517 \| \| newstest2019-fien-fineng.fin.eng \| 29.0 \| 0.565 \| \| newstestB2016-enfi-fineng.fin.eng \| 24.5 \| 0.527 \| \| newstestB2017-enfi-fineng.fin.eng \| 27.4 \| 0.557 \| \| newstestB2017-fien-fineng.fin.eng \| 27.4 \| 0.557 \| \| Tatoeba-test.fin.eng \| 53.4 \| 0.697 \| ### System Info: - hf_name: fin-eng - source_languages: fin - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fin-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fi', 'en'] - src_constituents: {'fin'} - tgt_constituents: {'eng'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fin-eng/opus-2020-08-05.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fin-eng/opus-2020-08-05.test.txt - src_alpha3: fin - tgt_alpha3: eng - short_pair: fi-en - chrF2_score: 0.6970000000000001 - bleu: 53.4 - brevity_penalty: 0.99 - ref_len: 74651.0 - src_name: Finnish - tgt_name: English - train_date: 2020-08-05 - src_alpha2: fi - tgt_alpha2: en - prefer_old: False - long_pair: fin-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["fi", "en"], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-en	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "en", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "fi", "en" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #fi #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### fin-eng * source group: Finnish * target group: English * OPUS readme: fin-eng * model: transformer-align * source language(s): fin * target language(s): eng * 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: 25.3, chr-F: 0.536 testset: URL, BLEU: 26.9, chr-F: 0.547 testset: URL, BLEU: 29.0, chr-F: 0.571 testset: URL, BLEU: 32.3, chr-F: 0.594 testset: URL, BLEU: 23.8, chr-F: 0.517 testset: URL, BLEU: 29.0, chr-F: 0.565 testset: URL, BLEU: 24.5, chr-F: 0.527 testset: URL, BLEU: 27.4, chr-F: 0.557 testset: URL, BLEU: 27.4, chr-F: 0.557 testset: URL, BLEU: 53.4, chr-F: 0.697 ### System Info: * hf\_name: fin-eng * source\_languages: fin * target\_languages: eng * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['fi', 'en'] * src\_constituents: {'fin'} * tgt\_constituents: {'eng'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm32k,spm32k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: fin * tgt\_alpha3: eng * short\_pair: fi-en * chrF2\_score: 0.6970000000000001 * bleu: 53.4 * brevity\_penalty: 0.99 * ref\_len: 74651.0 * src\_name: Finnish * tgt\_name: English * train\_date: 2020-08-05 * src\_alpha2: fi * tgt\_alpha2: en * prefer\_old: False * long\_pair: fin-eng * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### fin-eng\n\n\n* source group: Finnish\n* target group: English\n* OPUS readme: fin-eng\n* model: transformer-align\n* source language(s): fin\n* target language(s): eng\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: 25.3, chr-F: 0.536\ntestset: URL, BLEU: 26.9, chr-F: 0.547\ntestset: URL, BLEU: 29.0, chr-F: 0.571\ntestset: URL, BLEU: 32.3, chr-F: 0.594\ntestset: URL, BLEU: 23.8, chr-F: 0.517\ntestset: URL, BLEU: 29.0, chr-F: 0.565\ntestset: URL, BLEU: 24.5, chr-F: 0.527\ntestset: URL, BLEU: 27.4, chr-F: 0.557\ntestset: URL, BLEU: 27.4, chr-F: 0.557\ntestset: URL, BLEU: 53.4, chr-F: 0.697", "### System Info:\n\n\n* hf\\_name: fin-eng\n* source\\_languages: fin\n* target\\_languages: eng\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['fi', 'en']\n* src\\_constituents: {'fin'}\n* tgt\\_constituents: {'eng'}\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: fin\n* tgt\\_alpha3: eng\n* short\\_pair: fi-en\n* chrF2\\_score: 0.6970000000000001\n* bleu: 53.4\n* brevity\\_penalty: 0.99\n* ref\\_len: 74651.0\n* src\\_name: Finnish\n* tgt\\_name: English\n* train\\_date: 2020-08-05\n* src\\_alpha2: fi\n* tgt\\_alpha2: en\n* prefer\\_old: False\n* long\\_pair: fin-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 #fi #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### fin-eng\n\n\n* source group: Finnish\n* target group: English\n* OPUS readme: fin-eng\n* model: transformer-align\n* source language(s): fin\n* target language(s): eng\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: 25.3, chr-F: 0.536\ntestset: URL, BLEU: 26.9, chr-F: 0.547\ntestset: URL, BLEU: 29.0, chr-F: 0.571\ntestset: URL, BLEU: 32.3, chr-F: 0.594\ntestset: URL, BLEU: 23.8, chr-F: 0.517\ntestset: URL, BLEU: 29.0, chr-F: 0.565\ntestset: URL, BLEU: 24.5, chr-F: 0.527\ntestset: URL, BLEU: 27.4, chr-F: 0.557\ntestset: URL, BLEU: 27.4, chr-F: 0.557\ntestset: URL, BLEU: 53.4, chr-F: 0.697", "### System Info:\n\n\n* hf\\_name: fin-eng\n* source\\_languages: fin\n* target\\_languages: eng\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['fi', 'en']\n* src\\_constituents: {'fin'}\n* tgt\\_constituents: {'eng'}\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: fin\n* tgt\\_alpha3: eng\n* short\\_pair: fi-en\n* chrF2\\_score: 0.6970000000000001\n* bleu: 53.4\n* brevity\\_penalty: 0.99\n* ref\\_len: 74651.0\n* src\\_name: Finnish\n* tgt\\_name: English\n* train\\_date: 2020-08-05\n* src\\_alpha2: fi\n* tgt\\_alpha2: en\n* prefer\\_old: False\n* long\\_pair: fin-eng\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 61, 274, 392 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #en #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### fin-eng\n\n\n* source group: Finnish\n* target group: English\n* OPUS readme: fin-eng\n* model: transformer-align\n* source language(s): fin\n* target language(s): eng\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: 25.3, chr-F: 0.536\ntestset: URL, BLEU: 26.9, chr-F: 0.547\ntestset: URL, BLEU: 29.0, chr-F: 0.571\ntestset: URL, BLEU: 32.3, chr-F: 0.594\ntestset: URL, BLEU: 23.8, chr-F: 0.517\ntestset: URL, BLEU: 29.0, chr-F: 0.565\ntestset: URL, BLEU: 24.5, chr-F: 0.527\ntestset: URL, BLEU: 27.4, chr-F: 0.557\ntestset: URL, BLEU: 27.4, chr-F: 0.557\ntestset: URL, BLEU: 53.4, chr-F: 0.697" ]	[ -0.1632283627986908, 0.14185956120491028, -0.005836098454892635, 0.04773026332259178, 0.015138477087020874, 0.0579681321978569, 0.11492647975683212, 0.14539580047130585, 0.0832318440079689, 0.12580615282058716, 0.11080669611692429, 0.049504801630973816, 0.034992385655641556, 0.17614100873470306, -0.026722561568021774, -0.04747302457690239, -0.01387458574026823, 0.030745064839720726, -0.08818754553794861, 0.12685874104499817, 0.04803071916103363, -0.023368343710899353, 0.03732285276055336, -0.07382645457983017, -0.022189971059560776, 0.07248837500810623, 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null	null	transformers	### fin-epo * source group: Finnish * target group: Esperanto * OPUS readme: [fin-epo](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fin-epo/README.md) * model: transformer-align * source language(s): fin * 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/fin-epo/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-epo/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-epo/opus-2020-06-16.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba-test.fin.epo \| 22.5 \| 0.413 \| ### System Info: - hf_name: fin-epo - source_languages: fin - target_languages: epo - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fin-epo/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fi', 'eo'] - src_constituents: {'fin'} - tgt_constituents: {'epo'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fin-epo/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fin-epo/opus-2020-06-16.test.txt - src_alpha3: fin - tgt_alpha3: epo - short_pair: fi-eo - chrF2_score: 0.413 - bleu: 22.5 - brevity_penalty: 0.9490000000000001 - ref_len: 18881.0 - src_name: Finnish - tgt_name: Esperanto - train_date: 2020-06-16 - src_alpha2: fi - tgt_alpha2: eo - prefer_old: False - long_pair: fin-epo - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["fi", "eo"], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-eo	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "eo", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "fi", "eo" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #fi #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### fin-epo * source group: Finnish * target group: Esperanto * OPUS readme: fin-epo * model: transformer-align * source language(s): fin * 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: 22.5, chr-F: 0.413 ### System Info: * hf\_name: fin-epo * source\_languages: fin * target\_languages: epo * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['fi', 'eo'] * src\_constituents: {'fin'} * tgt\_constituents: {'epo'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm4k,spm4k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: fin * tgt\_alpha3: epo * short\_pair: fi-eo * chrF2\_score: 0.413 * bleu: 22.5 * brevity\_penalty: 0.9490000000000001 * ref\_len: 18881.0 * src\_name: Finnish * tgt\_name: Esperanto * train\_date: 2020-06-16 * src\_alpha2: fi * tgt\_alpha2: eo * prefer\_old: False * long\_pair: fin-epo * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### fin-epo\n\n\n* source group: Finnish\n* target group: Esperanto\n* OPUS readme: fin-epo\n* model: transformer-align\n* source language(s): fin\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: 22.5, chr-F: 0.413", "### System Info:\n\n\n* hf\\_name: fin-epo\n* source\\_languages: fin\n* target\\_languages: epo\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['fi', 'eo']\n* src\\_constituents: {'fin'}\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: fin\n* tgt\\_alpha3: epo\n* short\\_pair: fi-eo\n* chrF2\\_score: 0.413\n* bleu: 22.5\n* brevity\\_penalty: 0.9490000000000001\n* ref\\_len: 18881.0\n* src\\_name: Finnish\n* tgt\\_name: Esperanto\n* train\\_date: 2020-06-16\n* src\\_alpha2: fi\n* tgt\\_alpha2: eo\n* prefer\\_old: False\n* long\\_pair: fin-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 #fi #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### fin-epo\n\n\n* source group: Finnish\n* target group: Esperanto\n* OPUS readme: fin-epo\n* model: transformer-align\n* source language(s): fin\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: 22.5, chr-F: 0.413", "### System Info:\n\n\n* hf\\_name: fin-epo\n* source\\_languages: fin\n* target\\_languages: epo\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['fi', 'eo']\n* src\\_constituents: {'fin'}\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: fin\n* tgt\\_alpha3: epo\n* short\\_pair: fi-eo\n* chrF2\\_score: 0.413\n* bleu: 22.5\n* brevity\\_penalty: 0.9490000000000001\n* ref\\_len: 18881.0\n* src\\_name: Finnish\n* tgt\\_name: Esperanto\n* train\\_date: 2020-06-16\n* src\\_alpha2: fi\n* tgt\\_alpha2: eo\n* prefer\\_old: False\n* long\\_pair: fin-epo\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 61, 124, 396 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #eo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### fin-epo\n\n\n* source group: Finnish\n* target group: Esperanto\n* OPUS readme: fin-epo\n* model: transformer-align\n* source language(s): fin\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: 22.5, chr-F: 0.413" ]	[ -0.11489146947860718, 0.09383102506399155, -0.003666611621156335, 0.056353431195020676, 0.10096177458763123, 0.008031036704778671, 0.09690689295530319, 0.12569190561771393, 0.043017078191041946, 0.03884783759713173, 0.09710600227117538, 0.09389468282461166, 0.06530734151601791, 0.19128940999507904, -0.057901330292224884, -0.23438668251037598, 0.06903788447380066, 0.07013668864965439, -0.04678790271282196, 0.10500139743089676, 0.11905975639820099, -0.022573648020625114, 0.08996402472257614, 0.024478301405906677, -0.03907625749707222, 0.09932789206504822, 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null	null	transformers	### opus-mt-fi-es * source languages: fi * target languages: es * OPUS readme: [fi-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-es/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-04-12.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-es/opus-2020-04-12.zip) * test set translations: [opus-2020-04-12.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-es/opus-2020-04-12.test.txt) * test set scores: [opus-2020-04-12.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-es/opus-2020-04-12.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.es \| 51.5 \| 0.700 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-es	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-es * source languages: fi * target languages: es * OPUS readme: fi-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: 51.5, chr-F: 0.700	[ "### opus-mt-fi-es\n\n\n* source languages: fi\n* target languages: es\n* OPUS readme: fi-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: 51.5, chr-F: 0.700" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-es\n\n\n* source languages: fi\n* target languages: es\n* OPUS readme: fi-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: 51.5, chr-F: 0.700" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #es #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-es\n\n\n* source languages: fi\n* target languages: es\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-et * source languages: fi * target languages: et * OPUS readme: [fi-et](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-et/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/fi-et/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-et/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-et/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.et \| 25.2 \| 0.519 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-et	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #et #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-et * source languages: fi * target languages: et * OPUS readme: fi-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: 25.2, chr-F: 0.519	[ "### opus-mt-fi-et\n\n\n* source languages: fi\n* target languages: et\n* OPUS readme: fi-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: 25.2, chr-F: 0.519" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #et #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-et\n\n\n* source languages: fi\n* target languages: et\n* OPUS readme: fi-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: 25.2, chr-F: 0.519" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #et #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-et\n\n\n* source languages: fi\n* target languages: et\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-fi * source languages: fi * target languages: fi * OPUS readme: [fi-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-fi/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fi/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fi/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.fi \| 23.3 \| 0.554 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-fi	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "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 #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-fi * source languages: fi * target languages: fi * OPUS readme: fi-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: 23.3, chr-F: 0.554	[ "### opus-mt-fi-fi\n\n\n* source languages: fi\n* target languages: fi\n* OPUS readme: fi-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: 23.3, chr-F: 0.554" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-fi\n\n\n* source languages: fi\n* target languages: fi\n* OPUS readme: fi-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: 23.3, chr-F: 0.554" ]	[ 59, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-fi\n\n\n* source languages: fi\n* target languages: fi\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-fj * source languages: fi * target languages: fj * OPUS readme: [fi-fj](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-fj/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/fi-fj/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fj/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fj/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.fj \| 26.6 \| 0.500 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-fj	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #fj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-fj * source languages: fi * target languages: fj * OPUS readme: fi-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: 26.6, chr-F: 0.500	[ "### opus-mt-fi-fj\n\n\n* source languages: fi\n* target languages: fj\n* OPUS readme: fi-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: 26.6, chr-F: 0.500" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #fj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-fj\n\n\n* source languages: fi\n* target languages: fj\n* OPUS readme: fi-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: 26.6, chr-F: 0.500" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #fj #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-fj\n\n\n* source languages: fi\n* target languages: fj\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-fr * source languages: fi * target languages: fr * OPUS readme: [fi-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-fr/opus-2020-02-26.zip) * test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fr/opus-2020-02-26.test.txt) * test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fr/opus-2020-02-26.