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int64
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Chae/botman
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
5
2020-04-29T02:59:26Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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Chaewon/mnmt_decoder_en_gpt2
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- tags: - translation license: apache-2.0 --- ### 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 |
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-0.041834644973278046, -0.03440696746110916, -0.002794248517602682, 0.07265160977840424 ]
Chakita/Kalbert
[ "pytorch", "tensorboard", "albert", "fill-mask", "transformers", "generated_from_trainer", "license:mit", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "AlbertForMaskedLM" ], "model_type": "albert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
5
null
--- tags: - translation license: apache-2.0 --- ### 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 |
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Chandanbhat/distilbert-base-uncased-finetuned-cola
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:06:30Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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Charlotte/text2dm_models
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:07:06Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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ChaseBread/DialoGPT-small-harrypotter
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
9
2020-04-29T12:07:33Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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Cheapestmedsshop/Buymodafinilus
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:08:02Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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Cheatham/xlm-roberta-large-finetuned-d1
[ "pytorch", "xlm-roberta", "text-classification", "transformers" ]
text-classification
{ "architectures": [ "XLMRobertaForSequenceClassification" ], "model_type": "xlm-roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
20
2020-04-29T12:09:05Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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-0.03301383554935455, -0.007046882528811693, 0.07095201313495636 ]
Cheatham/xlm-roberta-large-finetuned
[ "pytorch", "xlm-roberta", "text-classification", "transformers" ]
text-classification
{ "architectures": [ "XLMRobertaForSequenceClassification" ], "model_type": "xlm-roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
20
2020-04-29T12:10:40Z
--- tags: - translation license: apache-2.0 --- ### 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 |
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-0.04706975445151329, -0.036437392234802246, -0.005622425582259893, 0.06898774951696396 ]
Cheatham/xlm-roberta-large-finetuned4
[ "pytorch", "xlm-roberta", "text-classification", "transformers" ]
text-classification
{ "architectures": [ "XLMRobertaForSequenceClassification" ], "model_type": "xlm-roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
20
2020-05-12T21:39:50Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fi_nb_no_nn_ru_sv_en-SAMI * source languages: fi,nb,no,nn,ru,sv,en * target languages: se,sma,smj,smn,sms * OPUS readme: [fi+nb+no+nn+ru+sv+en-se+sma+smj+smn+sms](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi+nb+no+nn+ru+sv+en-se+sma+smj+smn+sms/README.md) * dataset: opus+giella * 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+giella-2020-04-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi+nb+no+nn+ru+sv+en-se+sma+smj+smn+sms/opus+giella-2020-04-18.zip) * test set translations: [opus+giella-2020-04-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi+nb+no+nn+ru+sv+en-se+sma+smj+smn+sms/opus+giella-2020-04-18.test.txt) * test set scores: [opus+giella-2020-04-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi+nb+no+nn+ru+sv+en-se+sma+smj+smn+sms/opus+giella-2020-04-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | giella.fi.sms | 58.4 | 0.776 |
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CheonggyeMountain-Sherpa/kogpt-trinity-poem
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
15
2020-08-08T13:49:21Z
--- language: - se - fi - hu - et - fiu tags: - translation license: apache-2.0 --- ### fiu-fiu * source group: Finno-Ugrian languages * target group: Finno-Ugrian languages * OPUS readme: [fiu-fiu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fiu-fiu/README.md) * model: transformer * source language(s): est fin fkv_Latn hun izh krl liv_Latn vep vro * target language(s): est fin fkv_Latn hun izh krl liv_Latn vep vro * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fiu-fiu/opus-2020-07-26.zip) * test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fiu-fiu/opus-2020-07-26.test.txt) * test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fiu-fiu/opus-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.est-est.est.est | 2.0 | 0.252 | | Tatoeba-test.est-fin.est.fin | 51.0 | 0.704 | | Tatoeba-test.est-fkv.est.fkv | 1.1 | 0.211 | | Tatoeba-test.est-vep.est.vep | 3.1 | 0.272 | | Tatoeba-test.fin-est.fin.est | 55.2 | 0.722 | | Tatoeba-test.fin-fkv.fin.fkv | 1.6 | 0.207 | | Tatoeba-test.fin-hun.fin.hun | 42.4 | 0.663 | | Tatoeba-test.fin-izh.fin.izh | 12.9 | 0.509 | | Tatoeba-test.fin-krl.fin.krl | 4.6 | 0.292 | | Tatoeba-test.fkv-est.fkv.est | 2.4 | 0.148 | | Tatoeba-test.fkv-fin.fkv.fin | 15.1 | 0.427 | | Tatoeba-test.fkv-liv.fkv.liv | 1.2 | 0.261 | | Tatoeba-test.fkv-vep.fkv.vep | 1.2 | 0.233 | | Tatoeba-test.hun-fin.hun.fin | 47.8 | 0.681 | | Tatoeba-test.izh-fin.izh.fin | 24.0 | 0.615 | | Tatoeba-test.izh-krl.izh.krl | 1.8 | 0.114 | | Tatoeba-test.krl-fin.krl.fin | 13.6 | 0.407 | | Tatoeba-test.krl-izh.krl.izh | 2.7 | 0.096 | | Tatoeba-test.liv-fkv.liv.fkv | 1.2 | 0.164 | | Tatoeba-test.liv-vep.liv.vep | 3.4 | 0.181 | | Tatoeba-test.multi.multi | 36.7 | 0.581 | | Tatoeba-test.vep-est.vep.est | 3.4 | 0.251 | | Tatoeba-test.vep-fkv.vep.fkv | 1.2 | 0.215 | | Tatoeba-test.vep-liv.vep.liv | 3.4 | 0.179 | ### System Info: - hf_name: fiu-fiu - source_languages: fiu - target_languages: fiu - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fiu-fiu/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['se', 'fi', 'hu', 'et', 'fiu'] - src_constituents: {'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv_Latn', 'est', 'mhr', 'sma'} - tgt_constituents: {'izh', 'mdf', 'vep', 'vro', 'sme', 'myv', 'fkv_Latn', 'krl', 'fin', 'hun', 'kpv', 'udm', 'liv_Latn', 'est', 'mhr', 'sma'} - src_multilingual: True - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fiu-fiu/opus-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fiu-fiu/opus-2020-07-26.test.txt - src_alpha3: fiu - tgt_alpha3: fiu - short_pair: fiu-fiu - chrF2_score: 0.581 - bleu: 36.7 - brevity_penalty: 0.981 - ref_len: 19444.0 - src_name: Finno-Ugrian languages - tgt_name: Finno-Ugrian languages - train_date: 2020-07-26 - src_alpha2: fiu - tgt_alpha2: fiu - prefer_old: False - long_pair: fiu-fiu - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Chertilasus/main
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:11:21Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fj-fr * source languages: fj * target languages: fr * OPUS readme: [fj-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fj-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fj-fr/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fj-fr/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fj-fr/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fj.fr | 24.0 | 0.407 |
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Chikita1/www_stash_stock
[ "license:bsd-3-clause-clear" ]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-08-19T00:16:01Z
--- language: - fr - ar tags: - translation license: apache-2.0 --- ### fra-ara * source group: French * target group: Arabic * OPUS readme: [fra-ara](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-ara/README.md) * model: transformer * source language(s): fra * target language(s): apc ara arq arq_Latn ary arz * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-ara/opus-2020-07-03.zip) * test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-ara/opus-2020-07-03.test.txt) * test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-ara/opus-2020-07-03.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.fra.ara | 14.4 | 0.439 | ### System Info: - hf_name: fra-ara - source_languages: fra - target_languages: ara - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-ara/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fr', 'ar'] - src_constituents: {'fra'} - tgt_constituents: {'apc', 'ara', 'arq_Latn', 'arq', 'afb', 'ara_Latn', 'apc_Latn', 'arz'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-ara/opus-2020-07-03.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-ara/opus-2020-07-03.test.txt - src_alpha3: fra - tgt_alpha3: ara - short_pair: fr-ar - chrF2_score: 0.439 - bleu: 14.4 - brevity_penalty: 1.0 - ref_len: 7956.0 - src_name: French - tgt_name: Arabic - train_date: 2020-07-03 - src_alpha2: fr - tgt_alpha2: ar - prefer_old: False - long_pair: fra-ara - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Ching/negation_detector
[ "pytorch", "roberta", "question-answering", "transformers", "autotrain_compatible" ]
question-answering
{ "architectures": [ "RobertaForQuestionAnswering" ], "model_type": "roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
9
2020-04-29T12:12:03Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-bcl * source languages: fr * target languages: bcl * OPUS readme: [fr-bcl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-bcl/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-bcl/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bcl/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bcl/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.bcl | 35.9 | 0.566 |
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-0.06330615282058716, -0.050765931606292725, -0.039926301687955856, 0.00035568594466894865, 0.07581424713134766 ]
Chiuchiyin/DialoGPT-small-Donald
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
2020-04-29T12:12:31Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ber * source languages: fr * target languages: ber * OPUS readme: [fr-ber](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ber/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ber/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ber/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ber/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.ber | 37.2 | 0.641 |
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0.0007540103979408741, 0.0786224901676178 ]
ChoboAvenger/DialoGPT-small-DocBot
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:12:46Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-bi * source languages: fr * target languages: bi * OPUS readme: [fr-bi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-bi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-bi/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bi/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bi/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.bi | 28.4 | 0.464 |
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ChoboAvenger/DialoGPT-small-joshua
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:12:59Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-bzs * source languages: fr * target languages: bzs * OPUS readme: [fr-bzs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-bzs/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-bzs/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bzs/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bzs/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.bzs | 30.2 | 0.477 |
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ChrisP/xlm-roberta-base-finetuned-marc-en
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:13:12Z
--- language: - fr - ca tags: - translation license: apache-2.0 --- ### fra-cat * source group: French * target group: Catalan * OPUS readme: [fra-cat](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-cat/README.md) * model: transformer-align * source language(s): fra * target language(s): cat * 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/fra-cat/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-cat/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-cat/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.fra.cat | 43.4 | 0.645 | ### System Info: - hf_name: fra-cat - source_languages: fra - target_languages: cat - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-cat/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fr', 'ca'] - src_constituents: {'fra'} - tgt_constituents: {'cat'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-cat/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-cat/opus-2020-06-16.test.txt - src_alpha3: fra - tgt_alpha3: cat - short_pair: fr-ca - chrF2_score: 0.645 - bleu: 43.4 - brevity_penalty: 0.982 - ref_len: 5214.0 - src_name: French - tgt_name: Catalan - train_date: 2020-06-16 - src_alpha2: fr - tgt_alpha2: ca - prefer_old: False - long_pair: fra-cat - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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-0.059306252747774124, -0.011920548044145107, -0.0037438073195517063, 0.06362234055995941 ]
ChrisVCB/DialoGPT-medium-cmjs
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
2020-04-29T12:13:28Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ceb * source languages: fr * target languages: ceb * OPUS readme: [fr-ceb](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ceb/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ceb/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ceb/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ceb/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ceb | 32.8 | 0.543 |
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ChrisVCB/DialoGPT-medium-ej
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
13
2020-04-29T12:13:43Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-crs * source languages: fr * target languages: crs * OPUS readme: [fr-crs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-crs/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-crs/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-crs/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-crs/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.crs | 31.6 | 0.492 |
