├── README.md ├── baselines ├── evaluate_f1_em.py ├── ner_re │ ├── .DS_Store │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── callback │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── adversarial.cpython-36.pyc │ │ │ ├── lr_scheduler.cpython-36.pyc │ │ │ └── progressbar.cpython-36.pyc │ │ ├── adversarial.py │ │ ├── lr_scheduler.py │ │ ├── modelcheckpoint.py │ │ ├── optimizater │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-36.pyc │ │ │ │ └── adamw.cpython-36.pyc │ │ │ ├── adabound.py │ │ │ ├── adafactor.py │ │ │ ├── adamw.py │ │ │ ├── lamb.py │ │ │ ├── lars.py │ │ │ ├── lookahead.py │ │ │ ├── nadam.py │ │ │ ├── novograd.py │ │ │ ├── planradam.py │ │ │ ├── radam.py │ │ │ ├── ralamb.py │ │ │ ├── ralars.py │ │ │ └── sgdw.py │ │ ├── progressbar.py │ │ └── trainingmonitor.py │ ├── losses │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── focal_loss.cpython-36.pyc │ │ │ └── label_smoothing.cpython-36.pyc │ │ ├── focal_loss.py │ │ └── label_smoothing.py │ ├── metrics │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── ner_metrics.cpython-36.pyc │ │ └── ner_metrics.py │ ├── models │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── bert_for_ner.cpython-36.pyc │ │ ├── bert_for_ner.py │ │ └── layers │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── crf.cpython-36.pyc │ │ │ └── linears.cpython-36.pyc │ │ │ ├── crf.py │ │ │ └── linears.py │ ├── prev_trained_model │ │ ├── .DS_Store │ │ ├── chinese_rbt3_L-3_H-768_A-12 │ │ │ ├── .DS_Store │ │ │ ├── bert_config_rbt3.json │ │ │ ├── bert_model.ckpt.index │ │ │ ├── bert_model.ckpt.meta │ │ │ └── vocab.txt │ │ └── chinese_rbt3_pytorch │ │ │ ├── .DS_Store │ │ │ └── vocab.txt │ ├── processed_data │ │ └── readme.md │ ├── processors │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── ner_seq.cpython-36.pyc │ │ │ └── utils_ner.cpython-36.pyc │ │ ├── ner_seq.py │ │ ├── ner_span.py │ │ └── utils_ner.py │ ├── requirements.txt │ ├── run_ner_crf.py │ ├── run_ner_softmax.py │ ├── run_ner_span.py │ ├── scripts │ │ ├── run_ner_crf.sh │ │ ├── run_ner_softmax.sh │ │ └── run_ner_span.sh │ ├── sim │ │ ├── predict.py │ │ ├── process_sim_data.py │ │ ├── readme.md │ │ └── train.py │ ├── submit │ │ ├── generate_submit_file.py │ │ ├── readme.md │ │ └── relationship_by_entity_test.py │ └── tools │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── common.cpython-36.pyc │ │ └── finetuning_argparse.cpython-36.pyc │ │ ├── common.py │ │ ├── convert_albert_tf_checkpoint_to_pytorch.py │ │ ├── download_clue_data.py │ │ ├── finetuning_argparse.py │ │ └── plot.py ├── other_implement │ ├── Evaluation │ │ └── run_squad.py │ ├── RoBERTa-wwm-ext │ │ ├── NER │ │ │ ├── draw_train.py │ │ │ ├── ner_data_making.py │ │ │ ├── ner_eval.py │ │ │ ├── ner_predict.py │ │ │ └── ner_train.py │ │ ├── SIM │ │ │ ├── draw_train.py │ │ │ ├── sim_data_making.py │ │ │ ├── sim_predict.py │ │ │ └── sim_train.py │ │ ├── config.py │ │ ├── frame │ │ │ ├── bert │ │ │ │ ├── CONTRIBUTING.md │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── create_pretraining_data.py │ │ │ │ ├── extract_features.py │ │ │ │ ├── modeling.py │ │ │ │ ├── modeling_test.py │ │ │ │ ├── multilingual.md │ │ │ │ ├── optimization.py │ │ │ │ ├── optimization_test.py │ │ │ │ ├── requirements.txt │ │ │ │ ├── run_classifier.py │ │ │ │ ├── run_pretraining.py │ │ │ │ ├── run_squad.py │ │ │ │ ├── sample_text.txt │ │ │ │ ├── tokenization.py │ │ │ │ └── tokenization_test.py │ │ │ └── chinese_roberta_wwm_ext_L-12_H-768_A-12 │ │ │ │ └── vocab.txt │ │ ├── kg │ │ │ ├── demo.py │ │ │ ├── entity_extract.py │ │ │ └── es.py │ │ └── utils.py │ ├── RoBERTa-wwm-large │ │ ├── Data │ │ │ └── README.md │ │ ├── ModelParams │ │ │ └── README.md │ │ ├── args.py │ │ ├── bert │ │ │ ├── CONTRIBUTING.md │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── create_pretraining_data.py │ │ │ ├── extract_features.py │ │ │ ├── modeling.py │ │ │ ├── modeling_test.py │ │ │ ├── multilingual.md │ │ │ ├── optimization.py │ │ │ ├── optimization_test.py │ │ │ ├── requirements.txt │ │ │ ├── run_classifier.py │ │ │ ├── run_pretraining.py │ │ │ ├── run_squad.py │ │ │ ├── sample_text.txt │ │ │ ├── tokenization.py │ │ │ └── tokenization_test.py │ │ ├── conlleval.pl │ │ ├── conlleval.py │ │ ├── global_config.py │ │ ├── kbqa_test.py │ │ ├── lstm_crf_layer.py │ │ ├── model.log │ │ ├── run_ner.py │ │ ├── run_ner.sh │ │ ├── run_similarity.py │ │ ├── terminal_ner.sh │ │ ├── terminal_predict.py │ │ └── tf_metrics.py │ ├── bert │ │ ├── BERT_CRF.py │ │ ├── CRF.py │ │ ├── NER.py │ │ ├── SIM.py │ │ ├── config │ │ │ └── README.md │ │ ├── input │ │ │ └── README.md │ │ ├── test_NER.py │ │ ├── test_SIM.py │ │ └── test_kbqa.py │ ├── dataProcessing │ │ ├── NERdata.py │ │ └── SIMdata.py │ └── readme.md 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