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.fr \| 50.7 \| 0.670 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-fr	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-fr * source languages: fi * target languages: fr * OPUS readme: fi-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: 50.7, chr-F: 0.670	[ "### opus-mt-fi-fr\n\n\n* source languages: fi\n* target languages: fr\n* OPUS readme: fi-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: 50.7, chr-F: 0.670" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-fr\n\n\n* source languages: fi\n* target languages: fr\n* OPUS readme: fi-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: 50.7, chr-F: 0.670" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #fr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-fr\n\n\n* source languages: fi\n* target languages: fr\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-fse * source languages: fi * target languages: fse * OPUS readme: [fi-fse](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-fse/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/fi-fse/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fse/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-fse/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.fse \| 81.9 \| 0.882 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-fse	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "fse", "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 #fi #fse #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-fse * source languages: fi * target languages: fse * OPUS readme: fi-fse * 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: 81.9, chr-F: 0.882	[ "### opus-mt-fi-fse\n\n\n* source languages: fi\n* target languages: fse\n* OPUS readme: fi-fse\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: 81.9, chr-F: 0.882" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #fse #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-fse\n\n\n* source languages: fi\n* target languages: fse\n* OPUS readme: fi-fse\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: 81.9, chr-F: 0.882" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #fse #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-fse\n\n\n* source languages: fi\n* target languages: fse\n* OPUS readme: fi-fse\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: 81.9, chr-F: 0.882" ]	[ -0.14164911210536957, 0.13243815302848816, -0.004395346622914076, 0.07964184135198593, 0.07313278317451477, -0.0040065934881567955, 0.05484764277935028, 0.14662717282772064, 0.0319574698805809, 0.002326263813301921, 0.1123213991522789, 0.10709638148546219, 0.03667978569865227, 0.16942261159420013, -0.09836690127849579, -0.11147180944681168, 0.05252213403582573, 0.04644462466239929, -0.06888736039400101, 0.13000278174877167, 0.10614112764596939, -0.010115579701960087, 0.10324311256408691, -0.018926089629530907, -0.07786190509796143, 0.0828511193394661, 0.02227030321955681, -0.06134161725640297, 0.0631328597664833, 0.09602456539869308, 0.028975630179047585, 0.05340003967285156, -0.03851962462067604, -0.19210152328014374, 0.014025633223354816, 0.012532477267086506, -0.042213182896375656, 0.015480880625545979, 0.05685438960790634, -0.06319975852966309, 0.11975286900997162, -0.0011716467561200261, 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null	null	transformers	### opus-mt-fi-gaa * source languages: fi * target languages: gaa * OPUS readme: [fi-gaa](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-gaa/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-gaa/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-gaa/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.gaa \| 30.5 \| 0.514 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-gaa	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #gaa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-gaa * source languages: fi * target languages: gaa * OPUS readme: fi-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: 30.5, chr-F: 0.514	[ "### opus-mt-fi-gaa\n\n\n* source languages: fi\n* target languages: gaa\n* OPUS readme: fi-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: 30.5, chr-F: 0.514" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #gaa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-gaa\n\n\n* source languages: fi\n* target languages: gaa\n* OPUS readme: fi-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: 30.5, chr-F: 0.514" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #gaa #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-gaa\n\n\n* source languages: fi\n* target languages: gaa\n* OPUS readme: fi-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: 30.5, chr-F: 0.514" ]	[ -0.1260191947221756, 0.15002544224262238, -0.00393679877743125, 0.0689304992556572, 0.07252264022827148, 0.004736249800771475, 0.05138925835490227, 0.13438457250595093, 0.027180269360542297, 0.006778988055884838, 0.11256159842014313, 0.07373746484518051, 0.06017053872346878, 0.17455381155014038, -0.08246345818042755, -0.11625070869922638, 0.0384698212146759, 0.03671791031956673, -0.06559155136346817, 0.14657814800739288, 0.09726496785879135, 0.0016534124733880162, 0.10297638177871704, -0.011667854152619839, -0.06236949563026428, 0.07930129021406174, 0.026997040957212448, -0.09926069527864456, 0.05465279892086983, 0.07632507383823395, 0.010058821178972721, 0.048573676496744156, -0.05135464668273926, -0.18596646189689636, 0.014299076050519943, 0.010642794892191887, -0.02165568247437477, 0.00828048586845398, 0.040640223771333694, -0.067231185734272, 0.15830019116401672, -0.004383008927106857, 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null	null	transformers	### opus-mt-fi-gil * source languages: fi * target languages: gil * OPUS readme: [fi-gil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-gil/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/fi-gil/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-gil/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-gil/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.gil \| 28.3 \| 0.518 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-gil	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #gil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-gil * source languages: fi * target languages: gil * OPUS readme: fi-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: 28.3, chr-F: 0.518	[ "### opus-mt-fi-gil\n\n\n* source languages: fi\n* target languages: gil\n* OPUS readme: fi-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: 28.3, chr-F: 0.518" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #gil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-gil\n\n\n* source languages: fi\n* target languages: gil\n* OPUS readme: fi-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: 28.3, chr-F: 0.518" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #gil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-gil\n\n\n* source languages: fi\n* target languages: gil\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-guw * source languages: fi * target languages: guw * OPUS readme: [fi-guw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-guw/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-guw/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-guw/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.guw \| 32.4 \| 0.527 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-guw	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #guw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-guw * source languages: fi * target languages: guw * OPUS readme: fi-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: 32.4, chr-F: 0.527	[ "### opus-mt-fi-guw\n\n\n* source languages: fi\n* target languages: guw\n* OPUS readme: fi-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: 32.4, chr-F: 0.527" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #guw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-guw\n\n\n* source languages: fi\n* target languages: guw\n* OPUS readme: fi-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: 32.4, chr-F: 0.527" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #guw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-guw\n\n\n* source languages: fi\n* target languages: guw\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-ha * source languages: fi * target languages: ha * OPUS readme: [fi-ha](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ha/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ha/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ha/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ha/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ha \| 24.2 \| 0.461 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ha	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ha #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ha * source languages: fi * target languages: ha * OPUS readme: fi-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: 24.2, chr-F: 0.461	[ "### opus-mt-fi-ha\n\n\n* source languages: fi\n* target languages: ha\n* OPUS readme: fi-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: 24.2, chr-F: 0.461" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ha #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ha\n\n\n* source languages: fi\n* target languages: ha\n* OPUS readme: fi-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: 24.2, chr-F: 0.461" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ha #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ha\n\n\n* source languages: fi\n* target languages: ha\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-he * source languages: fi * target languages: he * OPUS readme: [fi-he](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-he/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/fi-he/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-he/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-he/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.he \| 20.7 \| 0.424 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-he	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "he", "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 #fi #he #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-he * source languages: fi * target languages: he * OPUS readme: fi-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: 20.7, chr-F: 0.424	[ "### opus-mt-fi-he\n\n\n* source languages: fi\n* target languages: he\n* OPUS readme: fi-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: 20.7, chr-F: 0.424" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #he #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-he\n\n\n* source languages: fi\n* target languages: he\n* OPUS readme: fi-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: 20.7, chr-F: 0.424" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #he #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-he\n\n\n* source languages: fi\n* target languages: he\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-hil * source languages: fi * target languages: hil * OPUS readme: [fi-hil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-hil/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-hil/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hil/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hil/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.hil \| 38.7 \| 0.610 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-hil	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #hil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-hil * source languages: fi * target languages: hil * OPUS readme: fi-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: 38.7, chr-F: 0.610	[ "### opus-mt-fi-hil\n\n\n* source languages: fi\n* target languages: hil\n* OPUS readme: fi-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: 38.7, chr-F: 0.610" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #hil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-hil\n\n\n* source languages: fi\n* target languages: hil\n* OPUS readme: fi-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: 38.7, chr-F: 0.610" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #hil #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-hil\n\n\n* source languages: fi\n* target languages: hil\n* OPUS readme: fi-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: 38.7, chr-F: 0.610" ]	[ -0.12875598669052124, 0.09758308529853821, -0.003258795477449894, 0.05700431019067764, 0.03183349594473839, 0.006007305812090635, 0.11519478261470795, 0.15753793716430664, 0.07659374922513962, 0.014677491039037704, 0.11397682130336761, 0.068513885140419, 0.05164683237671852, 0.12082061916589737, -0.0899532288312912, -0.12523458898067474, 0.05079575628042221, 0.0430472269654274, -0.11635914444923401, 0.11396238952875137, 0.09291015565395355, -0.010695298202335835, 0.11715338379144669, -0.007524796761572361, -0.05174314230680466, 0.08074694126844406, 0.0029907580465078354, -0.026338933035731316, 0.07300006598234177, 0.09461607784032822, 0.03709845244884491, 0.07034891843795776, -0.01974879764020443, -0.20981325209140778, 0.021725069731473923, 0.001136620296165347, -0.04136160761117935, 0.02610032632946968, 0.009084013290703297, -0.07108082622289658, 0.09460654109716415, -0.02990836463868618, 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null	null	transformers	### opus-mt-fi-ho * source languages: fi * target languages: ho * OPUS readme: [fi-ho](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ho/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/fi-ho/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ho/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ho/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ho \| 25.7 \| 0.496 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ho	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ho #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ho * source languages: fi * target languages: ho * OPUS readme: fi-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: 25.7, chr-F: 0.496	[ "### opus-mt-fi-ho\n\n\n* source languages: fi\n* target languages: ho\n* OPUS readme: fi-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: 25.7, chr-F: 0.496" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ho #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ho\n\n\n* source languages: fi\n* target languages: ho\n* OPUS readme: fi-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: 25.7, chr-F: 0.496" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ho #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ho\n\n\n* source languages: fi\n* target languages: ho\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-hr * source languages: fi * target languages: hr * OPUS readme: [fi-hr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-hr/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/fi-hr/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hr/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hr/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.hr \| 23.5 \| 0.476 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-hr	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "hr", "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 #fi #hr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-hr * source languages: fi * target languages: hr * OPUS readme: fi-hr * 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: 23.5, chr-F: 0.476	[ "### opus-mt-fi-hr\n\n\n* source languages: fi\n* target languages: hr\n* OPUS readme: fi-hr\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: 23.5, chr-F: 0.476" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #hr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-hr\n\n\n* source languages: fi\n* target languages: hr\n* OPUS readme: fi-hr\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: 23.5, chr-F: 0.476" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #hr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-hr\n\n\n* source languages: fi\n* target languages: hr\n* OPUS readme: fi-hr\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, 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null	null	transformers	### opus-mt-fi-ht * source languages: fi * target languages: ht * OPUS readme: [fi-ht](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ht/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ht/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ht/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ht/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ht \| 27.1 \| 0.453 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ht	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ht #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ht * source languages: fi * target languages: ht * OPUS readme: fi-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: 27.1, chr-F: 0.453	[ "### opus-mt-fi-ht\n\n\n* source languages: fi\n* target languages: ht\n* OPUS readme: fi-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: 27.1, chr-F: 0.453" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ht #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ht\n\n\n* source languages: fi\n* target languages: ht\n* OPUS readme: fi-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: 27.1, chr-F: 0.453" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ht #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ht\n\n\n* source languages: fi\n* target languages: ht\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-hu * source languages: fi * target languages: hu * OPUS readme: [fi-hu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-hu/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/fi-hu/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hu/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hu/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.hu \| 50.4 \| 0.705 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-hu	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #hu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-hu * source languages: fi * target languages: hu * OPUS readme: fi-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: 50.4, chr-F: 0.705	[ "### opus-mt-fi-hu\n\n\n* source languages: fi\n* target languages: hu\n* OPUS readme: fi-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: 50.4, chr-F: 0.705" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #hu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-hu\n\n\n* source languages: fi\n* target languages: hu\n* OPUS readme: fi-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: 50.4, chr-F: 