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ChristianOrr/madnet_keras
[ "tensorboard", "dataset:flyingthings-3d", "dataset:kitti", "arxiv:1810.05424", "vision", "deep-stereo", "depth-estimation", "Tensorflow2", "Keras", "license:apache-2.0" ]
depth-estimation
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:13:57Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-de * source languages: fr * target languages: de * OPUS readme: [fr-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-de/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-de/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-de/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-de/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | euelections_dev2019.transformer-align.fr | 26.4 | 0.571 | | newssyscomb2009.fr.de | 22.1 | 0.524 | | news-test2008.fr.de | 22.1 | 0.524 | | newstest2009.fr.de | 21.6 | 0.520 | | newstest2010.fr.de | 22.6 | 0.527 | | newstest2011.fr.de | 21.5 | 0.518 | | newstest2012.fr.de | 22.4 | 0.516 | | newstest2013.fr.de | 24.2 | 0.532 | | newstest2019-frde.fr.de | 27.9 | 0.595 | | Tatoeba.fr.de | 49.1 | 0.676 |
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ChristopherA08/IndoELECTRA
[ "pytorch", "electra", "pretraining", "id", "dataset:oscar", "transformers" ]
null
{ "architectures": [ "ElectraForPreTraining" ], "model_type": "electra", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
4
2020-04-29T12:14:10Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ee * source languages: fr * target languages: ee * OPUS readme: [fr-ee](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ee/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ee/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ee/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ee/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ee | 26.3 | 0.466 |
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-0.051029980182647705, -0.03726184740662575, -0.002465219935402274, 0.07395532727241516 ]
Chuah/DialoGPT-small-harrypotter
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
9
2020-04-29T12:14:24Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-efi * source languages: fr * target languages: efi * OPUS readme: [fr-efi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-efi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-efi/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-efi/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-efi/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.efi | 26.9 | 0.462 |
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-0.040284816175699234, -0.005339058581739664, 0.07478656619787216 ]
ChukSamuels/DialoGPT-small-Dr.FauciBot
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
13
2020-04-29T12:14:37Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-el * source languages: fr * target languages: el * OPUS readme: [fr-el](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-el/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-el/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-el/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-el/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.el | 56.2 | 0.719 |
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-0.03299597278237343, -0.002635807730257511, 0.08037855476140976 ]
Chun/DialoGPT-large-dailydialog
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
6
2020-04-29T12:14:50Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-en * source languages: fr * target languages: en * OPUS readme: [fr-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-en/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/fr-en/opus-2020-02-26.zip) * test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-en/opus-2020-02-26.test.txt) * test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-en/opus-2020-02-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newsdiscussdev2015-enfr.fr.en | 33.1 | 0.580 | | newsdiscusstest2015-enfr.fr.en | 38.7 | 0.614 | | newssyscomb2009.fr.en | 30.3 | 0.569 | | news-test2008.fr.en | 26.2 | 0.542 | | newstest2009.fr.en | 30.2 | 0.570 | | newstest2010.fr.en | 32.2 | 0.590 | | newstest2011.fr.en | 33.0 | 0.597 | | newstest2012.fr.en | 32.8 | 0.591 | | newstest2013.fr.en | 33.9 | 0.591 | | newstest2014-fren.fr.en | 37.8 | 0.633 | | Tatoeba.fr.en | 57.5 | 0.720 |
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-0.06267228722572327, -0.03294263407588005, -0.009773298166692257, 0.0724903866648674 ]
Chun/DialoGPT-small-dailydialog
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
10
2020-04-29T12:15:29Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-es * source languages: fr * target languages: es * OPUS readme: [fr-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-es/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-es/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-es/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-es/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009.fr.es | 34.3 | 0.601 | | news-test2008.fr.es | 32.5 | 0.583 | | newstest2009.fr.es | 31.6 | 0.586 | | newstest2010.fr.es | 36.5 | 0.616 | | newstest2011.fr.es | 38.3 | 0.622 | | newstest2012.fr.es | 38.1 | 0.619 | | newstest2013.fr.es | 34.0 | 0.587 | | Tatoeba.fr.es | 53.2 | 0.709 |
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Chun/w-en2zh-hsk
[ "pytorch", "marian", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MarianMTModel" ], "model_type": "marian", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
1
2020-04-29T12:15:45Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-fj * source languages: fr * target languages: fj * OPUS readme: [fr-fj](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-fj/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-fj/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-fj/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-fj/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.fj | 27.4 | 0.487 |
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-0.04995642602443695, -0.0382876843214035, 0.0036583496257662773, 0.07235123217105865 ]
Chun/w-en2zh-mtm
[ "pytorch", "mbart", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MBartForConditionalGeneration" ], "model_type": "mbart", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
2020-04-29T12:16:16Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-gaa * source languages: fr * target languages: gaa * OPUS readme: [fr-gaa](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-gaa/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-gaa/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-gaa/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-gaa/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.gaa | 27.8 | 0.473 |
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-0.050043102353811264, -0.037128549069166183, 0.0012528402730822563, 0.07585844397544861 ]
Chun/w-en2zh-otm
[ "pytorch", "mbart", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MBartForConditionalGeneration" ], "model_type": "mbart", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
2020-04-29T12:16:30Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-gil * source languages: fr * target languages: gil * OPUS readme: [fr-gil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-gil/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-gil/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-gil/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-gil/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.gil | 27.9 | 0.499 |
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Chun/w-zh2en-hsk
[ "pytorch", "marian", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MarianMTModel" ], "model_type": "marian", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
3
2020-04-29T12:16:43Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-guw * source languages: fr * target languages: guw * OPUS readme: [fr-guw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-guw/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-guw/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-guw/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-guw/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.guw | 31.4 | 0.505 |
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-0.052303388714790344, -0.03849278762936592, 0.00004496339170145802, 0.07292111963033676 ]
Chun/w-zh2en-mtm
[ "pytorch", "mbart", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MBartForConditionalGeneration" ], "model_type": "mbart", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
8
2020-04-29T12:16:59Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ha * source languages: fr * target languages: ha * OPUS readme: [fr-ha](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ha/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ha/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ha/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ha/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ha | 24.4 | 0.447 |
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-0.06208178773522377, -0.05210195481777191, -0.03911350294947624, -0.0015269763534888625, 0.07595646381378174 ]
Chun/w-zh2en-mto
[ "pytorch", "mbart", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MBartForConditionalGeneration" ], "model_type": "mbart", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
2020-04-29T12:17:13Z
--- language: - fr - he tags: - translation license: apache-2.0 --- ### fr-he * source group: French * target group: Hebrew * OPUS readme: [fra-heb](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-heb/README.md) * model: transformer * source language(s): fra * target language(s): heb * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-12-10.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.zip) * test set translations: [opus-2020-12-10.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.test.txt) * test set scores: [opus-2020-12-10.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.fra.heb | 39.2 | 0.598 | ### System Info: - hf_name: fr-he - source_languages: fra - target_languages: heb - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-heb/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fr', 'he'] - src_constituents: ('French', {'fra'}) - tgt_constituents: ('Hebrew', {'heb'}) - src_multilingual: False - tgt_multilingual: False - long_pair: fra-heb - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.test.txt - src_alpha3: fra - tgt_alpha3: heb - chrF2_score: 0.598 - bleu: 39.2 - brevity_penalty: 1.0 - ref_len: 20655.0 - src_name: French - tgt_name: Hebrew - train_date: 2020-12-10 00:00:00 - src_alpha2: fr - tgt_alpha2: he - prefer_old: False - short_pair: fr-he - helsinki_git_sha: b317f78a3ec8a556a481b6a53dc70dc11769ca96 - transformers_git_sha: 1310e1a758edc8e89ec363db76863c771fbeb1de - port_machine: LM0-400-22516.local - port_time: 2020-12-11-16:02
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Chungu424/DATA
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:17:27Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-hil * source languages: fr * target languages: hil * OPUS readme: [fr-hil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-hil/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/fr-hil/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hil/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hil/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.hil | 34.7 | 0.559 |
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Chungu424/qazwsx
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:17:43Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ho * source languages: fr * target languages: ho * OPUS readme: [fr-ho](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ho/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ho/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ho/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ho/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ho | 25.4 | 0.480 |
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Chungu424/repo
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:18:11Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-hr * source languages: fr * target languages: hr * OPUS readme: [fr-hr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-hr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-hr/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hr/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hr/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.hr | 20.7 | 0.442 |
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Chungu424/repodata
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:18:28Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ht * source languages: fr * target languages: ht * OPUS readme: [fr-ht](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ht/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ht/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ht/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ht/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ht | 29.2 | 0.461 |
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Chuu/Chumar
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:18:43Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-hu * source languages: fr * target languages: hu * OPUS readme: [fr-hu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-hu/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-hu/opus-2020-01-26.zip) * test set translations: [opus-2020-01-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hu/opus-2020-01-26.test.txt) * test set scores: [opus-2020-01-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hu/opus-2020-01-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.hu | 41.3 | 0.629 |
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Ci/Pai
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:19:14Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-id * source languages: fr * target languages: id * OPUS readme: [fr-id](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-id/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-id/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-id/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-id/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.id | 37.2 | 0.636 |
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Cilan/dalle-knockoff
