├── README.md ├── baselines ├── models │ ├── bert │ │ ├── .gitignore │ │ ├── CONTRIBUTING.md │ │ ├── LICENSE │ │ ├── __init__.py │ │ ├── classifier_utils.py │ │ ├── conlleval.py │ │ ├── create_pretraining_data.py │ │ ├── extract_features.py │ │ ├── modeling.py │ │ ├── modeling_test.py │ │ ├── multilingual.md │ │ ├── optimization.py │ │ ├── optimization_test.py │ │ ├── predicting_movie_reviews_with_bert_on_tf_hub.ipynb │ │ ├── requirements.txt │ │ ├── run_classifier.py │ │ ├── run_classifier_afqmc.sh │ │ ├── run_classifier_clue.sh │ │ ├── run_classifier_cmnli.sh │ │ ├── run_classifier_csl.sh │ │ ├── run_classifier_iflytek.sh │ │ ├── run_classifier_tnews.sh │ │ ├── run_classifier_with_tfhub.py │ │ ├── run_classifier_wsc.sh │ │ ├── run_ner.py │ │ ├── run_pretraining.py │ │ ├── run_squad.py │ │ ├── sample_text.txt │ │ ├── tf_metrics.py │ │ ├── tokenization.py │ │ ├── tokenization_test.py │ │ └── tpu │ │ │ ├── run_classifier_inews.sh │ │ │ ├── run_classifier_jdcomment.sh │ │ │ ├── run_classifier_lcqmc.sh │ │ │ ├── run_classifier_thucnews.sh │ │ │ ├── run_classifier_tnews.sh │ │ │ └── run_classifier_xnli.sh │ ├── classifier_utils.py │ ├── roberta │ │ ├── conlleval.py │ │ ├── create_pretrain_data.sh │ │ ├── create_pretraining_data.py │ │ ├── modeling.py │ │ ├── optimization.py │ │ ├── optimization_finetuning.py │ │ ├── resources │ │ │ ├── RoBERTa_zh_Large_Learning_Curve.png │ │ │ └── vocab.txt │ │ ├── run_classifier.py │ │ ├── run_classifier_afqmc.sh │ │ ├── run_classifier_cmnli.sh │ │ ├── run_classifier_csl.sh │ │ ├── run_classifier_iflytek.sh │ │ ├── run_classifier_tnews.sh │ │ ├── run_classifier_wsc.sh │ │ ├── run_ner.py │ │ ├── run_ner_msra.sh │ │ ├── run_pretraining.py │ │ ├── tf_metrics.py │ │ ├── tokenization.py │ │ └── tpu │ │ │ ├── run_classifier_tiny.sh │ │ │ └── run_classifier_tiny_xul.sh │ ├── roberta_wwm_large_ext │ │ ├── CONTRIBUTING.md │ │ ├── LICENSE │ │ ├── __init__.py │ │ ├── conlleval.py │ │ ├── create_pretraining_data.py │ │ ├── extract_features.py │ │ ├── modeling.py │ │ ├── modeling_test.py │ │ ├── multilingual.md │ │ ├── optimization.py │ │ ├── optimization_test.py │ │ ├── predicting_movie_reviews_with_bert_on_tf_hub.ipynb │ │ ├── requirements.txt │ │ ├── run_classifier.py │ │ ├── run_classifier_afqmc.sh │ │ ├── run_classifier_cmnli.sh │ │ ├── run_classifier_csl.sh │ │ ├── run_classifier_iflytek.sh │ │ ├── run_classifier_tnews.sh │ │ ├── run_classifier_with_tfhub.py │ │ ├── run_classifier_wsc.sh │ │ ├── run_ner.py │ │ ├── run_ner_msra.sh │ │ ├── run_pretraining.py │ │ ├── run_squad.py │ │ ├── tf_metrics.py │ │ ├── tokenization.py │ │ ├── tokenization_test.py │ │ └── tpu │ │ │ ├── run_classifier_inews.sh │ │ │ ├── run_classifier_jdcomment.sh │ │ │ ├── run_classifier_lcqmc.sh │ │ │ ├── run_classifier_thucnews.sh │ │ │ ├── run_classifier_tnews.sh │ │ │ └── run_classifier_xnli.sh │ └── run_classifier_iflytek_tpu.sh └── models_pytorch │ ├── classifier_pytorch │ ├── CLUEdatasets │ │ ├── afqmc │ │ │ └── .gitignore │ │ ├── cmnli │ │ │ └── .gitignore │ │ ├── copa │ │ │ └── .gitignore │ │ ├── csl │ │ │ └── .gitignore │ │ ├── iflytek │ │ │ └── .gitignore │ │ ├── tnews │ │ │ └── .gitignore │ │ └── wsc │ │ │ └── .gitignore │ ├── README.md │ ├── convert_albert_original_tf_checkpoint_to_pytorch.py │ ├── convert_bert_original_tf_checkpoint_to_pytorch.py │ ├── convert_ernie_original_pad_checkpoint_to_pytorch.py │ ├── convert_xlnet_original_tf_checkpoint_to_pytorch.py │ ├── download_clue_data.py │ ├── metrics │ │ ├── __init__.py │ │ └── clue_compute_metrics.py │ ├── outputs │ │ ├── afqmc_output │ │ │ └── .gitignore │ │ ├── cmnli_output │ │ │ └── .gitignore │ │ ├── copa_output │ │ │ └── .gitignore │ │ ├── csl_output │ │ │ └── .gitignore │ │ ├── iflytek_output │ │ │ └── .gitignore │ │ ├── tnews_output │ │ │ └── .gitignore │ │ └── wsc_output │ │ │ └── .gitignore │ ├── processors │ │ ├── __init__.py │ │ ├── clue.py │ │ └── utils.py │ ├── run_classifier.py │ ├── run_classifier_afqmc.sh │ ├── run_classifier_cmnli.sh │ ├── run_classifier_csl.sh │ ├── run_classifier_iflytek.sh │ ├── run_classifier_tnews.sh │ ├── run_classifier_wsc.sh │ ├── tools │ │ ├── common.py │ │ └── progressbar.py │ └── transformers │ │ ├── __init__.py │ │ ├── __main__.py │ │ ├── configuration_auto.py │ │ ├── configuration_bert.py │ │ ├── configuration_ctrl.py │ │ ├── configuration_distilbert.py │ │ ├── configuration_gpt2.py │ │ ├── configuration_openai.py │ │ ├── configuration_roberta.py │ │ ├── configuration_transfo_xl.py │ │ ├── configuration_utils.py │ │ ├── configuration_xlm.py │ │ ├── configuration_xlnet.py │ │ ├── file_utils.py │ │ ├── modeling_albert.py │ │ ├── modeling_auto.py │ │ ├── modeling_bert.py │ │ ├── modeling_ctrl.py │ │ ├── modeling_distilbert.py │ │ ├── modeling_gpt2.py │ │ ├── modeling_openai.py │ │ ├── modeling_roberta.py │ │ ├── modeling_transfo_xl.py │ │ ├── modeling_transfo_xl_utilities.py │ │ ├── modeling_utils.py │ │ ├── modeling_xlm.py │ │ ├── modeling_xlnet.py │ │ ├── optimization.py │ │ ├── tokenization_auto.py │ │ ├── tokenization_bert.py │ │ ├── tokenization_ctrl.py │ │ ├── tokenization_distilbert.py │ │ ├── tokenization_gpt2.py │ │ ├── tokenization_openai.py │ │ ├── tokenization_roberta.py │ │ ├── tokenization_transfo_xl.py │ │ ├── tokenization_utils.py │ │ ├── tokenization_xlm.py │ │ └── tokenization_xlnet.py │ └── mrc_pytorch │ ├── README.md │ ├── convert_tf_checkpoint_to_pytorch.py │ ├── google_albert_pytorch_modeling.py │ ├── mrc_data │ ├── CHID │ │ └── put_data_here │ ├── CMRC2018 │ │ └── put_data_here │ ├── DRCD │ │ └── put_data_here │ └── c3 │ │ └── put_data_here │ ├── preprocess │ ├── CHID_preprocess.py │ ├── DRCD_output.py │ ├── DRCD_preprocess.py │ ├── cmrc2018_evaluate.py │ ├── cmrc2018_output.py │ └── cmrc2018_preprocess.py │ ├── pytorch_modeling.py │ ├── run_c3.py │ ├── run_mrc.py │ ├── run_mrc_c3.sh │ ├── run_mrc_chid.sh │ ├── run_mrc_cmrc2018.sh │ ├── run_mrc_drcd.sh │ ├── run_multichoice_mrc.py │ ├── test_mrc.py │ ├── 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