0.705" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #hu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-hu\n\n\n* source languages: fi\n* target languages: hu\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-id * source languages: fi * target languages: id * OPUS readme: [fi-id](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-id/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/fi-id/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-id/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-id/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.id \| 33.8 \| 0.565 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-id	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #id #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-id * source languages: fi * target languages: id * OPUS readme: fi-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: 33.8, chr-F: 0.565	[ "### opus-mt-fi-id\n\n\n* source languages: fi\n* target languages: id\n* OPUS readme: fi-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: 33.8, chr-F: 0.565" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #id #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-id\n\n\n* source languages: fi\n* target languages: id\n* OPUS readme: fi-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: 33.8, chr-F: 0.565" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #id #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-id\n\n\n* source languages: fi\n* target languages: id\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-ig * source languages: fi * target languages: ig * OPUS readme: [fi-ig](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-ig/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ig/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ig/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ig \| 28.5 \| 0.456 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ig	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ig #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ig * source languages: fi * target languages: ig * OPUS readme: fi-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: 28.5, chr-F: 0.456	[ "### opus-mt-fi-ig\n\n\n* source languages: fi\n* target languages: ig\n* OPUS readme: fi-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: 28.5, chr-F: 0.456" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ig #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ig\n\n\n* source languages: fi\n* target languages: ig\n* OPUS readme: fi-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: 28.5, chr-F: 0.456" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ig #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ig\n\n\n* source languages: fi\n* target languages: ig\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-ilo * source languages: fi * target languages: ilo * OPUS readme: [fi-ilo](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ilo/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/fi-ilo/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ilo/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ilo/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ilo \| 32.1 \| 0.558 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ilo	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ilo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ilo * source languages: fi * target languages: ilo * OPUS readme: fi-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: 32.1, chr-F: 0.558	[ "### opus-mt-fi-ilo\n\n\n* source languages: fi\n* target languages: ilo\n* OPUS readme: fi-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: 32.1, chr-F: 0.558" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ilo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ilo\n\n\n* source languages: fi\n* target languages: ilo\n* OPUS readme: fi-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: 32.1, chr-F: 0.558" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ilo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ilo\n\n\n* source languages: fi\n* target languages: ilo\n* OPUS readme: fi-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: 32.1, chr-F: 0.558" ]	[ -0.1325146108865738, 0.13641180098056793, -0.004586324095726013, 0.07857976108789444, 0.06387785822153091, 0.0037489882670342922, 0.13268429040908813, 0.1679026037454605, 0.041428931057453156, 0.0004285617615096271, 0.09274020045995712, 0.10238010436296463, 0.05538158118724823, 0.10603780299425125, -0.11210358887910843, -0.13121633231639862, 0.06792446225881577, 0.041641708463430405, -0.05574384704232216, 0.12824352085590363, 0.0996004045009613, 0.00977587141096592, 0.10325522720813751, -0.011609927751123905, -0.057236358523368835, 0.07339444011449814, 0.009299798868596554, -0.05288136377930641, 0.053636666387319565, 0.07052813470363617, 0.02354310266673565, 0.059073127806186676, -0.02249773032963276, -0.20222750306129456, 0.021348219364881516, 0.012201396748423576, -0.041878655552864075, 0.026085201650857925, 0.040728360414505005, -0.07269082963466644, 0.12855352461338043, -0.018139025196433067, 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null	null	transformers	### opus-mt-fi-is * source languages: fi * target languages: is * OPUS readme: [fi-is](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-is/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/fi-is/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-is/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-is/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.is \| 25.2 \| 0.452 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-is	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #is #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-is * source languages: fi * target languages: is * OPUS readme: fi-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: 25.2, chr-F: 0.452	[ "### opus-mt-fi-is\n\n\n* source languages: fi\n* target languages: is\n* OPUS readme: fi-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: 25.2, chr-F: 0.452" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #is #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-is\n\n\n* source languages: fi\n* target languages: is\n* OPUS readme: fi-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: 25.2, chr-F: 0.452" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #is #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-is\n\n\n* source languages: fi\n* target languages: is\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-iso * source languages: fi * target languages: iso * OPUS readme: [fi-iso](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-iso/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-iso/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-iso/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.iso \| 26.0 \| 0.439 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-iso	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #iso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-iso * source languages: fi * target languages: iso * OPUS readme: fi-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: 26.0, chr-F: 0.439	[ "### opus-mt-fi-iso\n\n\n* source languages: fi\n* target languages: iso\n* OPUS readme: fi-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: 26.0, chr-F: 0.439" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #iso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-iso\n\n\n* source languages: fi\n* target languages: iso\n* OPUS readme: fi-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: 26.0, chr-F: 0.439" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #iso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-iso\n\n\n* source languages: fi\n* target languages: iso\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-it * source languages: fi * target languages: it * OPUS readme: [fi-it](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-it/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/fi-it/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-it/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-it/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.it \| 42.7 \| 0.657 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-it	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #it #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-it * source languages: fi * target languages: it * OPUS readme: fi-it * 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: 42.7, chr-F: 0.657	[ "### opus-mt-fi-it\n\n\n* source languages: fi\n* target languages: it\n* OPUS readme: fi-it\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: 42.7, chr-F: 0.657" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #it #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-it\n\n\n* source languages: fi\n* target languages: it\n* OPUS readme: fi-it\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: 42.7, chr-F: 0.657" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #it #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-it\n\n\n* source languages: fi\n* target languages: it\n* OPUS readme: fi-it\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, 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null	null	transformers	### opus-mt-fi-kg * source languages: fi * target languages: kg * OPUS readme: [fi-kg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-kg/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-kg/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-kg/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.kg \| 29.5 \| 0.535 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-kg	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #kg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-kg * source languages: fi * target languages: kg * OPUS readme: fi-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: 29.5, chr-F: 0.535	[ "### opus-mt-fi-kg\n\n\n* source languages: fi\n* target languages: kg\n* OPUS readme: fi-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: 29.5, chr-F: 0.535" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #kg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-kg\n\n\n* source languages: fi\n* target languages: kg\n* OPUS readme: fi-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: 29.5, chr-F: 0.535" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #kg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-kg\n\n\n* source languages: fi\n* target languages: kg\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-kqn * source languages: fi * target languages: kqn * OPUS readme: [fi-kqn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-kqn/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-kqn/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-kqn/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.kqn \| 22.3 \| 0.476 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-kqn	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #kqn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-kqn * source languages: fi * target languages: kqn * OPUS readme: fi-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: 22.3, chr-F: 0.476	[ "### opus-mt-fi-kqn\n\n\n* source languages: fi\n* target languages: kqn\n* OPUS readme: fi-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: 22.3, chr-F: 0.476" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #kqn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-kqn\n\n\n* source languages: fi\n* target languages: kqn\n* OPUS readme: fi-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: 22.3, chr-F: 0.476" ]	[ 63, 106 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #kqn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-kqn\n\n\n* source languages: fi\n* target languages: kqn\n* OPUS readme: fi-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: 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null	null	transformers	### opus-mt-fi-lg * source languages: fi * target languages: lg * OPUS readme: [fi-lg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-lg/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-lg/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lg/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lg/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.lg \| 21.7 \| 0.473 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-lg	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #lg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-lg * source languages: fi * target languages: lg * OPUS readme: fi-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: 21.7, chr-F: 0.473	[ "### opus-mt-fi-lg\n\n\n* source languages: fi\n* target languages: lg\n* OPUS readme: fi-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: 21.7, chr-F: 0.473" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-lg\n\n\n* source languages: fi\n* target languages: lg\n* OPUS readme: fi-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: 21.7, chr-F: 0.473" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-lg\n\n\n* source languages: fi\n* target languages: lg\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-ln * source languages: fi * target languages: ln * OPUS readme: [fi-ln](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ln/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ln/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ln/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ln/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ln \| 29.2 \| 0.536 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ln	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #ln #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ln * source languages: fi * target languages: ln * OPUS readme: fi-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: 29.2, chr-F: 0.536	[ "### opus-mt-fi-ln\n\n\n* source languages: fi\n* target languages: ln\n* OPUS readme: fi-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: 29.2, chr-F: 0.536" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ln #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ln\n\n\n* source languages: fi\n* target languages: ln\n* OPUS readme: fi-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: 29.2, chr-F: 0.536" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ln #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ln\n\n\n* source languages: fi\n* target languages: ln\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-lu * source languages: fi * target languages: lu * OPUS readme: [fi-lu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-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/fi-lu/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lu/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lu/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.lu \| 22.9 \| 0.475 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-lu	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #lu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-lu * source languages: fi * target languages: lu * OPUS readme: fi-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: 22.9, chr-F: 0.475	[ "### opus-mt-fi-lu\n\n\n* source languages: fi\n* target languages: lu\n* OPUS readme: fi-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: 22.9, chr-F: 0.475" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-lu\n\n\n* source languages: fi\n* target languages: lu\n* OPUS readme: fi-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: 22.9, chr-F: 0.475" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-lu\n\n\n* source languages: fi\n* target languages: lu\n* OPUS readme: fi-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, 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null	null	transformers	### opus-mt-fi-lua * source languages: fi * target languages: lua * OPUS readme: [fi-lua](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-lua/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/fi-lua/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lua/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lua/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.lua \| 26.6 \| 0.505 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-lua	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "lua", "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 #fi #lua #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-lua * source languages: fi * target languages: lua * OPUS readme: fi-lua * 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: 26.6, chr-F: 0.505	[ "### opus-mt-fi-lua\n\n\n* source languages: fi\n* target languages: lua\n* OPUS readme: fi-lua\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: 26.6, chr-F: 0.505" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lua #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-lua\n\n\n* source languages: fi\n* target languages: lua\n* OPUS readme: fi-lua\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: 26.6, chr-F: 0.505" ]	[ 62, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lua #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-lua\n\n\n* source languages: fi\n* target languages: lua\n* OPUS readme: fi-lua\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: 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null	null	transformers	### opus-mt-fi-lue * source languages: fi * target languages: lue * OPUS readme: [fi-lue](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-lue/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/fi-lue/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lue/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lue/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.lue \| 22.4 \| 0.497 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-lue	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "lue", "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 #fi #lue #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-lue * source languages: fi * target languages: lue * OPUS readme: fi-lue * 