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:19:34Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ig * source languages: fr * target languages: ig * OPUS readme: [fr-ig](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ig/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ig/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ig/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ig/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ig | 29.0 | 0.445 |
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0.06984755396842957 ]
Cinnamon/electra-small-japanese-generator
[ "pytorch", "electra", "fill-mask", "ja", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "ElectraForMaskedLM" ], "model_type": "electra", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
19
2020-04-29T12:20:03Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-iso * source languages: fr * target languages: iso * OPUS readme: [fr-iso](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-iso/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-iso/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-iso/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-iso/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.iso | 26.7 | 0.429 |
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-0.04099607467651367, -0.002365664578974247, 0.07423064112663269 ]
Ciruzzo/DialoGPT-medium-harrypotter
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:20:33Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-kg * source languages: fr * target languages: kg * OPUS readme: [fr-kg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-kg/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-kg/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-kg/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-kg/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.kg | 30.4 | 0.523 |
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Clint/clinton
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-mos * source languages: fr * target languages: mos * OPUS readme: [fr-mos](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-mos/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/fr-mos/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-mos/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-mos/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.mos | 21.1 | 0.353 |
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Cloudy/DialoGPT-CJ-large
[ "pytorch", "conversational" ]
conversational
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
1
2020-08-19T00:16:25Z
--- language: - fr - ms tags: - translation license: apache-2.0 --- ### fra-msa * source group: French * target group: Malay (macrolanguage) * OPUS readme: [fra-msa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-msa/README.md) * model: transformer-align * source language(s): fra * target language(s): ind zsm_Latn * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-msa/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-msa/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-msa/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.fra.msa | 35.3 | 0.617 | ### System Info: - hf_name: fra-msa - source_languages: fra - target_languages: msa - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-msa/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fr', 'ms'] - src_constituents: {'fra'} - tgt_constituents: {'zsm_Latn', 'ind', 'max_Latn', 'zlm_Latn', 'min'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-msa/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-msa/opus-2020-06-17.test.txt - src_alpha3: fra - tgt_alpha3: msa - short_pair: fr-ms - chrF2_score: 0.617 - bleu: 35.3 - brevity_penalty: 0.978 - ref_len: 6696.0 - src_name: French - tgt_name: Malay (macrolanguage) - train_date: 2020-06-17 - src_alpha2: fr - tgt_alpha2: ms - prefer_old: False - long_pair: fra-msa - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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ClydeWasTaken/DialoGPT-small-joshua
[ "conversational" ]
conversational
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:23:54Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-mt * source languages: fr * target languages: mt * OPUS readme: [fr-mt](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-mt/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-mt/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-mt/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-mt/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.mt | 28.7 | 0.466 |
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CoShin/XLM-roberta-large_ko_en_nil_sts
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:24:07Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-niu * source languages: fr * target languages: niu * OPUS readme: [fr-niu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-niu/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-niu/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-niu/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-niu/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.niu | 34.5 | 0.537 |
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CoachCarter/distilbert-base-uncased-finetuned-squad
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-08-19T00:16:28Z
--- language: - fr - no tags: - translation license: apache-2.0 --- ### fra-nor * source group: French * target group: Norwegian * OPUS readme: [fra-nor](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-nor/README.md) * model: transformer-align * source language(s): fra * 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/fra-nor/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-nor/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-nor/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.fra.nor | 36.1 | 0.555 | ### System Info: - hf_name: fra-nor - source_languages: fra - target_languages: nor - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/fra-nor/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['fr', 'no'] - src_constituents: {'fra'} - 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/fra-nor/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-nor/opus-2020-06-17.test.txt - src_alpha3: fra - tgt_alpha3: nor - short_pair: fr-no - chrF2_score: 0.555 - bleu: 36.1 - brevity_penalty: 0.981 - ref_len: 3089.0 - src_name: French - tgt_name: Norwegian - train_date: 2020-06-17 - src_alpha2: fr - tgt_alpha2: no - prefer_old: False - long_pair: fra-nor - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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CoachCarter/distilbert-base-uncased
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:24:21Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-nso * source languages: fr * target languages: nso * OPUS readme: [fr-nso](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-nso/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-nso/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-nso/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-nso/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.nso | 33.3 | 0.527 |
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CodeDanCode/CartmenBot
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
14
2020-04-29T12:24:37Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ny * source languages: fr * target languages: ny * OPUS readme: [fr-ny](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-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/fr-ny/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ny/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ny/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.ny | 23.2 | 0.481 |
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CodeDanCode/SP-KyleBot
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
15
2020-04-29T12:24:52Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-pag * source languages: fr * target languages: pag * OPUS readme: [fr-pag](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-pag/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/fr-pag/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pag/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pag/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.pag | 27.0 | 0.486 |
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CodeMonkey98/distilroberta-base-finetuned-wikitext2
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:25:08Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-pap * source languages: fr * target languages: pap * OPUS readme: [fr-pap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-pap/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-pap/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pap/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pap/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.pap | 27.8 | 0.464 |
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CodeNinja1126/bert-p-encoder
[ "pytorch" ]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
3
2020-04-29T12:25:23Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-pis * source languages: fr * target languages: pis * OPUS readme: [fr-pis](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-pis/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-pis/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pis/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pis/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.pis | 29.0 | 0.486 |
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CodeNinja1126/bert-q-encoder
[ "pytorch" ]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
3
2020-04-29T12:25:38Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-pl * source languages: fr * target languages: pl * OPUS readme: [fr-pl](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-pl/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-pl/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pl/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pl/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.pl | 40.7 | 0.625 |
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CodeNinja1126/koelectra-model
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:25:52Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-pon * source languages: fr * target languages: pon * OPUS readme: [fr-pon](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-pon/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-pon/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pon/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pon/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.pon | 23.9 | 0.458 |
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CodeNinja1126/test-model
[ "pytorch", "jax", "bert", "text-classification", "transformers" ]
text-classification
{ "architectures": [ "BertForSequenceClassification" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
24
2020-04-29T12:26:05Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-rnd * source languages: fr * target languages: rnd * OPUS readme: [fr-rnd](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-rnd/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-rnd/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-rnd/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-rnd/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.rnd | 21.8 | 0.431 |
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CodeNinja1126/xlm-roberta-large-kor-mrc
[ "pytorch", "xlm-roberta", "question-answering", "transformers", "autotrain_compatible" ]
question-answering
{ "architectures": [ "XLMRobertaForQuestionAnswering" ], "model_type": "xlm-roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
8
2020-04-29T12:26:29Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ro * source languages: fr * target languages: ro * OPUS readme: [fr-ro](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ro/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-ro/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ro/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ro/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.ro | 42.1 | 0.640 |
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-0.000006689017482131021, 0.07496561110019684 ]
CoderBoy432/DialoGPT-small-harrypotter
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
11
2020-04-29T12:26:51Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-ru * source languages: fr * target languages: ru * OPUS readme: [fr-ru](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ru/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/fr-ru/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ru/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ru/opus-2020-01-24.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.fr.ru | 37.9 | 0.585 |
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-0.04856662079691887, -0.03248048201203346, -0.005549835506826639, 0.0764264240860939 ]
CoderEFE/DialoGPT-marxbot
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational", "has_space" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
11
2020-04-29T12:27:09Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-run * source languages: fr * target languages: run * OPUS readme: [fr-run](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-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/fr-run/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-run/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-run/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.run | 23.8 | 0.482 |
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-0.03884311020374298, 0.0017995692323893309, 0.07234915345907211 ]
CoderEFE/DialoGPT-medium-marx
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
2020-04-29T12:27:23Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-rw * source languages: fr * target languages: rw * OPUS readme: [fr-rw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-rw/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-rw/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-rw/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-rw/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.rw | 25.5 | 0.483 |
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Venkatakrishnan-Ramesh/Text_gen
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
