------------------------------------ BERT模型汇总 ------------------------------------ 下表汇总介绍了目前PaddleNLP支持的BERT模型对应预训练权重。 关于模型的具体细节可以参考对应链接。 +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | Pretrained Weight | Language | Details of the model | +==================================================================================+==============+==================================================================================+ | ``bert-base-uncased`` | English | 12-layer, 768-hidden, | | | | 12-heads, 110M parameters. | | | | Trained on lower-cased English text. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-large-uncased`` | English | 24-layer, 1024-hidden, | | | | 16-heads, 336M parameters. | | | | Trained on lower-cased English text. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-cased`` | English | 12-layer, 768-hidden, | | | | 12-heads, 109M parameters. | | | | Trained on cased English text. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-large-cased`` | English | 24-layer, 1024-hidden, | | | | 16-heads, 335M parameters. | | | | Trained on cased English text. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-multilingual-uncased`` | Multilingual | 12-layer, 768-hidden, | | | | 12-heads, 168M parameters. | | | | Trained on lower-cased text | | | | in the top 102 languages | | | | with the largest Wikipedias. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-multilingual-cased`` | Multilingual | 12-layer, 768-hidden, | | | | 12-heads, 179M parameters. | | | | Trained on cased text | | | | in the top 104 languages | | | | with the largest Wikipedias. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-chinese`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 108M parameters. | | | | Trained on cased Chinese Simplified | | | | and Traditional text. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-wwm-chinese`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 108M parameters. | | | | Trained on cased Chinese Simplified | | | | and Traditional text using | | | | Whole-Word-Masking. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-wwm-ext-chinese`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 108M parameters. | | | | Trained on cased Chinese Simplified | | | | and Traditional text using | | | | Whole-Word-Masking with extented data. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/chinese-roberta-base`` | Chinese | Please refer to: | | | | `uer/chinese_roberta_L-12_H-768`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/chinese-roberta-medium`` | Chinese | Please refer to: | | | | `uer/chinese_roberta_L-8_H-512`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/chinese-roberta-small`` | Chinese | Please refer to: | | | | `uer/chinese_roberta_L-4_H-512`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/chinese-roberta-mini`` | Chinese | Please refer to: | | | | `uer/chinese_roberta_L-4_H-256`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/chinese-roberta-tiny`` | Chinese | Please refer to: | | | | `uer/chinese_roberta_L-2_H-128`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/chinese-roberta-6l-768h`` | Chinese | Please refer to: | | | | `uer/chinese_roberta_L-6_H-768`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``ckiplab/bert-base-chinese-pos`` | Chinese | Please refer to: | | | | `ckiplab/bert-base-chinese-pos`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``tbs17/MathBERT`` | English | Please refer to: | | | | `tbs17/MathBERT`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``macbert-base-chinese`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 102M parameters. | | | | Trained with novel MLM as correction | | | | pre-training task. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``macbert-large-chinese`` | Chinese | 24-layer, 1024-hidden, | | | | 16-heads, 326M parameters. | | | | Trained with novel MLM as correction | | | | pre-training task. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``simbert-base-chinese`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 108M parameters. | | | | Trained on 22 million pairs of similar | | | | sentences crawed from Baidu Know. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``Langboat/mengzi-bert-base`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 102M parameters. | | | | Trained on 300G Chinese Corpus Datasets. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``Langboat/mengzi-bert-base-fin`` | Chinese | 12-layer, 768-hidden, | | | | 12-heads, 102M parameters. | | | | Trained on 20G Finacial Corpus, | | | | based on ``Langboat/mengzi-bert-base``. | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cross-encoder/ms-marco-MiniLM-L-12-v2`` | English | Please refer to: | | | | `cross-encoder/ms-marco-MiniLM-L-12-v2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cl-tohoku/bert-base-japanese-char`` | Japanese | Please refer to: | | | | `cl-tohoku/bert-base-japanese-char`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cl-tohoku/bert-base-japanese-whole-word-masking`` | Japanese | Please refer to: | | | | `cl-tohoku/bert-base-japanese-whole-word-masking`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cl-tohoku/bert-base-japanese`` | Japanese | Please refer to: | | | | `cl-tohoku/bert-base-japanese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``nlptown/bert-base-multilingual-uncased-sentiment`` | Multilingual | Please refer to: | | | | `nlptown/bert-base-multilingual-uncased-sentiment`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-large-uncased-whole-word-masking-finetuned-squad`` | English | Please refer to: | | | | `bert-large-uncased-whole-word-masking-finetuned-squad`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``finiteautomata/beto-sentiment-analysis`` | Spanish | Please refer to: | | | | `finiteautomata/beto-sentiment-analysis`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``hfl/chinese-bert-wwm-ext`` | Chinese | Please refer to: | | | | `hfl/chinese-bert-wwm-ext`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``emilyalsentzer/Bio_ClinicalBERT`` | English | Please refer to: | | | | `emilyalsentzer/Bio_ClinicalBERT`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dslim/bert-base-NER`` | English | Please refer to: | | | | `dslim/bert-base-NER`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``deepset/bert-large-uncased-whole-word-masking-squad2`` | English | Please refer to: | | | | `deepset/bert-large-uncased-whole-word-masking-squad2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``neuralmind/bert-base-portuguese-cased`` | Portuguese | Please refer to: | | | | `neuralmind/bert-base-portuguese-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``SpanBERT/spanbert-large-cased`` | English | Please refer to: | | | | `SpanBERT/spanbert-large-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dslim/bert-large-NER`` | English | Please refer to: | | | | `dslim/bert-large-NER`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-german-cased`` | German | Please refer to: | | | | `bert-base-german-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``deepset/sentence_bert`` | English | Please refer to: | | | | `deepset/sentence_bert`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``ProsusAI/finbert`` | English | Please refer to: | | | | `ProsusAI/finbert`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``oliverguhr/german-sentiment-bert`` | German | Please refer to: | | | | `oliverguhr/german-sentiment-bert`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``google/bert_uncased_L-2_H-128_A-2`` | English | Please refer to: | | | | `google/bert_uncased_L-2_H-128_A-2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract`` | English | Please refer to: | | | | `microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``DeepPavlov/rubert-base-cased`` | Russian | Please refer to: | | | | `DeepPavlov/rubert-base-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``wietsedv/bert-base-dutch-cased`` | Dutch | Please refer to: | | | | `wietsedv/bert-base-dutch-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``monologg/bert-base-cased-goemotions-original`` | English | Please refer to: | | | | `monologg/bert-base-cased-goemotions-original`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``allenai/scibert_scivocab_uncased`` | English | Please refer to: | | | | `allenai/scibert_scivocab_uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-large-cased-finetuned-conll03-english`` | English | Please refer to: | | | | `dbmdz/bert-large-cased-finetuned-conll03-english`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext`` | English | Please refer to: | | | | `microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-large-uncased-whole-word-masking`` | English | Please refer to: | | | | `bert-large-uncased-whole-word-masking`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dccuchile/bert-base-spanish-wwm-uncased`` | Spanish | Please refer to: | | | | `dccuchile/bert-base-spanish-wwm-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``google/bert_uncased_L-6_H-256_A-4`` | English | Please refer to: | | | | `google/bert_uncased_L-6_H-256_A-4`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``google/bert_uncased_L-4_H-512_A-8`` | English | Please refer to: | | | | `google/bert_uncased_L-4_H-512_A-8`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``FPTAI/vibert-base-cased`` | English | Please refer to: | | | | `FPTAI/vibert-base-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cointegrated/rubert-tiny`` | Russian | Please refer to: | | | | `cointegrated/rubert-tiny`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-german-dbmdz-uncased`` | German | Please refer to: | | | | `bert-base-german-dbmdz-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-turkish-128k-cased`` | Turkish | Please refer to: | | | | `dbmdz/bert-base-turkish-128k-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-german-uncased`` | German | Please refer to: | | | | `dbmdz/bert-base-german-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``deepset/minilm-uncased-squad2`` | English | Please refer to: | | | | `deepset/minilm-uncased-squad2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``HooshvareLab/bert-base-parsbert-uncased`` | Persian | Please refer to: | | | | `HooshvareLab/bert-base-parsbert-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-ag-news`` | English | Please refer to: | | | | `textattack/bert-base-uncased-ag-news`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cl-tohoku/bert-base-japanese-v2`` | Japanese | Please refer to: | | | | `cl-tohoku/bert-base-japanese-v2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``emilyalsentzer/Bio_Discharge_Summary_BERT`` | English | Please refer to: | | | | `emilyalsentzer/Bio_Discharge_Summary_BERT`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``KoichiYasuoka/bert-base-japanese-upos`` | Japanese | Please refer to: | | | | `KoichiYasuoka/bert-base-japanese-upos`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-italian-xxl-cased`` | Italian | Please refer to: | | | | `dbmdz/bert-base-italian-xxl-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``deepset/bert-base-cased-squad2`` | English | Please refer to: | | | | `deepset/bert-base-cased-squad2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``beomi/kcbert-large`` | English | Please refer to: | | | | `beomi/kcbert-large`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-large-cased-whole-word-masking-finetuned-squad`` | English | Please refer to: | | | | `bert-large-cased-whole-word-masking-finetuned-squad`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``neuralmind/bert-large-portuguese-cased`` |Portuguese | Please refer to: | | | | `neuralmind/bert-large-portuguese-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``Luyu/co-condenser-marco`` | English | Please refer to: | | | | `Luyu/co-condenser-marco`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``Sahajtomar/German_Zeroshot`` | German | Please refer to: | | | | `Sahajtomar/German_Zeroshot`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``indolem/indobert-base-uncased`` | Indonesian | Please refer to: | | | | `indolem/indobert-base-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``shibing624/text2vec-base-chinese`` | Chinese | Please refer to: | | | | `shibing624/text2vec-base-chinese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cointegrated/LaBSE-en-ru`` | English | Please refer to: | | | and Russian | `cointegrated/LaBSE-en-ru`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``prithivida/parrot_fluency_on_BERT`` | English | Please refer to: | | | | `prithivida/parrot_fluency_on_BERT`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-SST-2`` | English | Please refer to: | | | | `textattack/bert-base-uncased-SST-2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-snli`` | English | Please refer to: | | | | `textattack/bert-base-uncased-snli`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``klue/bert-base`` | English | Please refer to: | | | | `klue/bert-base`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``asafaya/bert-base-arabic`` | Arabic | Please refer to: | | | | `asafaya/bert-base-arabic`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-MRPC`` | English | Please refer to: | | | | `textattack/bert-base-uncased-MRPC`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-imdb`` | English | Please refer to: | | | | `textattack/bert-base-uncased-imdb`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cross-encoder/ms-marco-TinyBERT-L-2`` | English | Please refer to: | | | | `cross-encoder/ms-marco-TinyBERT-L-2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``mrm8488/bert-tiny-finetuned-sms-spam-detection`` | English | Please refer to: | | | | `mrm8488/bert-tiny-finetuned-sms-spam-detection`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``felflare/bert-restore-punctuation`` | English | Please refer to: | | | | `felflare/bert-restore-punctuation`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``sshleifer/tiny-dbmdz-bert-large-cased-finetuned-conll03-english`` | English | Please refer to: | | | | `sshleifer/tiny-dbmdz-bert-large-cased-finetuned-conll03-english`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-rotten-tomatoes`` | English | Please refer to: | | | | `textattack/bert-base-uncased-rotten-tomatoes`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``nlpaueb/legal-bert-base-uncased`` | English | Please refer to: | | | | `nlpaueb/legal-bert-base-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``hf-internal-testing/tiny-bert-for-token-classification`` | English | Please refer to: | | | | `hf-internal-testing/tiny-bert-for-token-classification`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cointegrated/rubert-tiny2`` | Russian | Please refer to: | | | | `cointegrated/rubert-tiny2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``kykim/bert-kor-base`` | Korean | Please refer to: | | | | `kykim/bert-kor-base`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cl-tohoku/bert-base-japanese-char-v2`` | Japanese | Please refer to: | | | | `cl-tohoku/bert-base-japanese-char-v2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``mrm8488/bert-small-finetuned-squadv2`` | English | Please refer to: | | | | `mrm8488/bert-small-finetuned-squadv2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``beomi/kcbert-base`` | English | Please refer to: | | | | `beomi/kcbert-base`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-MNLI`` | English | Please refer to: | | | | `textattack/bert-base-uncased-MNLI`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-WNLI`` | English | Please refer to: | | | | `textattack/bert-base-uncased-WNLI`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-turkish-cased`` | Turkish | Please refer to: | | | | `dbmdz/bert-base-turkish-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``huawei-noah/TinyBERT_General_4L_312D`` | English | Please refer to: | | | | `huawei-noah/TinyBERT_General_4L_312D`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-QQP`` | English | Please refer to: | | | | `textattack/bert-base-uncased-QQP`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-STS-B`` | English | Please refer to: | | | | `textattack/bert-base-uncased-STS-B`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``allenai/scibert_scivocab_cased`` | English | Please refer to: | | | | `allenai/scibert_scivocab_cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``mrm8488/bert-medium-finetuned-squadv2`` | English | Please refer to: | | | | `mrm8488/bert-medium-finetuned-squadv2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``TurkuNLP/bert-base-finnish-cased-v1`` | Finnish | Please refer to: | | | | `TurkuNLP/bert-base-finnish-cased-v1`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-RTE`` | English | Please refer to: | | | | `textattack/bert-base-uncased-RTE`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/roberta-base-chinese-extractive-qa`` | Chinese | Please refer to: | | | | `uer/roberta-base-chinese-extractive-qa`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-QNLI`` | English | Please refer to: | | | | `textattack/bert-base-uncased-QNLI`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``textattack/bert-base-uncased-CoLA`` | English | Please refer to: | | | | `textattack/bert-base-uncased-CoLA`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dmis-lab/biobert-base-cased-v1.2`` | English | Please refer to: | | | | `dmis-lab/biobert-base-cased-v1.2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``pierreguillou/bert-base-cased-squad-v1.1-portuguese`` | Portuguese | Please refer to: | | | | `pierreguillou/bert-base-cased-squad-v1.1-portuguese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``KB/bert-base-swedish-cased`` | Swedish | Please refer to: | | | | `KB/bert-base-swedish-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``uer/roberta-base-finetuned-cluener2020-chinese`` | Chinese | Please refer to: | | | | `uer/roberta-base-finetuned-cluener2020-chinese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``onlplab/alephbert-base`` | Hebrew | Please refer to: | | | | `onlplab/alephbert-base`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``mrm8488/bert-spanish-cased-finetuned-ner`` | Spanish | Please refer to: | | | | `mrm8488/bert-spanish-cased-finetuned-ner`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``alvaroalon2/biobert_chemical_ner`` | English | Please refer to: | | | | `alvaroalon2/biobert_chemical_ner`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-base-cased-finetuned-mrpc`` | English | Please refer to: | | | | `bert-base-cased-finetuned-mrpc`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``unitary/toxic-bert`` | English | Please refer to: | | | | `unitary/toxic-bert`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``nlpaueb/bert-base-greek-uncased-v1`` | Greek | Please refer to: | | | | `nlpaueb/bert-base-greek-uncased-v1`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``HooshvareLab/bert-fa-base-uncased-sentiment-snappfood`` | Persian | Please refer to: | | | | `HooshvareLab/bert-fa-base-uncased-sentiment-snappfood`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``Maltehb/danish-bert-botxo`` | Danish | Please refer to: | | | | `Maltehb/danish-bert-botxo`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``shahrukhx01/bert-mini-finetune-question-detection`` | English | Please refer to: | | | | `shahrukhx01/bert-mini-finetune-question-detection`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``GroNLP/bert-base-dutch-cased`` | Dutch | Please refer to: | | | | `GroNLP/bert-base-dutch-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``SpanBERT/spanbert-base-cased`` | English | Please refer to: | | | | `SpanBERT/spanbert-base-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-italian-uncased`` | Italian | Please refer to: | | | | `dbmdz/bert-base-italian-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-german-cased`` | Germanh | Please refer to: | | | | `dbmdz/bert-base-german-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cl-tohoku/bert-large-japanese`` | Japanese | Please refer to: | | | | `cl-tohoku/bert-large-japanese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``hfl/chinese-bert-wwm`` | Chinese | Please refer to: | | | | `hfl/chinese-bert-wwm`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``hfl/chinese-macbert-large`` | Chinese | Please refer to: | | | | `hfl/chinese-macbert-large`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dslim/bert-base-NER-uncased`` | English | Please refer to: | | | | `dslim/bert-base-NER-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``amberoad/bert-multilingual-passage-reranking-msmarco`` | Multilingual | Please refer to: | | | | `amberoad/bert-multilingual-passage-reranking-msmarco`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``aubmindlab/bert-base-arabertv02`` | Arabic | Please refer to: | | | | `aubmindlab/bert-base-arabertv02`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``google/bert_uncased_L-4_H-256_A-4`` | English | Please