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: 22.4, chr-F: 0.497	[ "### opus-mt-fi-lue\n\n\n* source languages: fi\n* target languages: lue\n* OPUS readme: fi-lue\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: 22.4, chr-F: 0.497" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lue #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-lue\n\n\n* source languages: fi\n* target languages: lue\n* OPUS readme: fi-lue\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: 22.4, chr-F: 0.497" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lue #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-lue\n\n\n* source languages: fi\n* target languages: lue\n* OPUS readme: fi-lue\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: 22.4, chr-F: 0.497" ]	[ -0.1197289377450943, 0.1312151700258255, -0.004635383374989033, 0.11013135313987732, 0.06233019381761551, -0.002909618429839611, 0.06661674380302429, 0.1421433985233307, -0.01768505945801735, -0.003214484080672264, 0.09962083399295807, 0.12819553911685944, 0.02345392480492592, 0.13194039463996887, -0.08182224631309509, -0.13923229277133942, 0.045042358338832855, 0.03796110674738884, -0.06189846992492676, 0.11843961477279663, 0.09447866678237915, 0.004413094371557236, 0.10988124459981918, -0.026512494310736656, -0.03729258105158806, 0.08224446326494217, 0.0013081933138892055, -0.040674205869436264, 0.05912429466843605, 0.08695932477712631, 0.03548254072666168, 0.05005301907658577, -0.019030066207051277, -0.21076276898384094, 0.014465369284152985, -0.008306723088026047, -0.036313168704509735, 0.0016070061828941107, 0.05211891606450081, -0.09809182584285736, 0.12425006181001663, -0.028435062617063522, 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null	null	transformers	### opus-mt-fi-lus * source languages: fi * target languages: lus * OPUS readme: [fi-lus](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-lus/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/fi-lus/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lus/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lus/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.lus \| 26.3 \| 0.480 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-lus	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "lus", "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 #fi #lus #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-lus * source languages: fi * target languages: lus * OPUS readme: fi-lus * 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: 26.3, chr-F: 0.480	[ "### opus-mt-fi-lus\n\n\n* source languages: fi\n* target languages: lus\n* OPUS readme: fi-lus\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: 26.3, chr-F: 0.480" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lus #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-lus\n\n\n* source languages: fi\n* target languages: lus\n* OPUS readme: fi-lus\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: 26.3, chr-F: 0.480" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lus #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-lus\n\n\n* source languages: fi\n* target languages: lus\n* OPUS readme: fi-lus\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: 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null	null	transformers	### opus-mt-fi-lv * source languages: fi * target languages: lv * OPUS readme: [fi-lv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-lv/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/fi-lv/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lv/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-lv/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.lv \| 20.6 \| 0.439 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-lv	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "lv", "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 #fi #lv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-lv * source languages: fi * target languages: lv * OPUS readme: fi-lv * 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: 20.6, chr-F: 0.439	[ "### opus-mt-fi-lv\n\n\n* source languages: fi\n* target languages: lv\n* OPUS readme: fi-lv\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: 20.6, chr-F: 0.439" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-lv\n\n\n* source languages: fi\n* target languages: lv\n* OPUS readme: fi-lv\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: 20.6, chr-F: 0.439" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #lv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-lv\n\n\n* source languages: fi\n* target languages: lv\n* OPUS readme: fi-lv\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, 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null	null	transformers	### opus-mt-fi-mfe * source languages: fi * target languages: mfe * OPUS readme: [fi-mfe](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-mfe/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-mfe/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mfe/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mfe/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.mfe \| 22.6 \| 0.426 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-mfe	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "mfe", "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 #fi #mfe #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-mfe * source languages: fi * target languages: mfe * OPUS readme: fi-mfe * 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: 22.6, chr-F: 0.426	[ "### opus-mt-fi-mfe\n\n\n* source languages: fi\n* target languages: mfe\n* OPUS readme: fi-mfe\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: 22.6, chr-F: 0.426" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mfe #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-mfe\n\n\n* source languages: fi\n* target languages: mfe\n* OPUS readme: fi-mfe\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: 22.6, chr-F: 0.426" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mfe #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-mfe\n\n\n* source languages: fi\n* target languages: mfe\n* OPUS readme: fi-mfe\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: 22.6, chr-F: 0.426" ]	[ -0.14644554257392883, 0.12123666703701019, -0.004159115254878998, 0.062075547873973846, 0.07384729385375977, -0.00884239375591278, 0.0554361529648304, 0.14064902067184448, 0.012372847646474838, 0.004198345355689526, 0.10864602029323578, 0.12064322084188461, 0.025603285059332848, 0.16459588706493378, -0.0866270661354065, -0.10485271364450455, 0.05215097591280937, 0.03646121546626091, -0.06022822484374046, 0.13222059607505798, 0.10552726686000824, -0.012358294799923897, 0.10328784584999084, -0.024820923805236816, -0.07909508049488068, 0.08463849127292633, 0.014655765146017075, -0.05930482596158981, 0.051179151982069016, 0.08009684085845947, 0.015638506039977074, 0.05005325376987457, -0.04723106324672699, -0.19168740510940552, 0.017848828807473183, 0.0029726617503911257, -0.036820825189352036, 0.007973244413733482, 0.07549481838941574, -0.07179899513721466, 0.1259460300207138, 0.0015681195072829723, 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null	null	transformers	### opus-mt-fi-mg * source languages: fi * target languages: mg * OPUS readme: [fi-mg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-mg/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-mg/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mg/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mg/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.mg \| 21.7 \| 0.468 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-mg	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "mg", "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 #fi #mg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-mg * source languages: fi * target languages: mg * OPUS readme: fi-mg * 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: 21.7, chr-F: 0.468	[ "### opus-mt-fi-mg\n\n\n* source languages: fi\n* target languages: mg\n* OPUS readme: fi-mg\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: 21.7, chr-F: 0.468" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-mg\n\n\n* source languages: fi\n* target languages: mg\n* OPUS readme: fi-mg\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: 21.7, chr-F: 0.468" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-mg\n\n\n* source languages: fi\n* target languages: mg\n* OPUS readme: fi-mg\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, 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null	null	transformers	### opus-mt-fi-mh * source languages: fi * target languages: mh * OPUS readme: [fi-mh](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-mh/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-mh/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mh/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mh/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.mh \| 20.8 \| 0.404 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-mh	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "mh", "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 #fi #mh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-mh * source languages: fi * target languages: mh * OPUS readme: fi-mh * 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: 20.8, chr-F: 0.404	[ "### opus-mt-fi-mh\n\n\n* source languages: fi\n* target languages: mh\n* OPUS readme: fi-mh\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: 20.8, chr-F: 0.404" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-mh\n\n\n* source languages: fi\n* target languages: mh\n* OPUS readme: fi-mh\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: 20.8, chr-F: 0.404" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-mh\n\n\n* source languages: fi\n* target languages: mh\n* OPUS readme: fi-mh\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, 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null	null	transformers	### opus-mt-fi-mk * source languages: fi * target languages: mk * OPUS readme: [fi-mk](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-mk/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-mk/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mk/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mk/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.mk \| 28.9 \| 0.501 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-mk	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "mk", "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 #fi #mk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-mk * source languages: fi * target languages: mk * OPUS readme: fi-mk * 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: 0.501	[ "### opus-mt-fi-mk\n\n\n* source languages: fi\n* target languages: mk\n* OPUS readme: fi-mk\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: 0.501" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-mk\n\n\n* source languages: fi\n* target languages: mk\n* OPUS readme: fi-mk\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: 0.501" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-mk\n\n\n* source languages: fi\n* target languages: mk\n* OPUS readme: fi-mk\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, 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null	null	transformers	### opus-mt-fi-mos * source languages: fi * target languages: mos * OPUS readme: [fi-mos](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-mos/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-mos/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mos/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mos/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.mos \| 21.4 \| 0.366 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-mos	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "mos", "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 #fi #mos #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-mos * source languages: fi * target languages: mos * OPUS readme: fi-mos * 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: 21.4, chr-F: 0.366	[ "### opus-mt-fi-mos\n\n\n* source languages: fi\n* target languages: mos\n* OPUS readme: fi-mos\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: 21.4, chr-F: 0.366" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mos #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-mos\n\n\n* source languages: fi\n* target languages: mos\n* OPUS readme: fi-mos\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: 21.4, chr-F: 0.366" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mos #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-mos\n\n\n* source languages: fi\n* target languages: mos\n* OPUS readme: fi-mos\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: 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null	null	transformers	### opus-mt-fi-mt * source languages: fi * target languages: mt * OPUS readme: [fi-mt](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-mt/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/fi-mt/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mt/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-mt/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.mt \| 29.9 \| 0.490 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-mt	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "mt", "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 #fi #mt #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-mt * source languages: fi * target languages: mt * OPUS readme: fi-mt * 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: 29.9, chr-F: 0.490	[ "### opus-mt-fi-mt\n\n\n* source languages: fi\n* target languages: mt\n* OPUS readme: fi-mt\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: 29.9, chr-F: 0.490" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mt #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-mt\n\n\n* source languages: fi\n* target languages: mt\n* OPUS readme: fi-mt\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: 29.9, chr-F: 0.490" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #mt #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-mt\n\n\n* source languages: fi\n* target languages: mt\n* OPUS readme: fi-mt\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, 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null	null	transformers	### opus-mt-fi-niu * source languages: fi * target languages: niu * OPUS readme: [fi-niu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-niu/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/fi-niu/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-niu/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-niu/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.niu \| 35.3 \| 0.565 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-niu	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "niu", "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 #fi #niu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-niu * source languages: fi * target languages: niu * OPUS readme: fi-niu * 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: 35.3, chr-F: 0.565	[ "### opus-mt-fi-niu\n\n\n* source languages: fi\n* target languages: niu\n* OPUS readme: fi-niu\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: 35.3, chr-F: 0.565" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #niu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-niu\n\n\n* source languages: fi\n* target languages: niu\n* OPUS readme: fi-niu\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: 35.3, chr-F: 0.565" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #niu #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-niu\n\n\n* source languages: fi\n* target languages: niu\n* OPUS readme: fi-niu\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: 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null	null	transformers	### opus-mt-fi-nl * source languages: fi * target languages: nl * OPUS readme: [fi-nl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-nl/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/fi-nl/opus-2020-02-26.zip) * test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-nl/opus-2020-02-26.test.txt) * test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-nl/opus-2020-02-26.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.nl \| 30.5 \| 0.557 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-nl	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "nl", "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 #fi #nl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-nl * source languages: fi * target languages: nl * OPUS readme: fi-nl * 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: 30.5, chr-F: 0.557	[ "### opus-mt-fi-nl\n\n\n* source languages: fi\n* target languages: nl\n* OPUS readme: fi-nl\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: 30.5, chr-F: 0.557" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #nl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-nl\n\n\n* source languages: fi\n* target languages: nl\n* OPUS readme: fi-nl\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: 30.5, chr-F: 0.557" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #nl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-nl\n\n\n* source languages: fi\n* target languages: nl\n* OPUS readme: fi-nl\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, 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null	null	transformers	### fin-nor * source group: Finnish * target group: Norwegian * OPUS readme: [fin-nor](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fin-nor/README.md) * model: transformer-align * source language(s): fin * target language(s): nno nob * model: transformer-align * pre-processing: normalization + SentencePiece (spm4k,spm4k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-nor/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-nor/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fin-nor/opus-2020-06-17.