2020-04-29T12:27:40Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-sg * source languages: fr * target languages: sg * OPUS readme: [fr-sg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-sg/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/fr-sg/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-sg/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-sg/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.sg | 29.7 | 0.473 |
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CoffeeAddict93/gpt2-call-of-the-wild
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": true, "max_length": 50 }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
6
2020-04-29T12:28:33Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-sm * source languages: fr * target languages: sm * OPUS readme: [fr-sm](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-sm/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-sm/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-sm/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-sm/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.sm | 28.8 | 0.474 |
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-0.03874264284968376, 0.0007689834455959499, 0.07217690348625183 ]
CoffeeAddict93/gpt2-medium-call-of-the-wild
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": true, "max_length": 50 }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
14
2020-04-29T12:28:56Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-sn * source languages: fr * target languages: sn * OPUS readme: [fr-sn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-sn/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-sn/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-sn/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-sn/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.sn | 23.4 | 0.507 |
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-0.05570632219314575, -0.03823801502585411, -0.0006195735186338425, 0.07145297527313232 ]
CoffeeAddict93/gpt2-medium-modest-proposal
[ "pytorch", "gpt2", "text-generation", "transformers" ]
text-generation
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": true, "max_length": 50 }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
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--- tags: - translation license: apache-2.0 --- ### opus-mt-fr-srn * source languages: fr * target languages: srn * OPUS readme: [fr-srn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-srn/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-srn/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-srn/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-srn/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fr.srn | 27.4 | 0.459 |
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-0.04050413891673088, -0.00019994798640254885, 0.07209848612546921 ]
Contrastive-Tension/BERT-Distil-NLI-CT
[ "pytorch", "tf", "distilbert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "DistilBertForMaskedLM" ], "model_type": "distilbert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
6
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-fse-fi * source languages: fse * target languages: fi * OPUS readme: [fse-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fse-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fse-fi/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fse-fi/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fse-fi/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.fse.fi | 90.2 | 0.943 |
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Contrastive-Tension/BERT-Large-CT-STSb
[ "pytorch", "tf", "jax", "bert", "feature-extraction", "transformers" ]
feature-extraction
{ "architectures": [ "BertModel" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
null
--- language: - ga - en tags: - translation license: apache-2.0 --- ### gle-eng * source group: Irish * target group: English * OPUS readme: [gle-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gle-eng/README.md) * model: transformer-align * source language(s): gle * target language(s): eng * 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/gle-eng/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gle-eng/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gle-eng/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.gle.eng | 51.6 | 0.672 | ### System Info: - hf_name: gle-eng - source_languages: gle - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gle-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ga', 'en'] - src_constituents: {'gle'} - tgt_constituents: {'eng'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/gle-eng/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/gle-eng/opus-2020-06-17.test.txt - src_alpha3: gle - tgt_alpha3: eng - short_pair: ga-en - chrF2_score: 0.672 - bleu: 51.6 - brevity_penalty: 1.0 - ref_len: 11247.0 - src_name: Irish - tgt_name: English - train_date: 2020-06-17 - src_alpha2: ga - tgt_alpha2: en - prefer_old: False - long_pair: gle-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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-0.009449205361306667, 0.00742253428325057, 0.06151159852743149 ]
Contrastive-Tension/BERT-Large-CT
[ "pytorch", "tf", "jax", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
5
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gaa-de * source languages: gaa * target languages: de * OPUS readme: [gaa-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gaa-de/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/gaa-de/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-de/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-de/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gaa.de | 23.3 | 0.438 |
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-0.0018839109688997269, 0.0744224339723587 ]
Contrastive-Tension/BERT-Large-NLI-CT
[ "pytorch", "tf", "jax", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
15
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--- tags: - translation license: apache-2.0 --- ### opus-mt-gaa-en * source languages: gaa * target languages: en * OPUS readme: [gaa-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gaa-en/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gaa-en/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-en/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-en/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gaa.en | 41.0 | 0.567 |
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-0.037873461842536926, -0.0023506381548941135, 0.07506389170885086 ]
Contrastive-Tension/RoBerta-Large-CT-STSb
[ "pytorch", "tf", "jax", "roberta", "feature-extraction", "transformers" ]
feature-extraction
{ "architectures": [ "RobertaModel" ], "model_type": "roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
5
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gaa-es * source languages: gaa * target languages: es * OPUS readme: [gaa-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gaa-es/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/gaa-es/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-es/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-es/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gaa.es | 28.6 | 0.463 |
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Cooker/cicero-similis
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gaa-fi * source languages: gaa * target languages: fi * OPUS readme: [gaa-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gaa-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gaa-fi/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-fi/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-fi/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gaa.fi | 26.4 | 0.498 |
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Cool/Demo
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
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--- tags: - translation license: apache-2.0 --- ### opus-mt-gaa-fr * source languages: gaa * target languages: fr * OPUS readme: [gaa-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gaa-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gaa-fr/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-fr/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-fr/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gaa.fr | 27.8 | 0.455 |
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-0.036398861557245255, 0.0020860005170106888, 0.07659590989351273 ]
Coolhand/Abuela
[ "en", "image_restoration", "superresolution", "license:mit" ]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
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--- tags: - translation license: apache-2.0 --- ### opus-mt-gaa-sv * source languages: gaa * target languages: sv * OPUS readme: [gaa-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gaa-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gaa-sv/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-sv/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gaa-sv/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gaa.sv | 30.1 | 0.489 |
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Coolhand/Sentiment
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- language: - da - sv - af - nn - fy - fo - de - nb - nl - is - en - lb - yi - gem tags: - translation license: apache-2.0 --- ### gem-eng * source group: Germanic languages * target group: English * OPUS readme: [gem-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gem-eng/README.md) * model: transformer * source language(s): afr ang_Latn dan deu enm_Latn fao frr fry gos got_Goth gsw isl ksh ltz nds nld nno nob nob_Hebr non_Latn pdc sco stq swe swg yid * target language(s): eng * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/gem-eng/opus2m-2020-08-01.zip) * test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gem-eng/opus2m-2020-08-01.test.txt) * test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gem-eng/opus2m-2020-08-01.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009-deueng.deu.eng | 27.2 | 0.542 | | news-test2008-deueng.deu.eng | 26.3 | 0.536 | | newstest2009-deueng.deu.eng | 25.1 | 0.531 | | newstest2010-deueng.deu.eng | 28.3 | 0.569 | | newstest2011-deueng.deu.eng | 26.0 | 0.543 | | newstest2012-deueng.deu.eng | 26.8 | 0.550 | | newstest2013-deueng.deu.eng | 30.2 | 0.570 | | newstest2014-deen-deueng.deu.eng | 30.7 | 0.574 | | newstest2015-ende-deueng.deu.eng | 32.1 | 0.581 | | newstest2016-ende-deueng.deu.eng | 36.9 | 0.624 | | newstest2017-ende-deueng.deu.eng | 32.8 | 0.588 | | newstest2018-ende-deueng.deu.eng | 40.2 | 0.640 | | newstest2019-deen-deueng.deu.eng | 36.8 | 0.614 | | Tatoeba-test.afr-eng.afr.eng | 62.8 | 0.758 | | Tatoeba-test.ang-eng.ang.eng | 10.5 | 0.262 | | Tatoeba-test.dan-eng.dan.eng | 61.6 | 0.754 | | Tatoeba-test.deu-eng.deu.eng | 49.7 | 0.665 | | Tatoeba-test.enm-eng.enm.eng | 23.9 | 0.491 | | Tatoeba-test.fao-eng.fao.eng | 23.4 | 0.446 | | Tatoeba-test.frr-eng.frr.eng | 10.2 | 0.184 | | Tatoeba-test.fry-eng.fry.eng | 29.6 | 0.486 | | Tatoeba-test.gos-eng.gos.eng | 17.8 | 0.352 | | Tatoeba-test.got-eng.got.eng | 0.1 | 0.058 | | Tatoeba-test.gsw-eng.gsw.eng | 15.3 | 0.333 | | Tatoeba-test.isl-eng.isl.eng | 51.0 | 0.669 | | Tatoeba-test.ksh-eng.ksh.eng | 6.7 | 0.266 | | Tatoeba-test.ltz-eng.ltz.eng | 33.0 | 0.505 | | Tatoeba-test.multi.eng | 54.0 | 0.687 | | Tatoeba-test.nds-eng.nds.eng | 33.6 | 0.529 | | Tatoeba-test.nld-eng.nld.eng | 58.9 | 0.733 | | Tatoeba-test.non-eng.non.eng | 37.3 | 0.546 | | Tatoeba-test.nor-eng.nor.eng | 54.9 | 0.696 | | Tatoeba-test.pdc-eng.pdc.eng | 29.6 | 0.446 | | Tatoeba-test.sco-eng.sco.eng | 40.5 | 0.581 | | Tatoeba-test.stq-eng.stq.eng | 14.5 | 0.361 | | Tatoeba-test.swe-eng.swe.eng | 62.0 | 0.745 | | Tatoeba-test.swg-eng.swg.eng | 17.1 | 0.334 | | Tatoeba-test.yid-eng.yid.eng | 19.4 | 0.400 | ### System Info: - hf_name: gem-eng - source_languages: gem - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gem-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'en', 'lb', 'yi', 'gem'] - src_constituents: {'ksh', 'enm_Latn', 'got_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob_Hebr', 'ang_Latn', 'frr', 'non_Latn', 'yid', 'nds'} - tgt_constituents: {'eng'} - src_multilingual: True - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/gem-eng/opus2m-2020-08-01.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/gem-eng/opus2m-2020-08-01.test.txt - src_alpha3: gem - tgt_alpha3: eng - short_pair: gem-en - chrF2_score: 0.687 - bleu: 54.0 - brevity_penalty: 0.993 - ref_len: 72120.0 - src_name: Germanic languages - tgt_name: English - train_date: 2020-08-01 - src_alpha2: gem - tgt_alpha2: en - prefer_old: False - long_pair: gem-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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-0.055616460740566254, -0.012360706925392151, -0.00835349876433611, 0.054734814912080765 ]
CopymySkill/DialoGPT-medium-atakan
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
null
