contents.rst

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BERT模型汇总
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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