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba-test.fin.nor \| 23.5 \| 0.426 \| ### System Info: - hf_name: fin-nor - source_languages: fin - target_languages: nor - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fin-nor/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fi', 'no'] - src_constituents: {'fin'} - tgt_constituents: {'nob', 'nno'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fin-nor/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fin-nor/opus-2020-06-17.test.txt - src_alpha3: fin - tgt_alpha3: nor - short_pair: fi-no - chrF2_score: 0.426 - bleu: 23.5 - brevity_penalty: 1.0 - ref_len: 14768.0 - src_name: Finnish - tgt_name: Norwegian - train_date: 2020-06-17 - src_alpha2: fi - tgt_alpha2: no - prefer_old: False - long_pair: fin-nor - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41	{"language": ["fi", false], "license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-no	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "no", "license:apache-2.0", "autotrain_compatible", "endpoints_compatible", "has_space", "region:us" ]	2022-03-02T23:29:04+00:00	[]	[ "fi", "no" ]	TAGS #transformers #pytorch #tf #marian #text2text-generation #translation #fi #no #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### fin-nor * source group: Finnish * target group: Norwegian * OPUS readme: fin-nor * model: transformer-align * source language(s): fin * target language(s): nno nob * model: transformer-align * pre-processing: normalization + SentencePiece (spm4k,spm4k) * 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: 23.5, chr-F: 0.426 ### System Info: * hf\_name: fin-nor * source\_languages: fin * target\_languages: nor * opus\_readme\_url: URL * original\_repo: Tatoeba-Challenge * tags: ['translation'] * languages: ['fi', 'no'] * src\_constituents: {'fin'} * tgt\_constituents: {'nob', 'nno'} * src\_multilingual: False * tgt\_multilingual: False * prepro: normalization + SentencePiece (spm4k,spm4k) * url\_model: URL * url\_test\_set: URL * src\_alpha3: fin * tgt\_alpha3: nor * short\_pair: fi-no * chrF2\_score: 0.426 * bleu: 23.5 * brevity\_penalty: 1.0 * ref\_len: 14768.0 * src\_name: Finnish * tgt\_name: Norwegian * train\_date: 2020-06-17 * src\_alpha2: fi * tgt\_alpha2: no * prefer\_old: False * long\_pair: fin-nor * helsinki\_git\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 * transformers\_git\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b * port\_machine: brutasse * port\_time: 2020-08-21-14:41	[ "### fin-nor\n\n\n* source group: Finnish\n* target group: Norwegian\n* OPUS readme: fin-nor\n* model: transformer-align\n* source language(s): fin\n* target language(s): nno nob\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\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: 23.5, chr-F: 0.426", "### System Info:\n\n\n* hf\\_name: fin-nor\n* source\\_languages: fin\n* target\\_languages: nor\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['fi', 'no']\n* src\\_constituents: {'fin'}\n* tgt\\_constituents: {'nob', 'nno'}\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: fin\n* tgt\\_alpha3: nor\n* short\\_pair: fi-no\n* chrF2\\_score: 0.426\n* bleu: 23.5\n* brevity\\_penalty: 1.0\n* ref\\_len: 14768.0\n* src\\_name: Finnish\n* tgt\\_name: Norwegian\n* train\\_date: 2020-06-17\n* src\\_alpha2: fi\n* tgt\\_alpha2: no\n* prefer\\_old: False\n* long\\_pair: fin-nor\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 #fi #no #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### fin-nor\n\n\n* source group: Finnish\n* target group: Norwegian\n* OPUS readme: fin-nor\n* model: transformer-align\n* source language(s): fin\n* target language(s): nno nob\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\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: 23.5, chr-F: 0.426", "### System Info:\n\n\n* hf\\_name: fin-nor\n* source\\_languages: fin\n* target\\_languages: nor\n* opus\\_readme\\_url: URL\n* original\\_repo: Tatoeba-Challenge\n* tags: ['translation']\n* languages: ['fi', 'no']\n* src\\_constituents: {'fin'}\n* tgt\\_constituents: {'nob', 'nno'}\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: fin\n* tgt\\_alpha3: nor\n* short\\_pair: fi-no\n* chrF2\\_score: 0.426\n* bleu: 23.5\n* brevity\\_penalty: 1.0\n* ref\\_len: 14768.0\n* src\\_name: Finnish\n* tgt\\_name: Norwegian\n* train\\_date: 2020-06-17\n* src\\_alpha2: fi\n* tgt\\_alpha2: no\n* prefer\\_old: False\n* long\\_pair: fin-nor\n* helsinki\\_git\\_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535\n* transformers\\_git\\_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b\n* port\\_machine: brutasse\n* port\\_time: 2020-08-21-14:41" ]	[ 61, 151, 394 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #no #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### fin-nor\n\n\n* source group: Finnish\n* target group: Norwegian\n* OPUS readme: fin-nor\n* model: transformer-align\n* source language(s): fin\n* target language(s): nno nob\n* model: transformer-align\n* pre-processing: normalization + SentencePiece (spm4k,spm4k)\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: 23.5, chr-F: 0.426" ]	[ -0.0925094485282898, 0.02524518594145775, 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null	null	transformers	### opus-mt-fi-nso * source languages: fi * target languages: nso * OPUS readme: [fi-nso](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-nso/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/fi-nso/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-nso/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-nso/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.nso \| 35.8 \| 0.564 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-nso	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "nso", "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 #fi #nso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-nso * source languages: fi * target languages: nso * OPUS readme: fi-nso * 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: 35.8, chr-F: 0.564	[ "### opus-mt-fi-nso\n\n\n* source languages: fi\n* target languages: nso\n* OPUS readme: fi-nso\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: 35.8, chr-F: 0.564" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #nso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-nso\n\n\n* source languages: fi\n* target languages: nso\n* OPUS readme: fi-nso\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: 35.8, chr-F: 0.564" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #nso #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-nso\n\n\n* source languages: fi\n* target languages: nso\n* OPUS readme: fi-nso\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: 35.8, chr-F: 0.564" ]	[ -0.12473753839731216, 0.16485044360160828, -0.004019030369818211, 0.07266032695770264, 0.06401258707046509, -0.010596136562526226, 0.06782815605401993, 0.14262235164642334, 0.02402575872838497, 0.018386011943221092, 0.08804822713136673, 0.10512634366750717, 0.0479358546435833, 0.15593074262142181, -0.0871509462594986, -0.12547695636749268, 0.062225308269262314, 0.0469009093940258, -0.06140075996518135, 0.1325949728488922, 0.08171450346708298, 0.0014890721067786217, 0.09588738530874252, -0.022800229489803314, -0.038807787001132965, 0.07261449843645096, 0.011662937700748444, -0.07143484055995941, 0.04341776669025421, 0.061517540365457535, 0.02727861888706684, 0.06384425610303879, -0.025844356045126915, -0.2040884792804718, 0.011468150652945042, 0.01791904680430889, -0.030216459184885025, 0.011720685288310051, 0.06483558565378189, -0.03999464586377144, 0.14645010232925415, -0.006798410788178444, 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null	null	transformers	### opus-mt-fi-ny * source languages: fi * target languages: ny * OPUS readme: [fi-ny](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ny/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/fi-ny/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ny/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ny/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ny \| 22.6 \| 0.503 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ny	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "ny", "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 #fi #ny #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ny * source languages: fi * target languages: ny * OPUS readme: fi-ny * 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: 22.6, chr-F: 0.503	[ "### opus-mt-fi-ny\n\n\n* source languages: fi\n* target languages: ny\n* OPUS readme: fi-ny\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: 22.6, chr-F: 0.503" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ny #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ny\n\n\n* source languages: fi\n* target languages: ny\n* OPUS readme: fi-ny\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: 22.6, chr-F: 0.503" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ny #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ny\n\n\n* source languages: fi\n* target languages: ny\n* OPUS readme: fi-ny\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, 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null	null	transformers	### opus-mt-fi-pag * source languages: fi * target languages: pag * OPUS readme: [fi-pag](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-pag/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-pag/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pag/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pag/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.pag \| 28.0 \| 0.510 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-pag	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "pag", "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 #fi #pag #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-pag * source languages: fi * target languages: pag * OPUS readme: fi-pag * 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: 28.0, chr-F: 0.510	[ "### opus-mt-fi-pag\n\n\n* source languages: fi\n* target languages: pag\n* OPUS readme: fi-pag\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: 28.0, chr-F: 0.510" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pag #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-pag\n\n\n* source languages: fi\n* target languages: pag\n* OPUS readme: fi-pag\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: 28.0, chr-F: 0.510" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pag #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-pag\n\n\n* source languages: fi\n* target languages: pag\n* OPUS readme: fi-pag\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: 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null	null	transformers	### opus-mt-fi-pap * source languages: fi * target languages: pap * OPUS readme: [fi-pap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-pap/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-pap/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pap/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pap/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.pap \| 27.3 \| 0.478 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-pap	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "pap", "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 #fi #pap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-pap * source languages: fi * target languages: pap * OPUS readme: fi-pap * 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: 27.3, chr-F: 0.478	[ "### opus-mt-fi-pap\n\n\n* source languages: fi\n* target languages: pap\n* OPUS readme: fi-pap\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: 27.3, chr-F: 0.478" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-pap\n\n\n* source languages: fi\n* target languages: pap\n* OPUS readme: fi-pap\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: 27.3, chr-F: 0.478" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-pap\n\n\n* source languages: fi\n* target languages: pap\n* OPUS readme: fi-pap\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: 27.3, chr-F: 0.478" ]	[ -0.12479884177446365, 0.12309890240430832, -0.005653779953718185, 0.05796149745583534, 0.06968794018030167, 0.0016889224061742425, 0.06008622795343399, 0.15271517634391785, -0.05230839550495148, 0.009492610581219196, 0.13116084039211273, 0.10834973305463791, 0.0643443912267685, 0.13741448521614075, -0.05635405331850052, -0.16928070783615112, 0.054282136261463165, 0.06654500216245651, -0.05187399312853813, 0.1626841127872467, 0.09243211150169373, -0.007869402877986431, 0.08932662010192871, 0.007523681037127972, -0.01337296050041914, 0.07051921635866165, 0.006966099608689547, -0.07698831707239151, 0.06560972332954407, 0.05349751561880112, 0.05662141740322113, 0.0447688028216362, -0.05434856563806534, -0.20584067702293396, 0.020107654854655266, 0.027346769347786903, -0.02432754449546337, 0.029502548277378082, 0.09529563784599304, -0.06705646961927414, 0.09047266840934753, -0.025404291227459908, 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null	null	transformers	### opus-mt-fi-pis * source languages: fi * target languages: pis * OPUS readme: [fi-pis](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-pis/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-pis/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pis/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pis/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.pis \| 27.5 \| 0.493 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-pis	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "pis", "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 #fi #pis #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-pis * source languages: fi * target languages: pis * OPUS readme: fi-pis * 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: 27.5, chr-F: 0.493	[ "### opus-mt-fi-pis\n\n\n* source languages: fi\n* target languages: pis\n* OPUS readme: fi-pis\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: 27.5, chr-F: 0.493" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pis #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-pis\n\n\n* source languages: fi\n* target languages: pis\n* OPUS readme: fi-pis\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: 27.5, chr-F: 0.493" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pis #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-pis\n\n\n* source languages: fi\n* target languages: pis\n* OPUS readme: fi-pis\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: 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null	null	transformers	### opus-mt-fi-pon * source languages: fi * target languages: pon * OPUS readme: [fi-pon](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-pon/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/fi-pon/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pon/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pon/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.pon \| 23.7 \| 0.475 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-pon	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #pon #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-pon * source languages: fi * target languages: pon * OPUS readme: fi-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: 23.7, chr-F: 0.475	[ "### opus-mt-fi-pon\n\n\n* source languages: fi\n* target languages: pon\n* OPUS readme: fi-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: 23.7, chr-F: 0.475" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pon #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-pon\n\n\n* source languages: fi\n* target languages: pon\n* OPUS readme: fi-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: 23.7, chr-F: 0.475" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #pon #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-pon\n\n\n* source languages: fi\n* target languages: pon\n* OPUS readme: fi-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: 23.7, chr-F: 0.475" ]	[ -0.12044913321733475, 0.13734376430511475, -0.0046371170319616795, 0.07299676537513733, 0.06342259049415588, -0.007326936814934015, 0.09389960765838623, 0.14769263565540314, -0.022378448396921158, -0.0042940168641507626, 0.12032122910022736, 0.1176716685295105, 0.04139683023095131, 0.15291213989257812, -0.08637978136539459, -0.14066410064697266, 0.06069674715399742, 0.050612419843673706, -0.07358168810606003, 0.14336614310741425, 0.10498673468828201, 0.004739163909107447, 0.09088592976331711, -0.015047196298837662, -0.05747118219733238, 0.07173358649015427, 0.015082982368767262, -0.07298543304204941, 0.06425653398036957, 0.0859237015247345, 0.033536143600940704, 0.05585808679461479, -0.033774957060813904, -0.20854124426841736, 0.01597217284142971, 0.00817908626049757, -0.04890475422143936, 0.027169976383447647, 0.05584999546408653, -0.06644736230373383, 0.09346462041139603, -0.025145404040813446, 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null	null	transformers	### opus-mt-fi-ro * source languages: fi * target languages: ro * OPUS readme: [fi-ro](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ro/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/fi-ro/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ro/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ro/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ro \| 27.0 \| 0.490 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ro	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "ro", "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 #fi #ro #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ro * source languages: fi * target languages: ro * OPUS readme: fi-ro * 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: 27.0, chr-F: 0.490	[ "### opus-mt-fi-ro\n\n\n* source languages: fi\n* target languages: ro\n* OPUS readme: fi-ro\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: 27.0, chr-F: 0.490" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ro #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ro\n\n\n* source languages: fi\n* target languages: ro\n* OPUS readme: fi-ro\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: 27.0, chr-F: 0.490" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ro #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ro\n\n\n* source languages: fi\n* target languages: ro\n* OPUS readme: fi-ro\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, 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null	null	transformers	### opus-mt-fi-ru * source languages: fi * target languages: ru * OPUS readme: [fi-ru](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ru/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-04-12.