--- language: - da - sv - af - nn - fy - fo - de - nb - nl - is - en - lb - yi - gem tags: - translation license: apache-2.0 --- ### gem-gem * source group: Germanic languages * target group: Germanic languages * OPUS readme: [gem-gem](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gem-gem/README.md) * model: transformer * source language(s): afr ang_Latn dan deu eng enm_Latn fao frr fry gos got_Goth gsw isl ksh ltz nds nld nno nob nob_Hebr non_Latn pdc sco stq swe swg yid * target language(s): afr ang_Latn dan deu eng enm_Latn fao frr fry gos got_Goth gsw isl ksh ltz nds nld nno nob nob_Hebr non_Latn pdc sco stq swe swg yid * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/gem-gem/opus-2020-07-27.zip) * test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gem-gem/opus-2020-07-27.test.txt) * test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gem-gem/opus-2020-07-27.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | newssyscomb2009-deueng.deu.eng | 24.5 | 0.519 | | newssyscomb2009-engdeu.eng.deu | 18.7 | 0.495 | | news-test2008-deueng.deu.eng | 22.8 | 0.509 | | news-test2008-engdeu.eng.deu | 18.6 | 0.485 | | newstest2009-deueng.deu.eng | 22.2 | 0.507 | | newstest2009-engdeu.eng.deu | 18.3 | 0.491 | | newstest2010-deueng.deu.eng | 24.8 | 0.537 | | newstest2010-engdeu.eng.deu | 19.7 | 0.499 | | newstest2011-deueng.deu.eng | 22.9 | 0.516 | | newstest2011-engdeu.eng.deu | 18.3 | 0.485 | | newstest2012-deueng.deu.eng | 23.9 | 0.524 | | newstest2012-engdeu.eng.deu | 18.5 | 0.484 | | newstest2013-deueng.deu.eng | 26.3 | 0.537 | | newstest2013-engdeu.eng.deu | 21.5 | 0.506 | | newstest2014-deen-deueng.deu.eng | 25.7 | 0.535 | | newstest2015-ende-deueng.deu.eng | 27.3 | 0.542 | | newstest2015-ende-engdeu.eng.deu | 24.2 | 0.534 | | newstest2016-ende-deueng.deu.eng | 31.8 | 0.584 | | newstest2016-ende-engdeu.eng.deu | 28.4 | 0.564 | | newstest2017-ende-deueng.deu.eng | 27.6 | 0.545 | | newstest2017-ende-engdeu.eng.deu | 22.8 | 0.527 | | newstest2018-ende-deueng.deu.eng | 34.1 | 0.593 | | newstest2018-ende-engdeu.eng.deu | 32.7 | 0.595 | | newstest2019-deen-deueng.deu.eng | 30.6 | 0.565 | | newstest2019-ende-engdeu.eng.deu | 29.5 | 0.567 | | Tatoeba-test.afr-ang.afr.ang | 0.0 | 0.053 | | Tatoeba-test.afr-dan.afr.dan | 57.8 | 0.907 | | Tatoeba-test.afr-deu.afr.deu | 46.4 | 0.663 | | Tatoeba-test.afr-eng.afr.eng | 57.4 | 0.717 | | Tatoeba-test.afr-enm.afr.enm | 11.3 | 0.285 | | Tatoeba-test.afr-fry.afr.fry | 0.0 | 0.167 | | Tatoeba-test.afr-gos.afr.gos | 1.5 | 0.178 | | Tatoeba-test.afr-isl.afr.isl | 29.0 | 0.760 | | Tatoeba-test.afr-ltz.afr.ltz | 11.2 | 0.246 | | Tatoeba-test.afr-nld.afr.nld | 53.3 | 0.708 | | Tatoeba-test.afr-nor.afr.nor | 66.0 | 0.752 | | Tatoeba-test.afr-swe.afr.swe | 88.0 | 0.955 | | Tatoeba-test.afr-yid.afr.yid | 59.5 | 0.443 | | Tatoeba-test.ang-afr.ang.afr | 10.7 | 0.043 | | Tatoeba-test.ang-dan.ang.dan | 6.3 | 0.190 | | Tatoeba-test.ang-deu.ang.deu | 1.4 | 0.212 | | Tatoeba-test.ang-eng.ang.eng | 8.1 | 0.247 | | Tatoeba-test.ang-enm.ang.enm | 1.7 | 0.196 | | Tatoeba-test.ang-fao.ang.fao | 10.7 | 0.105 | | Tatoeba-test.ang-gos.ang.gos | 10.7 | 0.128 | | Tatoeba-test.ang-isl.ang.isl | 16.0 | 0.135 | | Tatoeba-test.ang-ltz.ang.ltz | 16.0 | 0.121 | | Tatoeba-test.ang-yid.ang.yid | 1.5 | 0.136 | | Tatoeba-test.dan-afr.dan.afr | 22.7 | 0.655 | | Tatoeba-test.dan-ang.dan.ang | 3.1 | 0.110 | | Tatoeba-test.dan-deu.dan.deu | 47.4 | 0.676 | | Tatoeba-test.dan-eng.dan.eng | 54.7 | 0.704 | | Tatoeba-test.dan-enm.dan.enm | 4.8 | 0.291 | | Tatoeba-test.dan-fao.dan.fao | 9.7 | 0.120 | | Tatoeba-test.dan-gos.dan.gos | 3.8 | 0.240 | | Tatoeba-test.dan-isl.dan.isl | 66.1 | 0.678 | | Tatoeba-test.dan-ltz.dan.ltz | 78.3 | 0.563 | | Tatoeba-test.dan-nds.dan.nds | 6.2 | 0.335 | | Tatoeba-test.dan-nld.dan.nld | 60.0 | 0.748 | | Tatoeba-test.dan-nor.dan.nor | 68.1 | 0.812 | | Tatoeba-test.dan-swe.dan.swe | 65.0 | 0.785 | | Tatoeba-test.dan-swg.dan.swg | 2.6 | 0.182 | | Tatoeba-test.dan-yid.dan.yid | 9.3 | 0.226 | | Tatoeba-test.deu-afr.deu.afr | 50.3 | 0.682 | | Tatoeba-test.deu-ang.deu.ang | 0.5 | 0.118 | | Tatoeba-test.deu-dan.deu.dan | 49.6 | 0.679 | | Tatoeba-test.deu-eng.deu.eng | 43.4 | 0.618 | | Tatoeba-test.deu-enm.deu.enm | 2.2 | 0.159 | | Tatoeba-test.deu-frr.deu.frr | 0.4 | 0.156 | | Tatoeba-test.deu-fry.deu.fry | 10.7 | 0.355 | | Tatoeba-test.deu-gos.deu.gos | 0.7 | 0.183 | | Tatoeba-test.deu-got.deu.got | 0.3 | 0.010 | | Tatoeba-test.deu-gsw.deu.gsw | 1.1 | 0.130 | | Tatoeba-test.deu-isl.deu.isl | 24.3 | 0.504 | | Tatoeba-test.deu-ksh.deu.ksh | 0.9 | 0.173 | | Tatoeba-test.deu-ltz.deu.ltz | 15.6 | 0.304 | | Tatoeba-test.deu-nds.deu.nds | 21.2 | 0.469 | | Tatoeba-test.deu-nld.deu.nld | 47.1 | 0.657 | | Tatoeba-test.deu-nor.deu.nor | 43.9 | 0.646 | | Tatoeba-test.deu-pdc.deu.pdc | 3.0 | 0.133 | | Tatoeba-test.deu-sco.deu.sco | 12.0 | 0.296 | | Tatoeba-test.deu-stq.deu.stq | 0.6 | 0.137 | | Tatoeba-test.deu-swe.deu.swe | 50.6 | 0.668 | | Tatoeba-test.deu-swg.deu.swg | 0.2 | 0.137 | | Tatoeba-test.deu-yid.deu.yid | 3.9 | 0.229 | | Tatoeba-test.eng-afr.eng.afr | 55.2 | 0.721 | | Tatoeba-test.eng-ang.eng.ang | 4.9 | 0.118 | | Tatoeba-test.eng-dan.eng.dan | 52.6 | 0.684 | | Tatoeba-test.eng-deu.eng.deu | 35.4 | 0.573 | | Tatoeba-test.eng-enm.eng.enm | 1.8 | 0.223 | | Tatoeba-test.eng-fao.eng.fao | 7.0 | 0.312 | | Tatoeba-test.eng-frr.eng.frr | 1.2 | 0.050 | | Tatoeba-test.eng-fry.eng.fry | 15.8 | 0.381 | | Tatoeba-test.eng-gos.eng.gos | 0.7 | 0.170 | | Tatoeba-test.eng-got.eng.got | 0.3 | 0.011 | | Tatoeba-test.eng-gsw.eng.gsw | 0.5 | 0.126 | | Tatoeba-test.eng-isl.eng.isl | 20.9 | 0.463 | | Tatoeba-test.eng-ksh.eng.ksh | 1.0 | 0.141 | | Tatoeba-test.eng-ltz.eng.ltz | 12.8 | 0.292 | | Tatoeba-test.eng-nds.eng.nds | 18.3 | 0.428 | | Tatoeba-test.eng-nld.eng.nld | 47.3 | 0.657 | | Tatoeba-test.eng-non.eng.non | 0.3 | 0.145 | | Tatoeba-test.eng-nor.eng.nor | 47.2 | 0.650 | | Tatoeba-test.eng-pdc.eng.pdc | 4.8 | 0.177 | | Tatoeba-test.eng-sco.eng.sco | 38.1 | 0.597 | | Tatoeba-test.eng-stq.eng.stq | 2.4 | 0.288 | | Tatoeba-test.eng-swe.eng.swe | 52.7 | 0.677 | | Tatoeba-test.eng-swg.eng.swg | 1.1 | 0.163 | | Tatoeba-test.eng-yid.eng.yid | 4.5 | 0.223 | | Tatoeba-test.enm-afr.enm.afr | 22.8 | 0.401 | | Tatoeba-test.enm-ang.enm.ang | 0.4 | 0.062 | | Tatoeba-test.enm-dan.enm.dan | 51.4 | 0.782 | | Tatoeba-test.enm-deu.enm.deu | 33.8 | 0.473 | | Tatoeba-test.enm-eng.enm.eng | 22.4 | 0.495 | | Tatoeba-test.enm-fry.enm.fry | 16.0 | 0.173 | | Tatoeba-test.enm-gos.enm.gos | 6.1 | 0.222 | | Tatoeba-test.enm-isl.enm.isl | 59.5 | 0.651 | | Tatoeba-test.enm-ksh.enm.ksh | 10.5 | 0.130 | | Tatoeba-test.enm-nds.enm.nds | 18.1 | 0.327 | | Tatoeba-test.enm-nld.enm.nld | 38.3 | 0.546 | | Tatoeba-test.enm-nor.enm.nor | 15.6 | 0.290 | | Tatoeba-test.enm-yid.enm.yid | 2.3 | 0.215 | | Tatoeba-test.fao-ang.fao.ang | 2.1 | 0.035 | | Tatoeba-test.fao-dan.fao.dan | 53.7 | 0.625 | | Tatoeba-test.fao-eng.fao.eng | 24.7 | 0.435 | | Tatoeba-test.fao-gos.fao.gos | 12.7 | 0.116 | | Tatoeba-test.fao-isl.fao.isl | 26.3 | 0.341 | | Tatoeba-test.fao-nor.fao.nor | 41.9 | 0.586 | | Tatoeba-test.fao-swe.fao.swe | 0.0 | 1.000 | | Tatoeba-test.frr-deu.frr.deu | 7.4 | 0.263 | | Tatoeba-test.frr-eng.frr.eng | 7.0 | 0.157 | | Tatoeba-test.frr-fry.frr.fry | 4.0 | 0.112 | | Tatoeba-test.frr-gos.frr.gos | 1.0 | 0.135 | | Tatoeba-test.frr-nds.frr.nds | 12.4 | 0.207 | | Tatoeba-test.frr-nld.frr.nld | 10.6 | 0.227 | | Tatoeba-test.frr-stq.frr.stq | 1.0 | 0.058 | | Tatoeba-test.fry-afr.fry.afr | 12.7 | 0.333 | | Tatoeba-test.fry-deu.fry.deu | 30.8 | 0.555 | | Tatoeba-test.fry-eng.fry.eng | 31.2 | 0.506 | | Tatoeba-test.fry-enm.fry.enm | 0.0 | 0.175 | | Tatoeba-test.fry-frr.fry.frr | 1.6 | 0.091 | | Tatoeba-test.fry-gos.fry.gos | 1.1 | 0.254 | | Tatoeba-test.fry-ltz.fry.ltz | 30.4 | 0.526 | | Tatoeba-test.fry-nds.fry.nds | 12.4 | 0.116 | | Tatoeba-test.fry-nld.fry.nld | 43.4 | 0.637 | | Tatoeba-test.fry-nor.fry.nor | 47.1 | 0.607 | | Tatoeba-test.fry-stq.fry.stq | 0.6 | 0.181 | | Tatoeba-test.fry-swe.fry.swe | 30.2 | 0.587 | | Tatoeba-test.fry-yid.fry.yid | 3.1 | 0.173 | | Tatoeba-test.gos-afr.gos.afr | 1.8 | 0.215 | | Tatoeba-test.gos-ang.gos.ang | 0.0 | 0.045 | | Tatoeba-test.gos-dan.gos.dan | 4.1 | 0.236 | | Tatoeba-test.gos-deu.gos.deu | 19.6 | 0.406 | | Tatoeba-test.gos-eng.gos.eng | 15.1 | 0.329 | | Tatoeba-test.gos-enm.gos.enm | 5.8 | 0.271 | | Tatoeba-test.gos-fao.gos.fao | 19.0 | 0.136 | | Tatoeba-test.gos-frr.gos.frr | 1.3 | 0.119 | | Tatoeba-test.gos-fry.gos.fry | 17.1 | 0.388 | | Tatoeba-test.gos-isl.gos.isl | 16.8 | 0.356 | | Tatoeba-test.gos-ltz.gos.ltz | 3.6 | 0.174 | | Tatoeba-test.gos-nds.gos.nds | 4.7 | 0.225 | | Tatoeba-test.gos-nld.gos.nld | 16.3 | 0.406 | | Tatoeba-test.gos-stq.gos.stq | 0.7 | 0.154 | | Tatoeba-test.gos-swe.gos.swe | 8.6 | 0.319 | | Tatoeba-test.gos-yid.gos.yid | 4.4 | 0.165 | | Tatoeba-test.got-deu.got.deu | 0.2 | 0.041 | | Tatoeba-test.got-eng.got.eng | 0.2 | 0.068 | | Tatoeba-test.got-nor.got.nor | 0.6 | 0.000 | | Tatoeba-test.gsw-deu.gsw.deu | 15.9 | 0.373 | | Tatoeba-test.gsw-eng.gsw.eng | 14.7 | 0.320 | | Tatoeba-test.isl-afr.isl.afr | 38.0 | 0.641 | | Tatoeba-test.isl-ang.isl.ang | 0.0 | 0.037 | | Tatoeba-test.isl-dan.isl.dan | 67.7 | 0.836 | | Tatoeba-test.isl-deu.isl.deu | 42.6 | 0.614 | | Tatoeba-test.isl-eng.isl.eng | 43.5 | 0.610 | | Tatoeba-test.isl-enm.isl.enm | 12.4 | 0.123 | | Tatoeba-test.isl-fao.isl.fao | 15.6 | 0.176 | | Tatoeba-test.isl-gos.isl.gos | 7.1 | 0.257 | | Tatoeba-test.isl-nor.isl.nor | 53.5 | 0.690 | | Tatoeba-test.isl-stq.isl.stq | 10.7 | 0.176 | | Tatoeba-test.isl-swe.isl.swe | 67.7 | 0.818 | | Tatoeba-test.ksh-deu.ksh.deu | 11.8 | 0.393 | | Tatoeba-test.ksh-eng.ksh.eng | 4.0 | 0.239 | | Tatoeba-test.ksh-enm.ksh.enm | 9.5 | 0.085 | | Tatoeba-test.ltz-afr.ltz.afr | 36.5 | 0.529 | | Tatoeba-test.ltz-ang.ltz.ang | 0.0 | 0.043 | | Tatoeba-test.ltz-dan.ltz.dan | 80.6 | 0.722 | | Tatoeba-test.ltz-deu.ltz.deu | 40.1 | 0.581 | | Tatoeba-test.ltz-eng.ltz.eng | 36.1 | 0.511 | | Tatoeba-test.ltz-fry.ltz.fry | 16.5 | 0.524 | | Tatoeba-test.ltz-gos.ltz.gos | 0.7 | 0.118 | | Tatoeba-test.ltz-nld.ltz.nld | 40.4 | 0.535 | | Tatoeba-test.ltz-nor.ltz.nor | 19.1 | 0.582 | | Tatoeba-test.ltz-stq.ltz.stq | 2.4 | 0.093 | | Tatoeba-test.ltz-swe.ltz.swe | 25.9 | 0.430 | | Tatoeba-test.ltz-yid.ltz.yid | 1.5 | 0.160 | | Tatoeba-test.multi.multi | 42.7 | 0.614 | | Tatoeba-test.nds-dan.nds.dan | 23.0 | 0.465 | | Tatoeba-test.nds-deu.nds.deu | 39.8 | 0.610 | | Tatoeba-test.nds-eng.nds.eng | 32.0 | 0.520 | | Tatoeba-test.nds-enm.nds.enm | 3.9 | 0.156 | | Tatoeba-test.nds-frr.nds.frr | 10.7 | 0.127 | | Tatoeba-test.nds-fry.nds.fry | 10.7 | 0.231 | | Tatoeba-test.nds-gos.nds.gos | 0.8 | 0.157 | | Tatoeba-test.nds-nld.nds.nld | 44.1 | 0.634 | | Tatoeba-test.nds-nor.nds.nor | 47.1 | 0.665 | | Tatoeba-test.nds-swg.nds.swg | 0.5 | 0.166 | | Tatoeba-test.nds-yid.nds.yid | 12.7 | 0.337 | | Tatoeba-test.nld-afr.nld.afr | 58.4 | 0.748 | | Tatoeba-test.nld-dan.nld.dan | 61.3 | 0.753 | | Tatoeba-test.nld-deu.nld.deu | 48.2 | 0.670 | | Tatoeba-test.nld-eng.nld.eng | 52.8 | 0.690 | | Tatoeba-test.nld-enm.nld.enm | 5.7 | 0.178 | | Tatoeba-test.nld-frr.nld.frr | 0.9 | 0.159 | | Tatoeba-test.nld-fry.nld.fry | 23.0 | 0.467 | | Tatoeba-test.nld-gos.nld.gos | 1.0 | 0.165 | | Tatoeba-test.nld-ltz.nld.ltz | 14.4 | 0.310 | | Tatoeba-test.nld-nds.nld.nds | 24.1 | 0.485 | | Tatoeba-test.nld-nor.nld.nor | 53.6 | 0.705 | | Tatoeba-test.nld-sco.nld.sco | 15.0 | 0.415 | | Tatoeba-test.nld-stq.nld.stq | 0.5 | 0.183 | | Tatoeba-test.nld-swe.nld.swe | 73.6 | 0.842 | | Tatoeba-test.nld-swg.nld.swg | 4.2 | 0.191 | | Tatoeba-test.nld-yid.nld.yid | 9.4 | 0.299 | | Tatoeba-test.non-eng.non.eng | 27.7 | 0.501 | | Tatoeba-test.nor-afr.nor.afr | 48.2 | 0.687 | | Tatoeba-test.nor-dan.nor.dan | 69.5 | 0.820 | | Tatoeba-test.nor-deu.nor.deu | 41.1 | 0.634 | | Tatoeba-test.nor-eng.nor.eng | 49.4 | 0.660 | | Tatoeba-test.nor-enm.nor.enm | 6.8 | 0.230 | | Tatoeba-test.nor-fao.nor.fao | 6.9 | 0.395 | | Tatoeba-test.nor-fry.nor.fry | 9.2 | 0.323 | | Tatoeba-test.nor-got.nor.got | 1.5 | 0.000 | | Tatoeba-test.nor-isl.nor.isl | 34.5 | 0.555 | | Tatoeba-test.nor-ltz.nor.ltz | 22.1 | 0.447 | | Tatoeba-test.nor-nds.nor.nds | 34.3 | 0.565 | | Tatoeba-test.nor-nld.nor.nld | 50.5 | 0.676 | | Tatoeba-test.nor-nor.nor.nor | 57.6 | 0.764 | | Tatoeba-test.nor-swe.nor.swe | 68.9 | 0.813 | | Tatoeba-test.nor-yid.nor.yid | 65.0 | 0.627 | | Tatoeba-test.pdc-deu.pdc.deu | 43.5 | 0.559 | | Tatoeba-test.pdc-eng.pdc.eng | 26.1 | 0.471 | | Tatoeba-test.sco-deu.sco.deu | 7.1 | 0.295 | | Tatoeba-test.sco-eng.sco.eng | 34.4 | 0.551 | | Tatoeba-test.sco-nld.sco.nld | 9.9 | 0.438 | | Tatoeba-test.stq-deu.stq.deu | 8.6 | 0.385 | | Tatoeba-test.stq-eng.stq.eng | 21.8 | 0.431 | | Tatoeba-test.stq-frr.stq.frr | 2.1 | 0.111 | | Tatoeba-test.stq-fry.stq.fry | 7.6 | 0.267 | | Tatoeba-test.stq-gos.stq.gos | 0.7 | 0.198 | | Tatoeba-test.stq-isl.stq.isl | 16.0 | 0.121 | | Tatoeba-test.stq-ltz.stq.ltz | 3.8 | 0.150 | | Tatoeba-test.stq-nld.stq.nld | 14.6 | 0.375 | | Tatoeba-test.stq-yid.stq.yid | 2.4 | 0.096 | | Tatoeba-test.swe-afr.swe.afr | 51.8 | 0.802 | | Tatoeba-test.swe-dan.swe.dan | 64.9 | 0.784 | | Tatoeba-test.swe-deu.swe.deu | 47.0 | 0.657 | | Tatoeba-test.swe-eng.swe.eng | 55.8 | 0.700 | | Tatoeba-test.swe-fao.swe.fao | 0.0 | 0.060 | | Tatoeba-test.swe-fry.swe.fry | 14.1 | 0.449 | | Tatoeba-test.swe-gos.swe.gos | 7.5 | 0.291 | | Tatoeba-test.swe-isl.swe.isl | 70.7 | 0.812 | | Tatoeba-test.swe-ltz.swe.ltz | 15.9 | 0.553 | | Tatoeba-test.swe-nld.swe.nld | 78.7 | 0.854 | | Tatoeba-test.swe-nor.swe.nor | 67.1 | 0.799 | | Tatoeba-test.swe-yid.swe.yid | 14.7 | 0.156 | | Tatoeba-test.swg-dan.swg.dan | 7.7 | 0.341 | | Tatoeba-test.swg-deu.swg.deu | 8.0 | 0.334 | | Tatoeba-test.swg-eng.swg.eng | 12.4 | 0.305 | | Tatoeba-test.swg-nds.swg.nds | 1.1 | 0.209 | | Tatoeba-test.swg-nld.swg.nld | 4.9 | 0.244 | | Tatoeba-test.swg-yid.swg.yid | 3.4 | 0.194 | | Tatoeba-test.yid-afr.yid.afr | 23.6 | 0.552 | | Tatoeba-test.yid-ang.yid.ang | 0.1 | 0.066 | | Tatoeba-test.yid-dan.yid.dan | 17.5 | 0.392 | | Tatoeba-test.yid-deu.yid.deu | 21.0 | 0.423 | | Tatoeba-test.yid-eng.yid.eng | 17.4 | 0.368 | | Tatoeba-test.yid-enm.yid.enm | 0.6 | 0.143 | | Tatoeba-test.yid-fry.yid.fry | 5.3 | 0.169 | | Tatoeba-test.yid-gos.yid.gos | 1.2 | 0.149 | | Tatoeba-test.yid-ltz.yid.ltz | 3.5 | 0.256 | | Tatoeba-test.yid-nds.yid.nds | 14.4 | 0.487 | | Tatoeba-test.yid-nld.yid.nld | 26.1 | 0.423 | | Tatoeba-test.yid-nor.yid.nor | 47.1 | 0.583 | | Tatoeba-test.yid-stq.yid.stq | 1.5 | 0.092 | | Tatoeba-test.yid-swe.yid.swe | 35.9 | 0.518 | | Tatoeba-test.yid-swg.yid.swg | 1.0 | 0.124 | ### System Info: - hf_name: gem-gem - source_languages: gem - target_languages: gem - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gem-gem/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'en', 'lb', 'yi', 'gem'] - src_constituents: {'ksh', 'enm_Latn', 'got_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob_Hebr', 'ang_Latn', 'frr', 'non_Latn', 'yid', 'nds'} - tgt_constituents: {'ksh', 'enm_Latn', 'got_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob_Hebr', 'ang_Latn', 'frr', 'non_Latn', 'yid', 'nds'} - src_multilingual: True - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/gem-gem/opus-2020-07-27.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/gem-gem/opus-2020-07-27.test.txt - src_alpha3: gem - tgt_alpha3: gem - short_pair: gem-gem - chrF2_score: 0.614 - bleu: 42.7 - brevity_penalty: 0.993 - ref_len: 73459.0 - src_name: Germanic languages - tgt_name: Germanic languages - train_date: 2020-07-27 - src_alpha2: gem - tgt_alpha2: gem - prefer_old: False - long_pair: gem-gem - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Corvus/DialoGPT-medium-CaptainPrice-Extended
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
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--- tags: - translation license: apache-2.0 --- ### opus-mt-gil-en * source languages: gil * target languages: en * OPUS readme: [gil-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gil-en/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/gil-en/opus-2020-01-20.zip) * test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-en/opus-2020-01-20.test.txt) * test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-en/opus-2020-01-20.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gil.en | 36.0 | 0.522 |
