
摘要
请提供需要翻译的英文内容。
代码仓库
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idiotprofessorchen/bert.github.io
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theneuralbeing/bert-finetuning-webinar
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g-eklund/bert_tutorial
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sherinaseri/bert
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xiangyue9607/CliniRC
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cuber2460/bert
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manideep2510/siamese-BERT-fake-news-detection-LIAR
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flxst/nerblackbox
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Misoknisky/Bert-MultiGpu
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chujiezheng/ChID-Dataset
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kingcheng2000/bert
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fancyerii/bert
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uabinf/nlp-fall-2019-project-shuhui_shuqu
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rajlm10/Chandler
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shaikhzhas/bert
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cedrickchee/pytorch-pretrained-BERT
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JNUpython/bert
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zsweet/BERT_zsw
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saurabhnlp/bert
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reppy4620/Dialog
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wyf-python/Bert-Pytorch-TextClassification
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hoangtrungchinh/Bert-SQuAD-v2
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polzinben/TensorFlow_NLP
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eunseo1092/Graduation_project
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jiyuan/ainote
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svakulenk0/response_eval
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arkel23/PyTorch-Pretrained-ViT
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JA-Bar/nlp-depression
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junhahyung/bert_finetune
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pytorch/text
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Domminique/Deploy-BERT-for-Sentiment-Analysis-with-FastAPI-
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af-ai-center/nerblackbox
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xiaopp123/bert_explain
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heraclex12/vietpunc
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andi611/Mockingjay-Speech-Representation
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lonePatient/BERT-chinese-text-classification-pytorch
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TYTYTYTYTYTYTYTYTY/558-project
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Qordobacode/fitbert
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octanove/grammartagger
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yydai/bert_test
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coronazap/bert_client
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HuihuiChyan/BJTUNLP_Practice2020
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kamalkraj/BERT_NER
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AbhishekD15/Sentiment-Analysis_BERT
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ricardordb/bert
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imgarylai/bert-embedding
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基准测试
| 基准 | 方法 | 指标 |
|---|---|---|
| common-sense-reasoning-on-record | BERT-Base (single model) | EM: 54.040 F1: 56.065 |
| common-sense-reasoning-on-swag | BERT-LARGE | Dev: 86.6 Test: 86.3 |
| coreference-resolution-on-winograd-schema | BERT-large 340M | Accuracy: 62.0 |
| cross-lingual-natural-language-inference-on-1 | BERT | Accuracy: 74.3% |
| cross-lingual-natural-language-inference-on-3 | BERT | Accuracy: 70.5% |
| emotion-recognition-in-conversation-on-cped | BERT_{utt} | Accuracy of Sentiment: 48.96 Macro-F1 of Sentiment: 45.18 |
| linguistic-acceptability-on-cola | BERT-LARGE | Accuracy: 60.5% |
| multimodal-intent-recognition-on-photochat | BERT | F1: 53.2 Precision: 56.1 Recall: 50.6 |
| natural-language-inference-on-multinli | BERT-LARGE | Matched: 86.7 Mismatched: 85.9 |
| natural-language-inference-on-qnli | BERT-LARGE | Accuracy: 92.7% |
| natural-language-inference-on-rte | BERT-large 340M | Accuracy: 70.1% |
| natural-language-inference-on-wnli | BERT-large 340M | Accuracy: 65.1 |
| natural-language-understanding-on-glue | BERT-LARGE | Average: 82.1 |
| natural-language-understanding-on-pdp60 | BERT-large 340M | Accuracy: 78.3 |
| paraphrase-identification-on-quora-question | BERT-LARGE | F1: 72.1 |
| question-answering-on-coqa | BERT Large Augmented (single model) | In-domain: 82.5 Out-of-domain: 77.6 Overall: 81.1 |
| question-answering-on-coqa | BERT-base finetune (single model) | In-domain: 79.8 Out-of-domain: 74.1 Overall: 78.1 |
| question-answering-on-mrqa-2019 | BERT (large) | Average F1: 78.5 |
| question-answering-on-multirc | BERT-large(single model) | EM: 24.1 F1: 70.0 |
| question-answering-on-multitq | BERT | Hits@1: 8.3 Hits@10: 48.2 |
| question-answering-on-piqa | BERT-Large 340M | Accuracy: 66.7 |
| question-answering-on-squad11 | BERT-LARGE (Ensemble+TriviaQA) | EM: 87.4 F1: 93.2 |
| question-answering-on-squad11 | BERT (ensemble) | EM: 87.433 F1: 93.160 |
| question-answering-on-squad11 | BERT (single model) | EM: 85.083 F1: 91.835 |
| question-answering-on-squad11 | BERT-LARGE (Single+TriviaQA) | F1: 91.8 |
| question-answering-on-squad11-dev | BERT-LARGE (Ensemble+TriviaQA) | EM: 86.2 F1: 92.2 |
| question-answering-on-squad11-dev | BERT-LARGE (Single+TriviaQA) | EM: 84.2 F1: 91.1 |
| semantic-textual-similarity-on-mrpc | BERT-LARGE | F1: 89.3 |
| semantic-textual-similarity-on-sts-benchmark | BERT-LARGE | Spearman Correlation: 0.865 |
| sentiment-analysis-on-sst-2-binary | BERT-LARGE | Accuracy: 94.9 |
| stock-market-prediction-on-astock | Bert Chinese | Accuray: 59.11 F1-score: 58.99 Precision: 59.07 Recall: 59.20 |
| text-classification-on-dbpedia | Bidirectional Encoder Representations from Transformers | Error: 0.64 |
| type-prediction-on-manytypes4typescript | BERT | Average Accuracy: 57.52 Average F1: 54.10 Average Precision: 54.18 Average Recall: 54.02 |