refer to: | | | | `google/bert_uncased_L-4_H-256_A-4`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``DeepPavlov/rubert-base-cased-conversational`` | Russian | Please refer to: | | | | `DeepPavlov/rubert-base-cased-conversational`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dccuchile/bert-base-spanish-wwm-cased`` | Spanish | Please refer to: | | | | `dccuchile/bert-base-spanish-wwm-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``ckiplab/bert-base-chinese-ws`` | Chinese | Please refer to: | | | | `ckiplab/bert-base-chinese-ws`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``daigo/bert-base-japanese-sentiment`` | Japanese | Please refer to: | | | | `daigo/bert-base-japanese-sentiment`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``SZTAKI-HLT/hubert-base-cc`` | Hungarian | Please refer to: | | | | `SZTAKI-HLT/hubert-base-cc`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``nlpaueb/legal-bert-small-uncased`` | English | Please refer to: | | | | `nlpaueb/legal-bert-small-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dumitrescustefan/bert-base-romanian-uncased-v1`` | Romanian | Please refer to: | | | | `dumitrescustefan/bert-base-romanian-uncased-v1`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``google/muril-base-cased`` | Indian | Please refer to: | | | | `google/muril-base-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dkleczek/bert-base-polish-uncased-v1`` | Polish | Please refer to: | | | | `dkleczek/bert-base-polish-uncased-v1`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``ckiplab/bert-base-chinese-ner`` | Chinese | Please refer to: | | | | `ckiplab/bert-base-chinese-ner`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``savasy/bert-base-turkish-sentiment-cased`` | Turkish | Please refer to: | | | | `savasy/bert-base-turkish-sentiment-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``mrm8488/distill-bert-base-spanish-wwm-cased-finetuned-spa-squad2-es`` | Spanish | Please refer to: | | | | `mrm8488/distill-bert-base-spanish-wwm-cased-finetuned-spa-squad2-es`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``KB/bert-base-swedish-cased-ner`` | Swedish | Please refer to: | | | | `KB/bert-base-swedish-cased-ner`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``hfl/rbt3`` | Chinese | Please refer to: | | | | `hfl/rbt3`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``remotejob/gradientclassification_v0`` | English | Please refer to: | | | | `remotejob/gradientclassification_v0`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``Recognai/bert-base-spanish-wwm-cased-xnli`` | Spanish | Please refer to: | | | | `Recognai/bert-base-spanish-wwm-cased-xnli`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``HooshvareLab/bert-fa-zwnj-base`` | Persian | Please refer to: | | | | `HooshvareLab/bert-fa-zwnj-base`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``monologg/bert-base-cased-goemotions-group`` | English | Please refer to: | | | | `monologg/bert-base-cased-goemotions-group`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``blanchefort/rubert-base-cased-sentiment`` | Russian | Please refer to: | | | | `blanchefort/rubert-base-cased-sentiment`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``shibing624/macbert4csc-base-chinese`` | Chinese | Please refer to: | | | | `shibing624/macbert4csc-base-chinese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``google/bert_uncased_L-8_H-512_A-8`` | English | Please refer to: | | | | `google/bert_uncased_L-8_H-512_A-8`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bert-large-cased-whole-word-masking`` | English | Please refer to: | | | | `bert-large-cased-whole-word-masking`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``alvaroalon2/biobert_diseases_ner`` | English | Please refer to: | | | | `alvaroalon2/biobert_diseases_ner`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``philschmid/BERT-Banking77`` | English | Please refer to: | | | | `philschmid/BERT-Banking77`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dbmdz/bert-base-turkish-uncased`` | Turkish | Please refer to: | | | | `dbmdz/bert-base-turkish-uncased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``vblagoje/bert-english-uncased-finetuned-pos`` | English | Please refer to: | | | | `vblagoje/bert-english-uncased-finetuned-pos`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``dumitrescustefan/bert-base-romanian-cased-v1`` | Romanian | Please refer to: | | | | `dumitrescustefan/bert-base-romanian-cased-v1`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``nreimers/BERT-Tiny_L-2_H-128_A-2`` | English | Please refer to: | | | | `nreimers/BERT-Tiny_L-2_H-128_A-2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``digitalepidemiologylab/covid-twitter-bert-v2`` | English | Please refer to: | | | | `digitalepidemiologylab/covid-twitter-bert-v2`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``UBC-NLP/MARBERT`` | (DA) and MSA | Please refer to: | | | | `UBC-NLP/MARBERT`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``pierreguillou/bert-large-cased-squad-v1.1-portuguese`` | Portuguese | Please refer to: | | | | `pierreguillou/bert-large-cased-squad-v1.1-portuguese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``alvaroalon2/biobert_genetic_ner`` | English | Please refer to: | | | | `alvaroalon2/biobert_genetic_ner`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``bvanaken/clinical-assertion-negation-bert`` | English | Please refer to: | | | | `bvanaken/clinical-assertion-negation-bert`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``cross-encoder/stsb-TinyBERT-L-4`` | English | Please refer to: | | | | `cross-encoder/stsb-TinyBERT-L-4`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``sshleifer/tiny-distilbert-base-cased`` | English | Please refer to: | | | | `sshleifer/tiny-distilbert-base-cased`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``ckiplab/bert-base-chinese`` | Chinese | Please refer to: | | | | `ckiplab/bert-base-chinese`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ | ``fabriceyhc/bert-base-uncased-amazon_polarity`` | English | Please refer to: | | | | `fabriceyhc/bert-base-uncased-amazon_polarity`_ | +----------------------------------------------------------------------------------+--------------+----------------------------------------------------------------------------------+ .. _ckiplab/bert-base-chinese-pos: https://huggingface.co/ckiplab/bert-base-chinese-pos .. _uer/chinese_roberta_L-12_H-768: https://huggingface.co/uer/chinese_roberta_L-12_H-768 .. _uer/chinese_roberta_L-6_H-768: https://huggingface.co/uer/chinese_roberta_L-6_H-768 .. _uer/chinese_roberta_L-8_H-512: https://huggingface.co/uer/chinese_roberta_L-8_H-512 .. _uer/chinese_roberta_L-4_H-512: https://huggingface.co/uer/chinese_roberta_L-4_H-512 .. _uer/chinese_roberta_L-4_H-256: https://huggingface.co/uer/chinese_roberta_L-4_H-256 .. _uer/chinese_roberta_L-2_H-128: https://huggingface.co/uer/chinese_roberta_L-2_H-128 .. _tbs17/MathBERT: https://huggingface.co/tbs17/MathBERT .. _cross-encoder/ms-marco-MiniLM-L-12-v2: https://huggingface.co/cross-encoder/ms-marco-MiniLM-L-12-v2 .. _cl-tohoku/bert-base-japanese-char: https://huggingface.co/cl-tohoku/bert-base-japanese-char .. _cl-tohoku/bert-base-japanese-whole-word-masking: https://huggingface.co/cl-tohoku/bert-base-japanese-whole-word-masking .. _cl-tohoku/bert-base-japanese: https://huggingface.co/cl-tohoku/bert-base-japanese .. _nlptown/bert-base-multilingual-uncased-sentiment: https://huggingface.co/nlptown/bert-base-multilingual-uncased-sentiment .. _bert-large-uncased-whole-word-masking-finetuned-squad: https://huggingface.co/bert-large-uncased-whole-word-masking-finetuned-squad .. _finiteautomata/beto-sentiment-analysis: https://huggingface.co/finiteautomata/beto-sentiment-analysis .. _hfl/chinese-bert-wwm-ext: https://huggingface.co/hfl/chinese-bert-wwm-ext .. _emilyalsentzer/Bio_ClinicalBERT: https://huggingface.co/emilyalsentzer/Bio_ClinicalBERT .. _dslim/bert-base-NER: https://huggingface.co/dslim/bert-base-NER .. _deepset/bert-large-uncased-whole-word-masking-squad2: https://huggingface.co/deepset/bert-large-uncased-whole-word-masking-squad2 .. _neuralmind/bert-base-portuguese-cased: https://huggingface.co/neuralmind/bert-base-portuguese-cased .. _SpanBERT/spanbert-large-cased: https://huggingface.co/SpanBERT/spanbert-large-cased .. _dslim/bert-large-NER: https://huggingface.co/dslim/bert-large-NER .. _bert-base-german-cased: https://huggingface.co/bert-base-german-cased .. _deepset/sentence_bert: https://huggingface.co/deepset/sentence_bert .. _ProsusAI/finbert: https://huggingface.co/ProsusAI/finbert .. _oliverguhr/german-sentiment-bert: https://huggingface.co/oliverguhr/german-sentiment-bert .. _google/bert_uncased_L-2_H-128_A-2: https://huggingface.co/google/bert_uncased_L-2_H-128_A-2 .. _DeepPavlov/rubert-base-cased: https://huggingface.co/DeepPavlov/rubert-base-cased .. _wietsedv/bert-base-dutch-cased: https://huggingface.co/wietsedv/bert-base-dutch-cased .. _monologg/bert-base-cased-goemotions-original: https://huggingface.co/monologg/bert-base-cased-goemotions-original .. _allenai/scibert_scivocab_uncased: https://huggingface.co/allenai/scibert_scivocab_uncased .. _microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract: https://huggingface.co/microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract .. _dbmdz/bert-large-cased-finetuned-conll03-english: https://huggingface.co/dbmdz/bert-large-cased-finetuned-conll03-english .. _microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext: https://huggingface.co/microsoft/BiomedNLP-PubMedBERT-base-uncased-abstract-fulltext .. _bert-large-uncased-whole-word-masking: https://huggingface.co/bert-large-uncased-whole-word-masking .. _dccuchile/bert-base-spanish-wwm-uncased: https://huggingface.co/dccuchile/bert-base-spanish-wwm-uncased .. _google/bert_uncased_L-6_H-256_A-4: https://huggingface.co/google/bert_uncased_L-6_H-256_A-4 .. _google/bert_uncased_L-4_H-512_A-8: https://huggingface.co/google/bert_uncased_L-4_H-512_A-8 .. _FPTAI/vibert-base-cased: https://huggingface.co/FPTAI/vibert-base-cased .. _cointegrated/rubert-tiny: https://huggingface.co/cointegrated/rubert-tiny .. _bert-base-german-dbmdz-uncased: https://huggingface.co/bert-base-german-dbmdz-uncased .. _dbmdz/bert-base-turkish-128k-cased: https://huggingface.co/dbmdz/bert-base-turkish-128k-cased .. _dbmdz/bert-base-german-uncased: https://huggingface.co/dbmdz/bert-base-german-uncased .. _deepset/minilm-uncased-squad2: https://huggingface.co/deepset/minilm-uncased-squad2 .. _HooshvareLab/bert-base-parsbert-uncased: https://huggingface.co/HooshvareLab/bert-base-parsbert-uncased .. _textattack/bert-base-uncased-ag-news: https://huggingface.co/textattack/bert-base-uncased-ag-news .. _cl-tohoku/bert-base-japanese-v2: https://huggingface.co/cl-tohoku/bert-base-japanese-v2 .. _emilyalsentzer/Bio_Discharge_Summary_BERT: https://huggingface.co/emilyalsentzer/Bio_Discharge_Summary_BERT .. _KoichiYasuoka/bert-base-japanese-upos: https://huggingface.co/KoichiYasuoka/bert-base-japanese-upos .. _dbmdz/bert-base-italian-xxl-cased: https://huggingface.co/dbmdz/bert-base-italian-xxl-cased .. _deepset/bert-base-cased-squad2: https://huggingface.co/deepset/bert-base-cased-squad2 .. _beomi/kcbert-large: https://huggingface.co/beomi/kcbert-large .. _bert-large-cased-whole-word-masking-finetuned-squad: https://huggingface.co/bert-large-cased-whole-word-masking-finetuned-squad .. _neuralmind/bert-large-portuguese-cased: https://huggingface.co/neuralmind/bert-large-portuguese-cased .. _Luyu/co-condenser-marco: https://huggingface.co/Luyu/co-condenser-marco .. _Sahajtomar/German_Zeroshot: https://huggingface.co/Sahajtomar/German_Zeroshot .. _indolem/indobert-base-uncased: https://huggingface.co/indolem/indobert-base-uncased .. _shibing624/text2vec-base-chinese: https://huggingface.co/shibing624/text2vec-base-chinese .. _cointegrated/LaBSE-en-ru: https://huggingface.co/cointegrated/LaBSE-en-ru .. _prithivida/parrot_fluency_on_BERT: https://huggingface.co/prithivida/parrot_fluency_on_BERT .. _textattack/bert-base-uncased-SST-2: https://huggingface.co/textattack/bert-base-uncased-SST-2 .. _textattack/bert-base-uncased-snli: https://huggingface.co/textattack/bert-base-uncased-snli .. _klue/bert-base: https://huggingface.co/klue/bert-base .. _asafaya/bert-base-arabic: https://huggingface.co/asafaya/bert-base-arabic .. _textattack/bert-base-uncased-MRPC: https://huggingface.co/textattack/bert-base-uncased-MRPC .. _textattack/bert-base-uncased-imdb: https://huggingface.co/textattack/bert-base-uncased-imdb .. _cross-encoder/ms-marco-TinyBERT-L-2: https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L-2 .. _mrm8488/bert-tiny-finetuned-sms-spam-detection: https://huggingface.co/mrm8488/bert-tiny-finetuned-sms-spam-detection .. _felflare/bert-restore-punctuation: https://huggingface.co/felflare/bert-restore-punctuation .. _sshleifer/tiny-dbmdz-bert-large-cased-finetuned-conll03-english: https://huggingface.co/sshleifer/tiny-dbmdz-bert-large-cased-finetuned-conll03-english .. _textattack/bert-base-uncased-rotten-tomatoes: https://huggingface.co/textattack/bert-base-uncased-rotten-tomatoes .. _nlpaueb/legal-bert-base-uncased: https://huggingface.co/nlpaueb/legal-bert-base-uncased .. _hf-internal-testing/tiny-bert-for-token-classification: https://huggingface.co/hf-internal-testing/tiny-bert-for-token-classification .. _cointegrated/rubert-tiny2: https://huggingface.co/cointegrated/rubert-tiny2 .. _kykim/bert-kor-base: https://huggingface.co/kykim/bert-kor-base .. _cl-tohoku/bert-base-japanese-char-v2: https://huggingface.co/cl-tohoku/bert-base-japanese-char-v2 .. _mrm8488/bert-small-finetuned-squadv2: https://huggingface.co/mrm8488/bert-small-finetuned-squadv2 .. _beomi/kcbert-base: https://huggingface.co/beomi/kcbert-base .. _textattack/bert-base-uncased-MNLI: https://huggingface.co/textattack/bert-base-uncased-MNLI .. _textattack/bert-base-uncased-WNLI: https://huggingface.co/textattack/bert-base-uncased-WNLI .. _dbmdz/bert-base-turkish-cased: https://huggingface.co/dbmdz/bert-base-turkish-cased .. _huawei-noah/TinyBERT_General_4L_312D: https://huggingface.co/huawei-noah/TinyBERT_General_4L_312D .. _textattack/bert-base-uncased-QQP: https://huggingface.co/textattack/bert-base-uncased-QQP .. _textattack/bert-base-uncased-STS-B: https://huggingface.co/textattack/bert-base-uncased-STS-B .. _allenai/scibert_scivocab_cased: https://huggingface.co/allenai/scibert_scivocab_cased .. _mrm8488/bert-medium-finetuned-squadv2: https://huggingface.co/mrm8488/bert-medium-finetuned-squadv2 .. _TurkuNLP/bert-base-finnish-cased-v1: https://huggingface.co/TurkuNLP/bert-base-finnish-cased-v1 .. _textattack/bert-base-uncased-RTE: https://huggingface.co/textattack/bert-base-uncased-RTE .. _uer/roberta-base-chinese-extractive-qa: https://huggingface.co/uer/roberta-base-chinese-extractive-qa .. _textattack/bert-base-uncased-QNLI: https://huggingface.co/textattack/bert-base-uncased-QNLI .. _textattack/bert-base-uncased-CoLA: https://huggingface.co/textattack/bert-base-uncased-CoLA .. _dmis-lab/biobert-base-cased-v1.2: https://huggingface.co/dmis-lab/biobert-base-cased-v1.2 .. _pierreguillou/bert-base-cased-squad-v1.1-portuguese: https://huggingface.co/pierreguillou/bert-base-cased-squad-v1.1-portuguese .. _KB/bert-base-swedish-cased: https://huggingface.co/KB/bert-base-swedish-cased .. _uer/roberta-base-finetuned-cluener2020-chinese: https://huggingface.co/uer/roberta-base-finetuned-cluener2020-chinese .. _onlplab/alephbert-base: https://huggingface.co/onlplab/alephbert-base .. _mrm8488/bert-spanish-cased-finetuned-ner: https://huggingface.co/mrm8488/bert-spanish-cased-finetuned-ner .. _alvaroalon2/biobert_chemical_ner: https://huggingface.co/alvaroalon2/biobert_chemical_ner .. _bert-base-cased-finetuned-mrpc: https://huggingface.co/bert-base-cased-finetuned-mrpc .. _unitary/toxic-bert: https://huggingface.co/unitary/toxic-bert .. _nlpaueb/bert-base-greek-uncased-v1: https://huggingface.co/nlpaueb/bert-base-greek-uncased-v1 .. _HooshvareLab/bert-fa-base-uncased-sentiment-snappfood: https://huggingface.co/HooshvareLab/bert-fa-base-uncased-sentiment-snappfood .. _Maltehb/danish-bert-botxo: https://huggingface.co/Maltehb/danish-bert-botxo .. _shahrukhx01/bert-mini-finetune-question-detection: https://huggingface.co/shahrukhx01/bert-mini-finetune-question-detection .. _GroNLP/bert-base-dutch-cased: https://huggingface.co/GroNLP/bert-base-dutch-cased .. _SpanBERT/spanbert-base-cased: https://huggingface.co/SpanBERT/spanbert-base-cased .. _dbmdz/bert-base-italian-uncased: https://huggingface.co/dbmdz/bert-base-italian-uncased .. _dbmdz/bert-base-german-cased: https://huggingface.co/dbmdz/bert-base-german-cased .. _cl-tohoku/bert-large-japanese: https://huggingface.co/cl-tohoku/bert-large-japanese .. _hfl/chinese-bert-wwm: https://huggingface.co/hfl/chinese-bert-wwm .. _hfl/chinese-macbert-large: https://huggingface.co/hfl/chinese-macbert-large .. _dslim/bert-base-NER-uncased: https://huggingface.co/dslim/bert-base-NER-uncased .. _amberoad/bert-multilingual-passage-reranking-msmarco: https://huggingface.co/amberoad/bert-multilingual-passage-reranking-msmarco .. _aubmindlab/bert-base-arabertv02: https://huggingface.co/aubmindlab/bert-base-arabertv02 .. _google/bert_uncased_L-4_H-256_A-4: https://huggingface.co/google/bert_uncased_L-4_H-256_A-4 .. _DeepPavlov/rubert-base-cased-conversational: https://huggingface.co/DeepPavlov/rubert-base-cased-conversational .. _dccuchile/bert-base-spanish-wwm-cased: https://huggingface.co/dccuchile/bert-base-spanish-wwm-cased .. _ckiplab/bert-base-chinese-ws: https://huggingface.co/ckiplab/bert-base-chinese-ws .. _daigo/bert-base-japanese-sentiment: https://huggingface.co/daigo/bert-base-japanese-sentiment .. _SZTAKI-HLT/hubert-base-cc: https://huggingface.co/SZTAKI-HLT/hubert-base-cc .. _nlpaueb/legal-bert-small-uncased: https://huggingface.co/nlpaueb/legal-bert-small-uncased .. _dumitrescustefan/bert-base-romanian-uncased-v1: https://huggingface.co/dumitrescustefan/bert-base-romanian-uncased-v1 .. _google/muril-base-cased: https://huggingface.co/google/muril-base-cased .. _dkleczek/bert-base-polish-uncased-v1: https://huggingface.co/dkleczek/bert-base-polish-uncased-v1 .. _ckiplab/bert-base-chinese-ner: https://huggingface.co/ckiplab/bert-base-chinese-ner .. _savasy/bert-base-turkish-sentiment-cased: https://huggingface.co/savasy/bert-base-turkish-sentiment-cased .. _mrm8488/distill-bert-base-spanish-wwm-cased-finetuned-spa-squad2-es: https://huggingface.co/mrm8488/distill-bert-base-spanish-wwm-cased-finetuned-spa-squad2-es .. _KB/bert-base-swedish-cased-ner: https://huggingface.co/KB/bert-base-swedish-cased-ner .. _hfl/rbt3: https://huggingface.co/hfl/rbt3 .. _remotejob/gradientclassification_v0: https://huggingface.co/remotejob/gradientclassification_v0 .. _Recognai/bert-base-spanish-wwm-cased-xnli: https://huggingface.co/Recognai/bert-base-spanish-wwm-cased-xnli .. _HooshvareLab/bert-fa-zwnj-base: https://huggingface.co/HooshvareLab/bert-fa-zwnj-base .. _monologg/bert-base-cased-goemotions-group: https://huggingface.co/monologg/bert-base-cased-goemotions-group .. _blanchefort/rubert-base-cased-sentiment: https://huggingface.co/blanchefort/rubert-base-cased-sentiment .. _shibing624/macbert4csc-base-chinese: https://huggingface.co/shibing624/macbert4csc-base-chinese .. _google/bert_uncased_L-8_H-512_A-8: https://huggingface.co/google/bert_uncased_L-8_H-512_A-8 .. _bert-large-cased-whole-word-masking: https://huggingface.co/bert-large-cased-whole-word-masking .. _alvaroalon2/biobert_diseases_ner: https://huggingface.co/alvaroalon2/biobert_diseases_ner .. _philschmid/BERT-Banking77: https://huggingface.co/philschmid/BERT-Banking77 .. _dbmdz/bert-base-turkish-uncased: https://huggingface.co/dbmdz/bert-base-turkish-uncased .. _vblagoje/bert-english-uncased-finetuned-pos: https://huggingface.co/vblagoje/bert-english-uncased-finetuned-pos .. _dumitrescustefan/bert-base-romanian-cased-v1: https://huggingface.co/dumitrescustefan/bert-base-romanian-cased-v1 .. _nreimers/BERT-Tiny_L-2_H-128_A-2: https://huggingface.co/nreimers/BERT-Tiny_L-2_H-128_A-2 .. _digitalepidemiologylab/covid-twitter-bert-v2: https://huggingface.co/digitalepidemiologylab/covid-twitter-bert-v2 .. _UBC-NLP/MARBERT: https://huggingface.co/UBC-NLP/MARBERT .. _pierreguillou/bert-large-cased-squad-v1.1-portuguese: https://huggingface.co/pierreguillou/bert-large-cased-squad-v1.1-portuguese .. _alvaroalon2/biobert_genetic_ner: https://huggingface.co/alvaroalon2/biobert_genetic_ner .. _bvanaken/clinical-assertion-negation-bert: https://huggingface.co/bvanaken/clinical-assertion-negation-bert .. _cross-encoder/stsb-TinyBERT-L-4: https://huggingface.co/cross-encoder/stsb-TinyBERT-L-4 .. _sshleifer/tiny-distilbert-base-cased: https://huggingface.co/sshleifer/tiny-distilbert-base-cased .. _ckiplab/bert-base-chinese: https://huggingface.co/ckiplab/bert-base-chinese .. _fabriceyhc/bert-base-uncased-amazon_polarity: https://huggingface.co/fabriceyhc/bert-base-uncased-amazon_polarity