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-0.06092558428645134, -0.04610811918973923, -0.001491848612204194, 0.06971415132284164 ]
Corvus/DialoGPT-medium-CaptainPrice
[ "pytorch", "gpt2", "text-generation", "transformers", "conversational" ]
conversational
{ "architectures": [ "GPT2LMHeadModel" ], "model_type": "gpt2", "task_specific_params": { "conversational": { "max_length": 1000 }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
7
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gil-es * source languages: gil * target languages: es * OPUS readme: [gil-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gil-es/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/gil-es/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-es/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-es/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gil.es | 21.8 | 0.398 |
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CouchCat/ma_mlc_v7_distil
[ "pytorch", "distilbert", "text-classification", "en", "transformers", "multi-label", "license:mit" ]
text-classification
{ "architectures": [ "DistilBertForSequenceClassification" ], "model_type": "distilbert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
29
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gil-fi * source languages: gil * target languages: fi * OPUS readme: [gil-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gil-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gil-fi/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-fi/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-fi/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gil.fi | 23.1 | 0.447 |
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CouchCat/ma_ner_v6_distil
[ "pytorch", "distilbert", "token-classification", "en", "transformers", "ner", "license:mit", "autotrain_compatible" ]
token-classification
{ "architectures": [ "DistilBertForTokenClassification" ], "model_type": "distilbert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
6
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gil-fr * source languages: gil * target languages: fr * OPUS readme: [gil-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gil-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gil-fr/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-fr/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-fr/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gil.fr | 24.9 | 0.424 |
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CouchCat/ma_ner_v7_distil
[ "pytorch", "distilbert", "token-classification", "en", "transformers", "ner", "license:mit", "autotrain_compatible" ]
token-classification
{ "architectures": [ "DistilBertForTokenClassification" ], "model_type": "distilbert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
13
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-gil-sv * source languages: gil * target languages: sv * OPUS readme: [gil-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gil-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/gil-sv/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-sv/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gil-sv/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.gil.sv | 25.8 | 0.441 |
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-0.044661764055490494, -0.00341758388094604, 0.07068337500095367 ]
CouchCat/ma_sa_v7_distil
[ "pytorch", "distilbert", "text-classification", "en", "transformers", "sentiment-analysis", "license:mit" ]
text-classification
{ "architectures": [ "DistilBertForSequenceClassification" ], "model_type": "distilbert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
38
null
--- language: - gl - en tags: - translation license: apache-2.0 --- ### glg-eng * source group: Galician * target group: English * OPUS readme: [glg-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/glg-eng/README.md) * model: transformer-align * source language(s): glg * target language(s): eng * 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/glg-eng/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-eng/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-eng/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.glg.eng | 44.4 | 0.628 | ### System Info: - hf_name: glg-eng - source_languages: glg - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/glg-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['gl', 'en'] - src_constituents: {'glg'} - tgt_constituents: {'eng'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/glg-eng/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/glg-eng/opus-2020-06-16.test.txt - src_alpha3: glg - tgt_alpha3: eng - short_pair: gl-en - chrF2_score: 0.628 - bleu: 44.4 - brevity_penalty: 0.975 - ref_len: 8365.0 - src_name: Galician - tgt_name: English - train_date: 2020-06-16 - src_alpha2: gl - tgt_alpha2: en - prefer_old: False - long_pair: glg-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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CoveJH/ConBot
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- language: - gl - es tags: - translation license: apache-2.0 --- ### glg-spa * source group: Galician * target group: Spanish * OPUS readme: [glg-spa](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/glg-spa/README.md) * model: transformer-align * source language(s): glg * target language(s): spa * 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/glg-spa/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-spa/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-spa/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.glg.spa | 72.2 | 0.836 | ### System Info: - hf_name: glg-spa - source_languages: glg - target_languages: spa - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/glg-spa/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['gl', 'es'] - src_constituents: {'glg'} - tgt_constituents: {'spa'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/glg-spa/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/glg-spa/opus-2020-06-16.test.txt - src_alpha3: glg - tgt_alpha3: spa - short_pair: gl-es - chrF2_score: 0.836 - bleu: 72.2 - brevity_penalty: 0.982 - ref_len: 17443.0 - src_name: Galician - tgt_name: Spanish - train_date: 2020-06-16 - src_alpha2: gl - tgt_alpha2: es - prefer_old: False - long_pair: glg-spa - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Coverage/sakurajimamai
[]
null
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0
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--- language: - gl - pt tags: - translation license: apache-2.0 --- ### glg-por * source group: Galician * target group: Portuguese * OPUS readme: [glg-por](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/glg-por/README.md) * model: transformer-align * source language(s): glg * target language(s): por * 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/glg-por/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-por/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-por/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.glg.por | 57.9 | 0.758 | ### System Info: - hf_name: glg-por - source_languages: glg - target_languages: por - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/glg-por/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['gl', 'pt'] - src_constituents: {'glg'} - tgt_constituents: {'por'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm4k,spm4k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/glg-por/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/glg-por/opus-2020-06-16.test.txt - src_alpha3: glg - tgt_alpha3: por - short_pair: gl-pt - chrF2_score: 0.758 - bleu: 57.9 - brevity_penalty: 0.977 - ref_len: 3078.0 - src_name: Galician - tgt_name: Portuguese - train_date: 2020-06-16 - src_alpha2: gl - tgt_alpha2: pt - prefer_old: False - long_pair: glg-por - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Coyotl/DialoGPT-test-last-arthurmorgan
[ "conversational" ]
conversational
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0
null
--- language: - da - nb - sv - is - nn - fo - gmq - en tags: - translation license: apache-2.0 --- ### gmq-eng * source group: North Germanic languages * target group: English * OPUS readme: [gmq-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmq-eng/README.md) * model: transformer * source language(s): dan fao isl nno nob nob_Hebr non_Latn swe * target language(s): eng * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus2m-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/gmq-eng/opus2m-2020-07-26.zip) * test set translations: [opus2m-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gmq-eng/opus2m-2020-07-26.test.txt) * test set scores: [opus2m-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gmq-eng/opus2m-2020-07-26.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.multi.eng | 58.1 | 0.720 | ### System Info: - hf_name: gmq-eng - source_languages: gmq - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmq-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['da', 'nb', 'sv', 'is', 'nn', 'fo', 'gmq', 'en'] - src_constituents: {'dan', 'nob', 'nob_Hebr', 'swe', 'isl', 'nno', 'non_Latn', 'fao'} - tgt_constituents: {'eng'} - src_multilingual: True - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/gmq-eng/opus2m-2020-07-26.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/gmq-eng/opus2m-2020-07-26.test.txt - src_alpha3: gmq - tgt_alpha3: eng - short_pair: gmq-en - chrF2_score: 0.72 - bleu: 58.1 - brevity_penalty: 0.982 - ref_len: 72641.0 - src_name: North Germanic languages - tgt_name: English - train_date: 2020-07-26 - src_alpha2: gmq - tgt_alpha2: en - prefer_old: False - long_pair: gmq-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Culmenus/opus-mt-de-is-finetuned-de-to-is_35g65cc_1
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
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--- tags: - translation license: apache-2.0 --- ### opus-mt-he-sv * source languages: he * target languages: sv * OPUS readme: [he-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/he-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/he-sv/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/he-sv/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/he-sv/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.he.sv | 28.9 | 0.493 |
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Culmenus/opus-mt-de-is-finetuned-de-to-is_35g65cc_2
[]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- language: - he - uk tags: - translation license: apache-2.0 --- ### heb-ukr * source group: Hebrew * target group: Ukrainian * OPUS readme: [heb-ukr](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/heb-ukr/README.md) * model: transformer-align * source language(s): heb * target language(s): ukr * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/heb-ukr/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/heb-ukr/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/heb-ukr/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.heb.ukr | 35.4 | 0.552 | ### System Info: - hf_name: heb-ukr - source_languages: heb - target_languages: ukr - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/heb-ukr/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['he', 'uk'] - src_constituents: {'heb'} - tgt_constituents: {'ukr'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/heb-ukr/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/heb-ukr/opus-2020-06-17.test.txt - src_alpha3: heb - tgt_alpha3: ukr - short_pair: he-uk - chrF2_score: 0.552 - bleu: 35.4 - brevity_penalty: 0.971 - ref_len: 5163.0 - src_name: Hebrew - tgt_name: Ukrainian - train_date: 2020-06-17 - src_alpha2: he - tgt_alpha2: uk - prefer_old: False - long_pair: heb-ukr - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Culmenus/opus-mt-de-is-finetuned-de-to-is_nr2
[ "pytorch", "marian", "text2text-generation", "transformers", "autotrain_compatible" ]
text2text-generation
{ "architectures": [ "MarianMTModel" ], "model_type": "marian", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
1
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-hil-en * source languages: hil * target languages: en * OPUS readme: [hil-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/hil-en/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/hil-en/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/hil-en/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/hil-en/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.hil.en | 49.2 | 0.638 |
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CuongLD/wav2vec2-large-xlsr-vietnamese
[ "pytorch", "jax", "wav2vec2", "automatic-speech-recognition", "vi", "dataset:common_voice, infore_25h", "arxiv:2006.11477", "arxiv:2006.13979", "transformers", "audio", "speech", "xlsr-fine-tuning-week", "license:apache-2.0", "model-index" ]
automatic-speech-recognition
{ "architectures": [ "Wav2Vec2ForCTC" ], "model_type": "wav2vec2", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
8
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-hil-fi * source languages: hil * target languages: fi * OPUS readme: [hil-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/hil-fi/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/hil-fi/opus-2020-01-24.zip) * test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/hil-fi/opus-2020-01-24.test.txt) * test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/hil-fi/opus-2020-01-24.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | JW300.hil.fi | 29.9 | 0.547 |
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DHBaek/xlm-roberta-large-korquad-mask
[ "pytorch", "xlm-roberta", "question-answering", "transformers", "autotrain_compatible" ]
question-answering
{ "architectures": [ "XLMRobertaForQuestionAnswering" ], "model_type": "xlm-roberta", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
9
2020-04-29T12:49:38Z
--- tags: - translation license: apache-2.0 --- ### opus-mt-id-es * source languages: id * target languages: es * OPUS readme: [id-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/id-es/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/id-es/opus-2020-01-16.zip) * test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/id-es/opus-2020-01-16.test.txt) * test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/id-es/opus-2020-01-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | GlobalVoices.id.es | 21.8 | 0.483 |