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ru/opus-2020-04-12.zip) * test set translations: [opus-2020-04-12.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ru/opus-2020-04-12.test.txt) * test set scores: [opus-2020-04-12.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ru/opus-2020-04-12.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.ru \| 46.3 \| 0.670 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ru	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "ru", "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 #fi #ru #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ru * source languages: fi * target languages: ru * OPUS readme: fi-ru * 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: 46.3, chr-F: 0.670	[ "### opus-mt-fi-ru\n\n\n* source languages: fi\n* target languages: ru\n* OPUS readme: fi-ru\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: 46.3, chr-F: 0.670" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ru #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ru\n\n\n* source languages: fi\n* target languages: ru\n* OPUS readme: fi-ru\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: 46.3, chr-F: 0.670" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ru #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ru\n\n\n* source languages: fi\n* target languages: ru\n* OPUS readme: fi-ru\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, 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null	null	transformers	### opus-mt-fi-run * source languages: fi * target languages: run * OPUS readme: [fi-run](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-run/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/fi-run/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-run/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-run/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.run \| 23.2 \| 0.498 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-run	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "run", "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 #fi #run #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-run * source languages: fi * target languages: run * OPUS readme: fi-run * 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: 23.2, chr-F: 0.498	[ "### opus-mt-fi-run\n\n\n* source languages: fi\n* target languages: run\n* OPUS readme: fi-run\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: 23.2, chr-F: 0.498" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #run #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-run\n\n\n* source languages: fi\n* target languages: run\n* OPUS readme: fi-run\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: 23.2, chr-F: 0.498" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #run #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-run\n\n\n* source languages: fi\n* target languages: run\n* OPUS readme: fi-run\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: 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null	null	transformers	### opus-mt-fi-rw * source languages: fi * target languages: rw * OPUS readme: [fi-rw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-rw/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/fi-rw/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-rw/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-rw/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.rw \| 25.3 \| 0.509 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-rw	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "rw", "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 #fi #rw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-rw * source languages: fi * target languages: rw * OPUS readme: fi-rw * 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: 0.509	[ "### opus-mt-fi-rw\n\n\n* source languages: fi\n* target languages: rw\n* OPUS readme: fi-rw\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: 0.509" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #rw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-rw\n\n\n* source languages: fi\n* target languages: rw\n* OPUS readme: fi-rw\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: 0.509" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #rw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-rw\n\n\n* source languages: fi\n* target languages: rw\n* OPUS readme: fi-rw\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, 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null	null	transformers	### opus-mt-fi-sg * source languages: fi * target languages: sg * OPUS readme: [fi-sg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sg/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-sg/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sg/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sg/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sg \| 29.3 \| 0.480 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sg	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sg", "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 #fi #sg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sg * source languages: fi * target languages: sg * OPUS readme: fi-sg * 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: 29.3, chr-F: 0.480	[ "### opus-mt-fi-sg\n\n\n* source languages: fi\n* target languages: sg\n* OPUS readme: fi-sg\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: 29.3, chr-F: 0.480" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sg\n\n\n* source languages: fi\n* target languages: sg\n* OPUS readme: fi-sg\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: 29.3, chr-F: 0.480" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sg #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sg\n\n\n* source languages: fi\n* target languages: sg\n* OPUS readme: fi-sg\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, 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null	null	transformers	### opus-mt-fi-sk * source languages: fi * target languages: sk * OPUS readme: [fi-sk](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sk/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/fi-sk/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sk/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sk/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sk \| 28.1 \| 0.501 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sk	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sk", "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 #fi #sk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sk * source languages: fi * target languages: sk * OPUS readme: fi-sk * 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: 28.1, chr-F: 0.501	[ "### opus-mt-fi-sk\n\n\n* source languages: fi\n* target languages: sk\n* OPUS readme: fi-sk\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: 28.1, chr-F: 0.501" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sk\n\n\n* source languages: fi\n* target languages: sk\n* OPUS readme: fi-sk\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: 28.1, chr-F: 0.501" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sk\n\n\n* source languages: fi\n* target languages: sk\n* OPUS readme: fi-sk\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, 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null	null	transformers	### opus-mt-fi-sl * source languages: fi * target languages: sl * OPUS readme: [fi-sl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sl/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/fi-sl/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sl/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sl/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sl \| 24.1 \| 0.481 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sl	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sl", "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 #fi #sl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sl * source languages: fi * target languages: sl * OPUS readme: fi-sl * 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: 24.1, chr-F: 0.481	[ "### opus-mt-fi-sl\n\n\n* source languages: fi\n* target languages: sl\n* OPUS readme: fi-sl\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: 24.1, chr-F: 0.481" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sl\n\n\n* source languages: fi\n* target languages: sl\n* OPUS readme: fi-sl\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: 24.1, chr-F: 0.481" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sl\n\n\n* source languages: fi\n* target languages: sl\n* OPUS readme: fi-sl\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, 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null	null	transformers	### opus-mt-fi-sm * source languages: fi * target languages: sm * OPUS readme: [fi-sm](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sm/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/fi-sm/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sm/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sm/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sm \| 24.0 \| 0.443 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sm	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sm", "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 #fi #sm #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sm * source languages: fi * target languages: sm * OPUS readme: fi-sm * 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: 24.0, chr-F: 0.443	[ "### opus-mt-fi-sm\n\n\n* source languages: fi\n* target languages: sm\n* OPUS readme: fi-sm\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: 24.0, chr-F: 0.443" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sm #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sm\n\n\n* source languages: fi\n* target languages: sm\n* OPUS readme: fi-sm\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: 24.0, chr-F: 0.443" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sm #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sm\n\n\n* source languages: fi\n* target languages: sm\n* OPUS readme: fi-sm\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, 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null	null	transformers	### opus-mt-fi-sn * source languages: fi * target languages: sn * OPUS readme: [fi-sn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sn/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/fi-sn/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sn/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sn/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sn \| 25.3 \| 0.547 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sn	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sn", "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 #fi #sn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sn * source languages: fi * target languages: sn * OPUS readme: fi-sn * 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: 0.547	[ "### opus-mt-fi-sn\n\n\n* source languages: fi\n* target languages: sn\n* OPUS readme: fi-sn\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: 0.547" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sn\n\n\n* source languages: fi\n* target languages: sn\n* OPUS readme: fi-sn\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: 0.547" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sn\n\n\n* source languages: fi\n* target languages: sn\n* OPUS readme: fi-sn\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, 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null	null	transformers	### opus-mt-fi-sq * source languages: fi * target languages: sq * OPUS readme: [fi-sq](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sq/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/fi-sq/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sq/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sq/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sq \| 32.0 \| 0.535 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sq	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sq", "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 #fi #sq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sq * source languages: fi * target languages: sq * OPUS readme: fi-sq * 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: 32.0, chr-F: 0.535	[ "### opus-mt-fi-sq\n\n\n* source languages: fi\n* target languages: sq\n* OPUS readme: fi-sq\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: 32.0, chr-F: 0.535" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sq\n\n\n* source languages: fi\n* target languages: sq\n* OPUS readme: fi-sq\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: 32.0, chr-F: 0.535" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sq #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sq\n\n\n* source languages: fi\n* target languages: sq\n* OPUS readme: fi-sq\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, 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null	null	transformers	### opus-mt-fi-srn * source languages: fi * target languages: srn * OPUS readme: [fi-srn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-srn/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/fi-srn/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-srn/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-srn/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.srn \| 29.2 \| 0.491 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-srn	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "srn", "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 #fi #srn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-srn * source languages: fi * target languages: srn * OPUS readme: fi-srn * 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: 29.2, chr-F: 0.491	[ "### opus-mt-fi-srn\n\n\n* source languages: fi\n* target languages: srn\n* OPUS readme: fi-srn\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: 29.2, chr-F: 0.491" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #srn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-srn\n\n\n* source languages: fi\n* target languages: srn\n* OPUS readme: fi-srn\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: 29.2, chr-F: 0.491" ]	[ 63, 105 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #srn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-srn\n\n\n* source languages: fi\n* target languages: srn\n* OPUS readme: fi-srn\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: 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null	null	transformers	### opus-mt-fi-st * source languages: fi * target languages: st * OPUS readme: [fi-st](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-st/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-st/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-st/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-st/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.st \| 37.1 \| 0.570 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-st	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "st", "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 #fi #st #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-st * source languages: fi * target languages: st * OPUS readme: fi-st * 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: 37.1, chr-F: 0.570	[ "### opus-mt-fi-st\n\n\n* source languages: fi\n* target languages: st\n* OPUS readme: fi-st\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: 37.1, chr-F: 0.570" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #st #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-st\n\n\n* source languages: fi\n* target languages: st\n* OPUS readme: fi-st\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: 37.1, chr-F: 0.570" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #st #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-st\n\n\n* source languages: fi\n* target languages: st\n* OPUS readme: fi-st\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, 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null	null	transformers	### opus-mt-fi-sv * source languages: fi * target languages: sv * OPUS readme: [fi-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sv/README.md) * dataset: opus+bt * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus+bt-2020-04-11.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-sv/opus+bt-2020-04-11.zip) * test set translations: [opus+bt-2020-04-11.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sv/opus+bt-2020-04-11.test.txt) * test set scores: [opus+bt-2020-04-11.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sv/opus+bt-2020-04-11.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| fiskmo_testset.fi.sv \| 27.4 \| 0.605 \| \| Tatoeba.fi.sv \| 54.7 \| 0.709 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sv	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "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 #fi #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sv * source languages: fi * target languages: sv * OPUS readme: fi-sv * 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: fiskmo\_testset.URL, BLEU: 27.4, chr-F: 0.605 testset: URL, BLEU: 54.7, chr-F: 0.709	[ "### opus-mt-fi-sv\n\n\n* source languages: fi\n* target languages: sv\n* OPUS readme: fi-sv\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: fiskmo\\_testset.URL, BLEU: 27.4, chr-F: 0.605\ntestset: URL, BLEU: 54.7, chr-F: 0.709" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sv\n\n\n* source languages: fi\n* target languages: sv\n* OPUS readme: fi-sv\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: fiskmo\\_testset.URL, BLEU: 27.4, chr-F: 0.605\ntestset: URL, BLEU: 54.7, chr-F: 0.709" ]	[ 61, 134 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sv\n\n\n* source languages: fi\n* target languages: sv\n* OPUS readme: fi-sv\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: fiskmo\\_testset.URL, BLEU: 27.4, chr-F: 0.605\ntestset: URL, BLEU: 54.7, chr-F: 0.709" ]	[ -0.15721969306468964, 0.1253340244293213, -0.00417461758479476, 0.0696091502904892, 0.05646521598100662, 0.007971622049808502, 0.04506973177194595, 0.1443587988615036, 0.019284842535853386, 0.029125574976205826, 0.1264404058456421, 0.07534433156251907, 0.0321166105568409, 0.17611241340637207, -0.09413804113864899, -0.1020771861076355, 0.0403783842921257, 0.049118660390377045, -0.11269916594028473, 0.13241586089134216, 0.10282827168703079, -0.029160628095269203, 0.09900856763124466, -0.04003646597266197, -0.03331852704286575, 0.06682741641998291, 0.02708483673632145, -0.05853361263871193, 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null	null	transformers	### opus-mt-fi-sw * source languages: fi * target languages: sw * OPUS readme: [fi-sw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sw/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/fi-sw/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sw/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sw/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.sw \| 29.9 \| 0.548 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-sw	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "sw", "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 #fi #sw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-sw * source languages: fi * target languages: sw * OPUS readme: fi-sw * 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: 29.9, chr-F: 0.548	[ "### opus-mt-fi-sw\n\n\n* source languages: fi\n* target languages: sw\n* OPUS readme: fi-sw\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: 29.9, chr-F: 0.548" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-sw\n\n\n* source languages: fi\n* target languages: sw\n* OPUS readme: fi-sw\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: 29.9, chr-F: 0.548" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #sw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-sw\n\n\n* source languages: fi\n* target languages: sw\n* OPUS readme: fi-sw\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, 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null	null	transformers	### opus-mt-fi-swc * source languages: fi * target languages: swc * OPUS readme: [fi-swc](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-swc/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-swc/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-swc/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-swc/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.swc \| 27.5 \| 0.515 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-swc	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "swc", "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 #fi #swc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-swc * source languages: fi * target languages: swc * OPUS readme: fi-swc * 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: 27.5, chr-F: 0.515	[ "### opus-mt-fi-swc\n\n\n* source languages: fi\n* target languages: swc\n* OPUS readme: fi-swc\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: 27.5, chr-F: 0.515" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #swc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-swc\n\n\n* source languages: fi\n* target languages: swc\n* OPUS readme: fi-swc\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: 27.5, chr-F: 0.515" ]	[ 63, 105 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #swc #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-swc\n\n\n* source languages: fi\n* target languages: swc\n* OPUS readme: fi-swc\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: 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null	null	transformers	### opus-mt-fi-tiv * source languages: fi * target languages: tiv * OPUS readme: [fi-tiv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tiv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-tiv/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tiv/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tiv/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.tiv \| 23.6 \| 0.425 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tiv	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tiv", "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 #fi #tiv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tiv * source languages: fi * target languages: tiv * OPUS readme: fi-tiv * 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: 0.425	[ "### opus-mt-fi-tiv\n\n\n* source languages: fi\n* target languages: tiv\n* OPUS readme: fi-tiv\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: 0.425" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tiv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tiv\n\n\n* source languages: fi\n* target languages: tiv\n* OPUS readme: fi-tiv\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: 0.425" ]	[ 61, 101 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tiv #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tiv\n\n\n* source languages: fi\n* target languages: tiv\n* OPUS readme: fi-tiv\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: 0.425" ]	[ -0.11569207906723022, 0.09382972121238708, -0.004229839891195297, 0.08070460706949234, 0.08233362436294556, 0.005260103847831488, 0.07088132947683334, 0.1466645449399948, -0.009186103008687496, -0.0061597516760230064, 0.10868179053068161, 0.11883869022130966, 0.03482408821582794, 0.16060756146907806, -0.09930932521820068, -0.14427387714385986, 0.04640338569879532, 0.04937995225191116, -0.05711646378040314, 0.1518838256597519, 0.10221713781356812, -0.004888996481895447, 0.10479316115379333, -0.020100446417927742, -0.07220529019832611, 0.07511863112449646, 0.02688097022473812, -0.06605148315429688, 0.08059002459049225, 0.06657636910676956, 0.03712264820933342, 0.057788994163274765, -0.029673004522919655, -0.15983599424362183, 0.018251363188028336, 0.017755312845110893, -0.04079959914088249, 0.018706995993852615, 0.05439525097608566, -0.07440804690122604, 0.15796399116516113, -0.020542096346616745, 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null	null	transformers	### opus-mt-fi-tll * source languages: fi * target languages: tll * OPUS readme: [fi-tll](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tll/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-tll/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tll/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tll/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.tll \| 23.6 \| 0.478 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tll	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tll", "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 #fi #tll #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tll * source languages: fi * target languages: tll * OPUS readme: fi-tll * 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: 0.478	[ "### opus-mt-fi-tll\n\n\n* source languages: fi\n* target languages: tll\n* OPUS readme: fi-tll\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: 0.478" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tll #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tll\n\n\n* source languages: fi\n* target languages: tll\n* OPUS readme: fi-tll\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: 0.478" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tll #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tll\n\n\n* source languages: fi\n* target languages: tll\n* OPUS readme: fi-tll\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: 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null	null	transformers	### opus-mt-fi-tn * source languages: fi * target languages: tn * OPUS readme: [fi-tn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tn/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/fi-tn/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tn/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tn/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.tn \| 34.5 \| 0.555 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tn	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tn", "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 #fi #tn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tn * source languages: fi * target languages: tn * OPUS readme: fi-tn * 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: 34.5, chr-F: 0.555	[ "### opus-mt-fi-tn\n\n\n* source languages: fi\n* target languages: tn\n* OPUS readme: fi-tn\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: 34.5, chr-F: 0.555" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tn\n\n\n* source languages: fi\n* target languages: tn\n* OPUS readme: fi-tn\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: 34.5, chr-F: 0.555" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tn #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tn\n\n\n* source languages: fi\n* target languages: tn\n* OPUS readme: fi-tn\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, 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null	null	transformers	### opus-mt-fi-to * source languages: fi * target languages: to * OPUS readme: [fi-to](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-to/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-to/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-to/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-to/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.to \| 38.3 \| 0.541 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-to	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "to", "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 #fi #to #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-to * source languages: fi * target languages: to * OPUS readme: fi-to * 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: 0.541	[ "### opus-mt-fi-to\n\n\n* source languages: fi\n* target languages: to\n* OPUS readme: fi-to\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: 0.541" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #to #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-to\n\n\n* source languages: fi\n* target languages: to\n* OPUS readme: fi-to\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: 0.541" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #to #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-to\n\n\n* source languages: fi\n* target languages: to\n* OPUS readme: fi-to\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, 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null	null	transformers	### opus-mt-fi-toi * source languages: fi * target languages: toi * OPUS readme: [fi-toi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-toi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-toi/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-toi/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-toi/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.toi \| 22.0 \| 0.509 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-toi	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "toi", "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 #fi #toi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-toi * source languages: fi * target languages: toi * OPUS readme: fi-toi * 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: 22.0, chr-F: 0.509	[ "### opus-mt-fi-toi\n\n\n* source languages: fi\n* target languages: toi\n* OPUS readme: fi-toi\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: 22.0, chr-F: 0.509" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #toi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-toi\n\n\n* source languages: fi\n* target languages: toi\n* OPUS readme: fi-toi\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: 22.0, chr-F: 0.509" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #toi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-toi\n\n\n* source languages: fi\n* target languages: toi\n* OPUS readme: fi-toi\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: 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null	null	transformers	### opus-mt-fi-tpi * source languages: fi * target languages: tpi * OPUS readme: [fi-tpi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tpi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-tpi/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tpi/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tpi/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.tpi \| 30.5 \| 0.504 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tpi	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tpi", "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 #fi #tpi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tpi * source languages: fi * target languages: tpi * OPUS readme: fi-tpi * 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: 30.5, chr-F: 0.504	[ "### opus-mt-fi-tpi\n\n\n* source languages: fi\n* target languages: tpi\n* OPUS readme: fi-tpi\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: 30.5, chr-F: 0.504" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tpi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tpi\n\n\n* source languages: fi\n* target languages: tpi\n* OPUS readme: fi-tpi\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: 30.5, chr-F: 0.504" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tpi #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tpi\n\n\n* source languages: fi\n* target languages: tpi\n* OPUS readme: fi-tpi\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: 30.5, chr-F: 0.504" ]	[ -0.13092848658561707, 0.10354345291852951, -0.0038894761819392443, 0.08548444509506226, 0.06844212114810944, 0.005082291550934315, 0.06198205426335335, 0.16096512973308563, -0.013419642113149166, -0.011748374439775944, 0.09385155886411667, 0.13824306428432465, 0.046733658760786057, 0.16732379794120789, -0.07877451181411743, -0.14645756781101227, 0.042265672236680984, 0.05415936931967735, -0.04721582680940628, 0.16421395540237427, 0.10270467400550842, 0.005604616366326809, 0.1110805794596672, -0.02508423663675785, -0.06605599075555801, 0.06760626286268234, 0.023350177332758904, -0.09043696522712708, 0.0705069899559021, 0.07628963887691498, 0.028193511068820953, 0.04948008060455322, -0.0415450781583786, -0.1624574363231659, 0.016459528356790543, 0.041688818484544754, -0.04040515050292015, 0.018491432070732117, 0.07541889697313309, -0.06019965931773186, 0.1254861056804657, -0.011521965265274048, 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null	null	transformers	### opus-mt-fi-tr * source languages: fi * target languages: tr * OPUS readme: [fi-tr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-04-12.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-tr/opus-2020-04-12.zip) * test set translations: [opus-2020-04-12.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tr/opus-2020-04-12.test.txt) * test set scores: [opus-2020-04-12.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tr/opus-2020-04-12.