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-0.03706273064017296, -0.002499711001291871, 0.06559013575315475 ]
alexandrainst/da-ner-base
[ "pytorch", "tf", "bert", "token-classification", "da", "dataset:dane", "transformers", "license:cc-by-sa-4.0", "autotrain_compatible" ]
token-classification
{ "architectures": [ "BertForTokenClassification" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
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--- language: - is - de tags: - translation license: apache-2.0 --- ### isl-deu * source group: Icelandic * target group: German * OPUS readme: [isl-deu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/isl-deu/README.md) * model: transformer-align * source language(s): isl * target language(s): deu * 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/isl-deu/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/isl-deu/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/isl-deu/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.isl.deu | 49.2 | 0.661 | ### System Info: - hf_name: isl-deu - source_languages: isl - target_languages: deu - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/isl-deu/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['is', 'de'] - src_constituents: {'isl'} - tgt_constituents: {'deu'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/isl-deu/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/isl-deu/opus-2020-06-17.test.txt - src_alpha3: isl - tgt_alpha3: deu - short_pair: is-de - chrF2_score: 0.6609999999999999 - bleu: 49.2 - brevity_penalty: 0.998 - ref_len: 6265.0 - src_name: Icelandic - tgt_name: German - train_date: 2020-06-17 - src_alpha2: is - tgt_alpha2: de - prefer_old: False - long_pair: isl-deu - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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alexandrainst/da-sentiment-base
[ "pytorch", "tf", "safetensors", "bert", "text-classification", "da", "arxiv:1910.09700", "transformers", "license:cc-by-sa-4.0" ]
text-classification
{ "architectures": [ "BertForSequenceClassification" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
1,432
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-is-en * source languages: is * target languages: en * OPUS readme: [is-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/is-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/is-en/opus-2019-12-18.zip) * test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/is-en/opus-2019-12-18.test.txt) * test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/is-en/opus-2019-12-18.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.is.en | 51.4 | 0.672 |
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DarkKibble/DialoGPT-medium-Tankman
[]
null
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0
null
--- language: - it - lt tags: - translation license: apache-2.0 --- ### ita-lit * source group: Italian * target group: Lithuanian * OPUS readme: [ita-lit](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ita-lit/README.md) * model: transformer-align * source language(s): ita * target language(s): lit * 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/ita-lit/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-lit/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-lit/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.ita.lit | 38.1 | 0.652 | ### System Info: - hf_name: ita-lit - source_languages: ita - target_languages: lit - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ita-lit/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['it', 'lt'] - src_constituents: {'ita'} - tgt_constituents: {'lit'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ita-lit/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ita-lit/opus-2020-06-17.test.txt - src_alpha3: ita - tgt_alpha3: lit - short_pair: it-lt - chrF2_score: 0.652 - bleu: 38.1 - brevity_penalty: 0.9590000000000001 - ref_len: 1321.0 - src_name: Italian - tgt_name: Lithuanian - train_date: 2020-06-17 - src_alpha2: it - tgt_alpha2: lt - prefer_old: False - long_pair: ita-lit - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Darren/darren
[ "pytorch" ]
null
{ "architectures": null, "model_type": null, "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
0
null
--- language: - it - ca - rm - es - ro - gl - sc - co - wa - pt - oc - an - id - fr - ht - itc tags: - translation license: apache-2.0 --- ### itc-itc * source group: Italic languages * target group: Italic languages * OPUS readme: [itc-itc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/itc-itc/README.md) * model: transformer * source language(s): arg ast bjn cat cos egl fra frm_Latn gcf_Latn glg hat ind ita lad lad_Latn lat_Grek lat_Latn lij lld_Latn lmo mwl oci pap pcd pms por roh ron scn spa srd vec wln zsm_Latn * target language(s): arg ast bjn cat cos egl fra frm_Latn gcf_Latn glg hat ind ita lad lad_Latn lat_Grek lat_Latn lij lld_Latn lmo mwl oci pap pcd pms por roh ron scn spa srd vec wln zsm_Latn * model: transformer * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-07-07.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opus-2020-07-07.zip) * test set translations: [opus-2020-07-07.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opus-2020-07-07.test.txt) * test set scores: [opus-2020-07-07.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opus-2020-07-07.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.arg-fra.arg.fra | 40.8 | 0.501 | | Tatoeba-test.arg-spa.arg.spa | 59.9 | 0.739 | | Tatoeba-test.ast-fra.ast.fra | 45.4 | 0.628 | | Tatoeba-test.ast-por.ast.por | 100.0 | 1.000 | | Tatoeba-test.ast-spa.ast.spa | 46.8 | 0.636 | | Tatoeba-test.cat-fra.cat.fra | 51.6 | 0.689 | | Tatoeba-test.cat-ita.cat.ita | 49.2 | 0.699 | | Tatoeba-test.cat-por.cat.por | 48.0 | 0.688 | | Tatoeba-test.cat-ron.cat.ron | 35.4 | 0.719 | | Tatoeba-test.cat-spa.cat.spa | 69.0 | 0.826 | | Tatoeba-test.cos-fra.cos.fra | 22.3 | 0.383 | | Tatoeba-test.cos-pms.cos.pms | 3.4 | 0.199 | | Tatoeba-test.egl-fra.egl.fra | 9.5 | 0.283 | | Tatoeba-test.egl-ita.egl.ita | 3.0 | 0.206 | | Tatoeba-test.egl-spa.egl.spa | 3.7 | 0.194 | | Tatoeba-test.fra-arg.fra.arg | 3.8 | 0.090 | | Tatoeba-test.fra-ast.fra.ast | 25.9 | 0.457 | | Tatoeba-test.fra-cat.fra.cat | 42.2 | 0.637 | | Tatoeba-test.fra-cos.fra.cos | 3.3 | 0.185 | | Tatoeba-test.fra-egl.fra.egl | 2.2 | 0.120 | | Tatoeba-test.fra-frm.fra.frm | 1.0 | 0.191 | | Tatoeba-test.fra-gcf.fra.gcf | 0.2 | 0.099 | | Tatoeba-test.fra-glg.fra.glg | 40.5 | 0.625 | | Tatoeba-test.fra-hat.fra.hat | 22.6 | 0.472 | | Tatoeba-test.fra-ita.fra.ita | 46.7 | 0.679 | | Tatoeba-test.fra-lad.fra.lad | 15.9 | 0.345 | | Tatoeba-test.fra-lat.fra.lat | 2.9 | 0.247 | | Tatoeba-test.fra-lij.fra.lij | 1.0 | 0.201 | | Tatoeba-test.fra-lld.fra.lld | 1.1 | 0.257 | | Tatoeba-test.fra-lmo.fra.lmo | 1.2 | 0.241 | | Tatoeba-test.fra-msa.fra.msa | 0.4 | 0.111 | | Tatoeba-test.fra-oci.fra.oci | 7.3 | 0.322 | | Tatoeba-test.fra-pap.fra.pap | 69.8 | 0.912 | | Tatoeba-test.fra-pcd.fra.pcd | 0.6 | 0.144 | | Tatoeba-test.fra-pms.fra.pms | 1.0 | 0.181 | | Tatoeba-test.fra-por.fra.por | 39.7 | 0.619 | | Tatoeba-test.fra-roh.fra.roh | 5.7 | 0.286 | | Tatoeba-test.fra-ron.fra.ron | 36.4 | 0.591 | | Tatoeba-test.fra-scn.fra.scn | 2.1 | 0.101 | | Tatoeba-test.fra-spa.fra.spa | 47.5 | 0.670 | | Tatoeba-test.fra-srd.fra.srd | 2.8 | 0.306 | | Tatoeba-test.fra-vec.fra.vec | 3.0 | 0.345 | | Tatoeba-test.fra-wln.fra.wln | 3.5 | 0.212 | | Tatoeba-test.frm-fra.frm.fra | 11.4 | 0.472 | | Tatoeba-test.gcf-fra.gcf.fra | 7.1 | 0.267 | | Tatoeba-test.gcf-lad.gcf.lad | 0.0 | 0.170 | | Tatoeba-test.gcf-por.gcf.por | 0.0 | 0.230 | | Tatoeba-test.gcf-spa.gcf.spa | 13.4 | 0.314 | | Tatoeba-test.glg-fra.glg.fra | 54.7 | 0.702 | | Tatoeba-test.glg-ita.glg.ita | 40.1 | 0.661 | | Tatoeba-test.glg-por.glg.por | 57.6 | 0.748 | | Tatoeba-test.glg-spa.glg.spa | 70.0 | 0.817 | | Tatoeba-test.hat-fra.hat.fra | 14.2 | 0.419 | | Tatoeba-test.hat-spa.hat.spa | 17.9 | 0.449 | | Tatoeba-test.ita-cat.ita.cat | 51.0 | 0.693 | | Tatoeba-test.ita-egl.ita.egl | 1.1 | 0.114 | | Tatoeba-test.ita-fra.ita.fra | 58.2 | 0.727 | | Tatoeba-test.ita-glg.ita.glg | 41.7 | 0.652 | | Tatoeba-test.ita-lad.ita.lad | 17.5 | 0.419 | | Tatoeba-test.ita-lat.ita.lat | 7.1 | 0.294 | | Tatoeba-test.ita-lij.ita.lij | 1.0 | 0.208 | | Tatoeba-test.ita-msa.ita.msa | 0.9 | 0.115 | | Tatoeba-test.ita-oci.ita.oci | 12.3 | 0.378 | | Tatoeba-test.ita-pms.ita.pms | 1.6 | 0.182 | | Tatoeba-test.ita-por.ita.por | 44.8 | 0.665 | | Tatoeba-test.ita-ron.ita.ron | 43.3 | 0.653 | | Tatoeba-test.ita-spa.ita.spa | 56.6 | 0.733 | | Tatoeba-test.ita-vec.ita.vec | 2.0 | 0.187 | | Tatoeba-test.lad-fra.lad.fra | 30.4 | 0.458 | | Tatoeba-test.lad-gcf.lad.gcf | 0.0 | 0.163 | | Tatoeba-test.lad-ita.lad.ita | 12.3 | 0.426 | | Tatoeba-test.lad-lat.lad.lat | 1.6 | 0.178 | | Tatoeba-test.lad-por.lad.por | 8.8 | 0.394 | | Tatoeba-test.lad-ron.lad.ron | 78.3 | 0.717 | | Tatoeba-test.lad-spa.lad.spa | 28.3 | 0.531 | | Tatoeba-test.lat-fra.lat.fra | 9.4 | 0.300 | | Tatoeba-test.lat-ita.lat.ita | 20.0 | 0.421 | | Tatoeba-test.lat-lad.lat.lad | 3.8 | 0.173 | | Tatoeba-test.lat-por.lat.por | 13.0 | 0.354 | | Tatoeba-test.lat-ron.lat.ron | 14.0 | 0.358 | | Tatoeba-test.lat-spa.lat.spa | 21.8 | 0.436 | | Tatoeba-test.lij-fra.lij.fra | 13.8 | 0.346 | | Tatoeba-test.lij-ita.lij.ita | 14.7 | 0.442 | | Tatoeba-test.lld-fra.lld.fra | 18.8 | 0.428 | | Tatoeba-test.lld-spa.lld.spa | 11.1 | 0.377 | | Tatoeba-test.lmo-fra.lmo.fra | 11.0 | 0.329 | | Tatoeba-test.msa-fra.msa.fra | 0.8 | 0.129 | | Tatoeba-test.msa-ita.msa.ita | 1.1 | 0.138 | | Tatoeba-test.msa-msa.msa.msa | 19.1 | 0.453 | | Tatoeba-test.msa-pap.msa.pap | 0.0 | 0.037 | | Tatoeba-test.msa-por.msa.por | 2.4 | 0.155 | | Tatoeba-test.msa-ron.msa.ron | 1.2 | 0.129 | | Tatoeba-test.msa-spa.msa.spa | 1.0 | 0.139 | | Tatoeba-test.multi.multi | 40.8 | 0.599 | | Tatoeba-test.mwl-por.mwl.por | 35.4 | 0.561 | | Tatoeba-test.oci-fra.oci.fra | 24.5 | 0.467 | | Tatoeba-test.oci-ita.oci.ita | 23.3 | 0.493 | | Tatoeba-test.oci-spa.oci.spa | 26.1 | 0.505 | | Tatoeba-test.pap-fra.pap.fra | 31.0 | 0.629 | | Tatoeba-test.pap-msa.pap.msa | 0.0 | 0.051 | | Tatoeba-test.pcd-fra.pcd.fra | 13.8 | 0.381 | | Tatoeba-test.pcd-spa.pcd.spa | 2.6 | 0.227 | | Tatoeba-test.pms-cos.pms.cos | 3.4 | 0.217 | | Tatoeba-test.pms-fra.pms.fra | 13.4 | 0.347 | | Tatoeba-test.pms-ita.pms.ita | 13.0 | 0.373 | | Tatoeba-test.pms-spa.pms.spa | 13.1 | 0.374 | | Tatoeba-test.por-ast.por.ast | 100.0 | 1.000 | | Tatoeba-test.por-cat.por.cat | 45.1 | 0.673 | | Tatoeba-test.por-fra.por.fra | 52.5 | 0.698 | | Tatoeba-test.por-gcf.por.gcf | 16.0 | 0.128 | | Tatoeba-test.por-glg.por.glg | 57.5 | 0.750 | | Tatoeba-test.por-ita.por.ita | 50.1 | 0.710 | | Tatoeba-test.por-lad.por.lad | 15.7 | 0.341 | | Tatoeba-test.por-lat.por.lat | 11.1 | 0.362 | | Tatoeba-test.por-msa.por.msa | 2.4 | 0.136 | | Tatoeba-test.por-mwl.por.mwl | 30.5 | 0.559 | | Tatoeba-test.por-roh.por.roh | 0.0 | 0.132 | | Tatoeba-test.por-ron.por.ron | 40.0 | 0.632 | | Tatoeba-test.por-spa.por.spa | 58.6 | 0.756 | | Tatoeba-test.roh-fra.roh.fra | 23.1 | 0.564 | | Tatoeba-test.roh-por.roh.por | 21.4 | 0.347 | | Tatoeba-test.roh-spa.roh.spa | 19.8 | 0.489 | | Tatoeba-test.ron-cat.ron.cat | 59.5 | 0.854 | | Tatoeba-test.ron-fra.ron.fra | 47.4 | 0.647 | | Tatoeba-test.ron-ita.ron.ita | 45.7 | 0.683 | | Tatoeba-test.ron-lad.ron.lad | 44.2 | 0.712 | | Tatoeba-test.ron-lat.ron.lat | 14.8 | 0.449 | | Tatoeba-test.ron-msa.ron.msa | 1.2 | 0.098 | | Tatoeba-test.ron-por.ron.por | 42.7 | 0.650 | | Tatoeba-test.ron-spa.ron.spa | 50.4 | 0.686 | | Tatoeba-test.scn-fra.scn.fra | 2.4 | 0.180 | | Tatoeba-test.scn-spa.scn.spa | 5.1 | 0.212 | | Tatoeba-test.spa-arg.spa.arg | 10.8 | 0.267 | | Tatoeba-test.spa-ast.spa.ast | 24.6 | 0.514 | | Tatoeba-test.spa-cat.spa.cat | 61.6 | 0.783 | | Tatoeba-test.spa-egl.spa.egl | 2.2 | 0.106 | | Tatoeba-test.spa-fra.spa.fra | 51.1 | 0.683 | | Tatoeba-test.spa-gcf.spa.gcf | 7.8 | 0.067 | | Tatoeba-test.spa-glg.spa.glg | 62.8 | 0.776 | | Tatoeba-test.spa-hat.spa.hat | 16.6 | 0.398 | | Tatoeba-test.spa-ita.spa.ita | 51.8 | 0.718 | | Tatoeba-test.spa-lad.spa.lad | 14.6 | 0.393 | | Tatoeba-test.spa-lat.spa.lat | 21.5 | 0.486 | | Tatoeba-test.spa-lld.spa.lld | 2.0 | 0.222 | | Tatoeba-test.spa-msa.spa.msa | 0.8 | 0.113 | | Tatoeba-test.spa-oci.spa.oci | 10.3 | 0.377 | | Tatoeba-test.spa-pcd.spa.pcd | 0.9 | 0.115 | | Tatoeba-test.spa-pms.spa.pms | 1.5 | 0.194 | | Tatoeba-test.spa-por.spa.por | 49.4 | 0.698 | | Tatoeba-test.spa-roh.spa.roh | 4.6 | 0.261 | | Tatoeba-test.spa-ron.spa.ron | 39.1 | 0.618 | | Tatoeba-test.spa-scn.spa.scn | 2.0 | 0.113 | | Tatoeba-test.spa-wln.spa.wln | 8.7 | 0.295 | | Tatoeba-test.srd-fra.srd.fra | 6.7 | 0.369 | | Tatoeba-test.vec-fra.vec.fra | 59.9 | 0.608 | | Tatoeba-test.vec-ita.vec.ita | 14.2 | 0.405 | | Tatoeba-test.wln-fra.wln.fra | 8.9 | 0.344 | | Tatoeba-test.wln-spa.wln.spa | 9.6 | 0.298 | ### System Info: - hf_name: itc-itc - source_languages: itc - target_languages: itc - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/itc-itc/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['it', 'ca', 'rm', 'es', 'ro', 'gl', 'sc', 'co', 'wa', 'pt', 'oc', 'an', 'id', 'fr', 'ht', 'itc'] - src_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'bjn', 'lmo', 'mwl', 'lij', 'lat_Latn', 'lad_Latn', 'pcd', 'lat_Grek', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm_Latn', 'srd', 'gcf_Latn', 'lld_Latn', 'min', 'tmw_Latn', 'cos', 'wln', 'zlm_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max_Latn', 'frm_Latn', 'scn', 'mfe'} - tgt_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'bjn', 'lmo', 'mwl', 'lij', 'lat_Latn', 'lad_Latn', 'pcd', 'lat_Grek', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm_Latn', 'srd', 'gcf_Latn', 'lld_Latn', 'min', 'tmw_Latn', 'cos', 'wln', 'zlm_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max_Latn', 'frm_Latn', 'scn', 'mfe'} - src_multilingual: True - tgt_multilingual: True - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opus-2020-07-07.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/itc-itc/opus-2020-07-07.test.txt - src_alpha3: itc - tgt_alpha3: itc - short_pair: itc-itc - chrF2_score: 0.599 - bleu: 40.8 - brevity_penalty: 0.968 - ref_len: 77448.0 - src_name: Italic languages - tgt_name: Italic languages - train_date: 2020-07-07 - src_alpha2: itc - tgt_alpha2: itc - prefer_old: False - long_pair: itc-itc - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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DataikuNLP/distiluse-base-multilingual-cased-v1