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| Tatoeba.fi.tr \| 31.6 \| 0.619 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tr	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tr", "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 #fi #tr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tr * source languages: fi * target languages: tr * OPUS readme: fi-tr * 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: 31.6, chr-F: 0.619	[ "### opus-mt-fi-tr\n\n\n* source languages: fi\n* target languages: tr\n* OPUS readme: fi-tr\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: 31.6, chr-F: 0.619" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tr\n\n\n* source languages: fi\n* target languages: tr\n* OPUS readme: fi-tr\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: 31.6, chr-F: 0.619" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tr #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tr\n\n\n* source languages: fi\n* target languages: tr\n* OPUS readme: fi-tr\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, 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null	null	transformers	### opus-mt-fi-ts * source languages: fi * target languages: ts * OPUS readme: [fi-ts](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ts/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ts/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ts/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ts/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ts \| 33.6 \| 0.563 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ts	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "ts", "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 #fi #ts #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ts * source languages: fi * target languages: ts * OPUS readme: fi-ts * 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: 0.563	[ "### opus-mt-fi-ts\n\n\n* source languages: fi\n* target languages: ts\n* OPUS readme: fi-ts\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: 0.563" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ts #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ts\n\n\n* source languages: fi\n* target languages: ts\n* OPUS readme: fi-ts\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: 0.563" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ts #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ts\n\n\n* source languages: fi\n* target languages: ts\n* OPUS readme: fi-ts\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, 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null	null	transformers	### opus-mt-fi-tvl * source languages: fi * target languages: tvl * OPUS readme: [fi-tvl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tvl/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/fi-tvl/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tvl/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tvl/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.tvl \| 33.6 \| 0.517 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tvl	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tvl", "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 #fi #tvl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tvl * source languages: fi * target languages: tvl * OPUS readme: fi-tvl * 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: 0.517	[ "### opus-mt-fi-tvl\n\n\n* source languages: fi\n* target languages: tvl\n* OPUS readme: fi-tvl\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: 0.517" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tvl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tvl\n\n\n* source languages: fi\n* target languages: tvl\n* OPUS readme: fi-tvl\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: 0.517" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tvl #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tvl\n\n\n* source languages: fi\n* target languages: tvl\n* OPUS readme: fi-tvl\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: 0.517" ]	[ -0.12577272951602936, 0.09953444451093674, -0.003729285905137658, 0.07414458692073822, 0.060866959393024445, 0.013149954378604889, 0.057633064687252045, 0.16132576763629913, -0.016894439235329628, -0.017443682998418808, 0.10375220328569412, 0.10540393739938736, 0.023273522034287453, 0.16279636323451996, -0.07971390336751938, -0.12097159028053284, 0.035167012363672256, 0.055769793689250946, -0.04013174772262573, 0.14445698261260986, 0.09807898849248886, -0.010902461595833302, 0.11003673821687698, -0.036642078310251236, -0.05969853699207306, 0.07734420895576477, 0.030156264081597328, -0.07552400231361389, 0.06927965581417084, 0.08478883653879166, 0.015963634476065636, 0.053087860345840454, -0.016968484967947006, -0.19094160199165344, 0.01696690544486046, 0.029794389382004738, -0.04089982062578201, 0.016269132494926453, 0.06295789033174515, -0.05559089034795761, 0.1433124542236328, -0.03635365888476372, 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null	null	transformers	### opus-mt-fi-tw * source languages: fi * target languages: tw * OPUS readme: [fi-tw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-tw/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-tw/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tw/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-tw/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.tw \| 29.2 \| 0.504 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-tw	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "tw", "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 #fi #tw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-tw * source languages: fi * target languages: tw * OPUS readme: fi-tw * 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: 29.2, chr-F: 0.504	[ "### opus-mt-fi-tw\n\n\n* source languages: fi\n* target languages: tw\n* OPUS readme: fi-tw\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: 29.2, chr-F: 0.504" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-tw\n\n\n* source languages: fi\n* target languages: tw\n* OPUS readme: fi-tw\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: 29.2, chr-F: 0.504" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #tw #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-tw\n\n\n* source languages: fi\n* target languages: tw\n* OPUS readme: fi-tw\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, 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null	null	transformers	### opus-mt-fi-ty * source languages: fi * target languages: ty * OPUS readme: [fi-ty](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ty/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ty/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ty/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ty/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ty \| 39.7 \| 0.565 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ty	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "ty", "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 #fi #ty #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ty * source languages: fi * target languages: ty * OPUS readme: fi-ty * 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: 39.7, chr-F: 0.565	[ "### opus-mt-fi-ty\n\n\n* source languages: fi\n* target languages: ty\n* OPUS readme: fi-ty\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: 39.7, chr-F: 0.565" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ty #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ty\n\n\n* source languages: fi\n* target languages: ty\n* OPUS readme: fi-ty\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: 39.7, chr-F: 0.565" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ty #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ty\n\n\n* source languages: fi\n* target languages: ty\n* OPUS readme: fi-ty\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, 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null	null	transformers	### opus-mt-fi-uk * source languages: fi * target languages: uk * OPUS readme: [fi-uk](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-uk/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/fi-uk/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-uk/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-uk/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.uk \| 23.3 \| 0.445 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-uk	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "uk", "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 #fi #uk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-uk * source languages: fi * target languages: uk * OPUS readme: fi-uk * 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: 23.3, chr-F: 0.445	[ "### opus-mt-fi-uk\n\n\n* source languages: fi\n* target languages: uk\n* OPUS readme: fi-uk\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: 23.3, chr-F: 0.445" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #uk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-uk\n\n\n* source languages: fi\n* target languages: uk\n* OPUS readme: fi-uk\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: 23.3, chr-F: 0.445" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #uk #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-uk\n\n\n* source languages: fi\n* target languages: uk\n* OPUS readme: fi-uk\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, 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null	null	transformers	### opus-mt-fi-ve * source languages: fi * target languages: ve * OPUS readme: [fi-ve](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ve/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/fi-ve/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ve/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ve/opus-2020-01-20.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.ve \| 26.0 \| 0.495 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-ve	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "ve", "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 #fi #ve #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-ve * source languages: fi * target languages: ve * OPUS readme: fi-ve * 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: 26.0, chr-F: 0.495	[ "### opus-mt-fi-ve\n\n\n* source languages: fi\n* target languages: ve\n* OPUS readme: fi-ve\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: 26.0, chr-F: 0.495" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ve #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-ve\n\n\n* source languages: fi\n* target languages: ve\n* OPUS readme: fi-ve\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: 26.0, chr-F: 0.495" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #ve #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-ve\n\n\n* source languages: fi\n* target languages: ve\n* OPUS readme: fi-ve\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, 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null	null	transformers	### opus-mt-fi-war * source languages: fi * target languages: war * OPUS readme: [fi-war](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-war/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-war/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-war/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-war/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.war \| 35.1 \| 0.565 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-war	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "war", "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 #fi #war #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-war * source languages: fi * target languages: war * OPUS readme: fi-war * 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: 35.1, chr-F: 0.565	[ "### opus-mt-fi-war\n\n\n* source languages: fi\n* target languages: war\n* OPUS readme: fi-war\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: 35.1, chr-F: 0.565" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #war #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-war\n\n\n* source languages: fi\n* target languages: war\n* OPUS readme: fi-war\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: 35.1, chr-F: 0.565" ]	[ 61, 99 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #war #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-war\n\n\n* source languages: fi\n* target languages: war\n* OPUS readme: fi-war\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: 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null	null	transformers	### opus-mt-fi-wls * source languages: fi * target languages: wls * OPUS readme: [fi-wls](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-wls/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-wls/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-wls/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-wls/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.wls \| 24.7 \| 0.466 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-wls	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "wls", "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 #fi #wls #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-wls * source languages: fi * target languages: wls * OPUS readme: fi-wls * 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: 24.7, chr-F: 0.466	[ "### opus-mt-fi-wls\n\n\n* source languages: fi\n* target languages: wls\n* OPUS readme: fi-wls\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: 24.7, chr-F: 0.466" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #wls #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-wls\n\n\n* source languages: fi\n* target languages: wls\n* OPUS readme: fi-wls\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: 24.7, chr-F: 0.466" ]	[ 62, 103 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #wls #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-wls\n\n\n* source languages: fi\n* target languages: wls\n* OPUS readme: fi-wls\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: 24.7, chr-F: 0.466" ]	[ -0.1507042497396469, 0.13727867603302002, -0.0039047799073159695, 0.07509811967611313, 0.04957714304327965, 0.002332919742912054, 0.053157445043325424, 0.15539273619651794, 0.03558802232146263, -0.006711730733513832, 0.11163628846406937, 0.0974513366818428, 0.02665262669324875, 0.12039292603731155, -0.09000898897647858, -0.09034721553325653, 0.05074536055326462, 0.047642700374126434, -0.09631866961717606, 0.14009158313274384, 0.0709882453083992, -0.021042978391051292, 0.09507297724485397, -0.021868569776415825, -0.07339959591627121, 0.07301729172468185, 0.004916636738926172, -0.0564311146736145, 0.04837608337402344, 0.08717101067304611, 0.03713070973753929, 0.06077731400728226, -0.016729090362787247, -0.20822183787822723, 0.015196813270449638, -0.0002376666379859671, -0.03165678307414055, 0.012954250909388065, 0.06198649853467941, -0.08200207352638245, 0.07996669411659241, -0.03136351704597473, 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null	null	transformers	### opus-mt-fi-xh * source languages: fi * target languages: xh * OPUS readme: [fi-xh](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-xh/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/fi-xh/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-xh/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-xh/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.xh \| 25.3 \| 0.554 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-xh	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "xh", "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 #fi #xh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-xh * source languages: fi * target languages: xh * OPUS readme: fi-xh * 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: 0.554	[ "### opus-mt-fi-xh\n\n\n* source languages: fi\n* target languages: xh\n* OPUS readme: fi-xh\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: 0.554" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #xh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-xh\n\n\n* source languages: fi\n* target languages: xh\n* OPUS readme: fi-xh\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: 0.554" ]	[ 62, 102 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #xh #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-xh\n\n\n* source languages: fi\n* target languages: xh\n* OPUS readme: fi-xh\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, 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null	null	transformers	### opus-mt-fi-yap * source languages: fi * target languages: yap * OPUS readme: [fi-yap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-yap/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/fi-yap/opus-2020-01-08.zip) * test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-yap/opus-2020-01-08.test.txt) * test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-yap/opus-2020-01-08.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.yap \| 25.4 \| 0.445 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-yap	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "yap", "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 #fi #yap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-yap * source languages: fi * target languages: yap * OPUS readme: fi-yap * 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: 25.4, chr-F: 0.445	[ "### opus-mt-fi-yap\n\n\n* source languages: fi\n* target languages: yap\n* OPUS readme: fi-yap\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: 25.4, chr-F: 0.445" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #yap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-yap\n\n\n* source languages: fi\n* target languages: yap\n* OPUS readme: fi-yap\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: 25.4, chr-F: 0.445" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #yap #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-yap\n\n\n* source languages: fi\n* target languages: yap\n* OPUS readme: fi-yap\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: 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null	null	transformers	### opus-mt-fi-yo * source languages: fi * target languages: yo * OPUS readme: [fi-yo](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-yo/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-yo/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-yo/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-yo/opus-2020-01-24.eval.txt) ## Benchmarks \| testset \| BLEU \| chr-F \| \|-----------------------\|-------\|-------\| \| JW300.fi.yo \| 25.8 \| 0.427 \|	{"license": "apache-2.0", "tags": ["translation"]}	translation	Helsinki-NLP/opus-mt-fi-yo	[ "transformers", "pytorch", "tf", "marian", "text2text-generation", "translation", "fi", "yo", "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 #fi #yo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us	### opus-mt-fi-yo * source languages: fi * target languages: yo * OPUS readme: fi-yo * 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: 25.8, chr-F: 0.427	[ "### opus-mt-fi-yo\n\n\n* source languages: fi\n* target languages: yo\n* OPUS readme: fi-yo\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: 25.8, chr-F: 0.427" ]	[ "TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #yo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n", "### opus-mt-fi-yo\n\n\n* source languages: fi\n* target languages: yo\n* OPUS readme: fi-yo\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: 25.8, chr-F: 0.427" ]	[ 61, 100 ]	[ "passage: TAGS\n#transformers #pytorch #tf #marian #text2text-generation #translation #fi #yo #license-apache-2.0 #autotrain_compatible #endpoints_compatible #has_space #region-us \n### opus-mt-fi-yo\n\n\n* source languages: fi\n* target languages: yo\n* OPUS readme: fi-yo\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, 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Subsets and Splits