[ "pytorch", "distilbert", "arxiv:1908.10084", "sentence-transformers", "feature-extraction", "sentence-similarity", "transformers", "license:apache-2.0" ]
sentence-similarity
{ "architectures": [ "DistilBertModel" ], "model_type": "distilbert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
29
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-ja-fi * source languages: ja * target languages: fi * OPUS readme: [ja-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ja-fi/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/ja-fi/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ja-fi/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ja-fi/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.ja.fi | 21.2 | 0.448 |
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-0.002557761501520872, 0.07020135968923569 ]
DataikuNLP/paraphrase-MiniLM-L6-v2
[ "pytorch", "bert", "arxiv:1908.10084", "sentence-transformers", "feature-extraction", "sentence-similarity", "transformers", "license:apache-2.0" ]
sentence-similarity
{ "architectures": [ "BertModel" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
25
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-ja-fr * source languages: ja * target languages: fr * OPUS readme: [ja-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ja-fr/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/ja-fr/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ja-fr/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ja-fr/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.ja.fr | 33.6 | 0.534 |
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0.00030427586170844734, 0.07539143413305283 ]
DataikuNLP/paraphrase-albert-small-v2
[ "pytorch", "albert", "arxiv:1908.10084", "sentence-transformers", "feature-extraction", "sentence-similarity", "transformers", "license:apache-2.0" ]
sentence-similarity
{ "architectures": [ "AlbertModel" ], "model_type": "albert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
628
null
--- language: - ja - he tags: - translation license: apache-2.0 --- ### jpn-heb * source group: Japanese * target group: Hebrew * OPUS readme: [jpn-heb](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-heb/README.md) * model: transformer-align * source language(s): jpn_Hani jpn_Hira jpn_Kana * target language(s): heb * 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/jpn-heb/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-heb/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-heb/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.jpn.heb | 20.2 | 0.397 | ### System Info: - hf_name: jpn-heb - source_languages: jpn - target_languages: heb - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-heb/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ja', 'he'] - src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'} - tgt_constituents: {'heb'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-heb/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-heb/opus-2020-06-17.test.txt - src_alpha3: jpn - tgt_alpha3: heb - short_pair: ja-he - chrF2_score: 0.397 - bleu: 20.2 - brevity_penalty: 1.0 - ref_len: 1598.0 - src_name: Japanese - tgt_name: Hebrew - train_date: 2020-06-17 - src_alpha2: ja - tgt_alpha2: he - prefer_old: False - long_pair: jpn-heb - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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DavidSpaceG/MSGIFSR
[]
null
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0
null
--- language: - ja - pl tags: - translation license: apache-2.0 --- ### jpn-pol * source group: Japanese * target group: Polish * OPUS readme: [jpn-pol](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-pol/README.md) * model: transformer-align * source language(s): jpn jpn_Bopo jpn_Hani jpn_Hira jpn_Kana jpn_Latn * target language(s): pol * 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/jpn-pol/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-pol/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-pol/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.jpn.pol | 15.7 | 0.386 | ### System Info: - hf_name: jpn-pol - source_languages: jpn - target_languages: pol - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-pol/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ja', 'pl'] - src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'} - tgt_constituents: {'pol'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-pol/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-pol/opus-2020-06-17.test.txt - src_alpha3: jpn - tgt_alpha3: pol - short_pair: ja-pl - chrF2_score: 0.386 - bleu: 15.7 - brevity_penalty: 1.0 - ref_len: 69904.0 - src_name: Japanese - tgt_name: Polish - train_date: 2020-06-17 - src_alpha2: ja - tgt_alpha2: pl - prefer_old: False - long_pair: jpn-pol - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Davlan/bert-base-multilingual-cased-finetuned-amharic
[ "pytorch", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
109
null
--- language: - ja - pt tags: - translation license: apache-2.0 --- ### jpn-por * source group: Japanese * target group: Portuguese * OPUS readme: [jpn-por](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-por/README.md) * model: transformer-align * source language(s): jpn jpn_Hani jpn_Hira jpn_Kana jpn_Latn jpn_Yiii * target language(s): por por_Hira * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.jpn.por | 22.2 | 0.444 | ### System Info: - hf_name: jpn-por - source_languages: jpn - target_languages: por - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-por/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ja', 'pt'] - src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'} - tgt_constituents: {'por'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.test.txt - src_alpha3: jpn - tgt_alpha3: por - short_pair: ja-pt - chrF2_score: 0.444 - bleu: 22.2 - brevity_penalty: 0.922 - ref_len: 15570.0 - src_name: Japanese - tgt_name: Portuguese - train_date: 2020-06-17 - src_alpha2: ja - tgt_alpha2: pt - prefer_old: False - long_pair: jpn-por - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Davlan/bert-base-multilingual-cased-finetuned-hausa
[ "pytorch", "tf", "jax", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
151
null
--- language: - ja - ru tags: - translation license: apache-2.0 --- ### jpn-rus * source group: Japanese * target group: Russian * OPUS readme: [jpn-rus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-rus/README.md) * model: transformer-align * source language(s): jpn jpn_Bopo jpn_Hani jpn_Hira jpn_Kana jpn_Latn jpn_Yiii * target language(s): rus * 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/jpn-rus/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-rus/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-rus/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.jpn.rus | 23.2 | 0.441 | ### System Info: - hf_name: jpn-rus - source_languages: jpn - target_languages: rus - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-rus/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ja', 'ru'] - src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'} - tgt_constituents: {'rus'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-rus/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-rus/opus-2020-06-17.test.txt - src_alpha3: jpn - tgt_alpha3: rus - short_pair: ja-ru - chrF2_score: 0.441 - bleu: 23.2 - brevity_penalty: 0.9740000000000001 - ref_len: 70820.0 - src_name: Japanese - tgt_name: Russian - train_date: 2020-06-17 - src_alpha2: ja - tgt_alpha2: ru - prefer_old: False - long_pair: jpn-rus - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Davlan/bert-base-multilingual-cased-finetuned-igbo
[ "pytorch", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
15
null
--- language: - ja - sh tags: - translation license: apache-2.0 --- ### jpn-hbs * source group: Japanese * target group: Serbo-Croatian * OPUS readme: [jpn-hbs](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-hbs/README.md) * model: transformer-align * source language(s): jpn jpn_Bopo jpn_Hani jpn_Hira jpn_Kana jpn_Latn * target language(s): bos_Latn hrv srp_Cyrl srp_Latn * model: transformer-align * pre-processing: normalization + SentencePiece (spm32k,spm32k) * a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID) * download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-hbs/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-hbs/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-hbs/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.jpn.hbs | 22.6 | 0.447 | ### System Info: - hf_name: jpn-hbs - source_languages: jpn - target_languages: hbs - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-hbs/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ja', 'sh'] - src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'} - tgt_constituents: {'hrv', 'srp_Cyrl', 'bos_Latn', 'srp_Latn'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-hbs/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-hbs/opus-2020-06-17.test.txt - src_alpha3: jpn - tgt_alpha3: hbs - short_pair: ja-sh - chrF2_score: 0.447 - bleu: 22.6 - brevity_penalty: 0.9620000000000001 - ref_len: 2525.0 - src_name: Japanese - tgt_name: Serbo-Croatian - train_date: 2020-06-17 - src_alpha2: ja - tgt_alpha2: sh - prefer_old: False - long_pair: jpn-hbs - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Davlan/bert-base-multilingual-cased-finetuned-kinyarwanda
[ "pytorch", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
27
null
--- tags: - translation license: apache-2.0 --- ### opus-mt-ja-sv * source languages: ja * target languages: sv * OPUS readme: [ja-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ja-sv/README.md) * dataset: opus * model: transformer-align * pre-processing: normalization + SentencePiece * download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/ja-sv/opus-2020-01-09.zip) * test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ja-sv/opus-2020-01-09.test.txt) * test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ja-sv/opus-2020-01-09.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba.ja.sv | 26.1 | 0.445 |
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-0.004740091506391764, 0.06937424838542938 ]
Davlan/bert-base-multilingual-cased-finetuned-luganda
[ "pytorch", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
16
null
--- language: - ja - tr tags: - translation license: apache-2.0 --- ### jpn-tur * source group: Japanese * target group: Turkish * OPUS readme: [jpn-tur](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-tur/README.md) * model: transformer-align * source language(s): jpn jpn_Bopo jpn_Hang jpn_Hani jpn_Hira jpn_Kana jpn_Yiii * target language(s): tur * 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/jpn-tur/opus-2020-06-17.zip) * test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-tur/opus-2020-06-17.test.txt) * test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-tur/opus-2020-06-17.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.jpn.tur | 16.7 | 0.434 | ### System Info: - hf_name: jpn-tur - source_languages: jpn - target_languages: tur - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-tur/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ja', 'tr'] - src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'} - tgt_constituents: {'tur'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm32k,spm32k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-tur/opus-2020-06-17.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-tur/opus-2020-06-17.test.txt - src_alpha3: jpn - tgt_alpha3: tur - short_pair: ja-tr - chrF2_score: 0.434 - bleu: 16.7 - brevity_penalty: 0.932 - ref_len: 4755.0 - src_name: Japanese - tgt_name: Turkish - train_date: 2020-06-17 - src_alpha2: ja - tgt_alpha2: tr - prefer_old: False - long_pair: jpn-tur - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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Davlan/bert-base-multilingual-cased-finetuned-swahili
[ "pytorch", "tf", "bert", "fill-mask", "transformers", "autotrain_compatible" ]
fill-mask
{ "architectures": [ "BertForMaskedLM" ], "model_type": "bert", "task_specific_params": { "conversational": { "max_length": null }, "summarization": { "early_stopping": null, "length_penalty": null, "max_length": null, "min_length": null, "no_repeat_ngram_size": null, "num_beams": null, "prefix": null }, "text-generation": { "do_sample": null, "max_length": null }, "translation_en_to_de": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_fr": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null }, "translation_en_to_ro": { "early_stopping": null, "max_length": null, "num_beams": null, "prefix": null } } }
67
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--- language: - ka - en tags: - translation license: apache-2.0 --- ### kat-eng * source group: Georgian * target group: English * OPUS readme: [kat-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/kat-eng/README.md) * model: transformer-align * source language(s): kat * target language(s): eng * 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/kat-eng/opus-2020-06-16.zip) * test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/kat-eng/opus-2020-06-16.test.txt) * test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/kat-eng/opus-2020-06-16.eval.txt) ## Benchmarks | testset | BLEU | chr-F | |-----------------------|-------|-------| | Tatoeba-test.kat.eng | 37.9 | 0.538 | ### System Info: - hf_name: kat-eng - source_languages: kat - target_languages: eng - opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/kat-eng/README.md - original_repo: Tatoeba-Challenge - tags: ['translation'] - languages: ['ka', 'en'] - src_constituents: {'kat'} - tgt_constituents: {'eng'} - src_multilingual: False - tgt_multilingual: False - prepro: normalization + SentencePiece (spm12k,spm12k) - url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/kat-eng/opus-2020-06-16.zip - url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/kat-eng/opus-2020-06-16.test.txt - src_alpha3: kat - tgt_alpha3: eng - short_pair: ka-en - chrF2_score: 0.5379999999999999 - bleu: 37.9 - brevity_penalty: 0.991 - ref_len: 5992.0 - src_name: Georgian - tgt_name: English - train_date: 2020-06-16 - src_alpha2: ka - tgt_alpha2: en - prefer_old: False - long_pair: kat-eng - helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535 - transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b - port_machine: brutasse - port_time: 2020-08-21-14:41
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