├── .gitignore ├── LICENSE ├── README.md ├── cogktr ├── __init__.py ├── core │ ├── __init__.py │ ├── analyzer.py │ ├── evaluator.py │ ├── loss │ │ └── __init__.py │ ├── metric │ │ ├── __init__.py │ │ ├── base_classification_metric.py │ │ ├── base_disambiguation_metric.py │ │ ├── base_masked_lm.py │ │ ├── base_metric.py │ │ ├── base_openqa_metric.py │ │ ├── base_question_answering_metric.py │ │ ├── base_reading_comprehension_metric.py │ │ └── base_regression_metric.py │ ├── predictor.py │ └── trainer.py ├── data │ ├── __init__.py │ ├── datable.py │ ├── datableset.py │ ├── processor │ │ ├── __init__.py │ │ ├── base_processor.py │ │ ├── commonsenseqa_processors │ │ │ ├── __init__.py │ │ │ ├── commonsenseqa_for_safe_processor.py │ │ │ └── commonsenseqa_processor.py │ │ ├── commonsenseqa_qagnn_processors │ │ │ ├── __init__.py │ │ │ └── commonsenseqa_qagnn_processor.py │ │ ├── conll2003_processors │ │ │ ├── __init__.py │ │ │ └── conll2003_processor.py │ │ ├── lama_processors │ │ │ ├── __init__.py │ │ │ └── lama_processor.py │ │ ├── multisegchnsentibert_processors │ │ │ ├── __init__.py │ │ │ ├── multisegchnsentibert_for_hlg_preseg_processor.py │ │ │ ├── multisegchnsentibert_for_hlg_processor.py │ │ │ └── multisegchnsentibert_processor.py │ │ ├── naturalquestions_processors │ │ │ ├── __init__.py │ │ │ └── natural_questions_for_mrc_processor.py │ │ ├── openbookqa_processors │ │ │ ├── __init__.py │ │ │ ├── openbookqa_for_qagnn_processor.py │ │ │ ├── openbookqa_for_safe_processor.py │ │ │ └── openbookqa_processor.py │ │ ├── pubmedqa_processors │ │ │ ├── __init__.py │ │ │ └── pubmedqa_processor.py │ │ ├── qnli_processors │ │ │ ├── __init__.py │ │ │ ├── qnli_processor.py │ │ │ └── qnli_sembert_processor.py │ │ ├── s20rel_processors │ │ │ ├── __init__.py │ │ │ └── s20rel_mop_processor.py │ │ ├── semcor_processors │ │ │ ├── __init__.py │ │ │ ├── semcor_for_esr_processor.py │ │ │ └── semcor_processor.py │ │ ├── squad2_processors │ │ │ ├── __init__.py │ │ │ ├── squad2_processor.py │ │ │ └── squad2_sembert_processor.py │ │ ├── sst2_processors │ │ │ ├── __init__.py │ │ │ ├── sst2_for_ebert_mapping_matrix_processor.py │ │ │ ├── sst2_for_ebert_processor.py │ │ │ ├── sst2_for_kbert_processor.py │ │ │ ├── sst2_for_kgemb_processor.py │ │ │ ├── sst2_for_ktatt_processor.py │ │ │ ├── sst2_for_ktemb_processor.py │ │ │ ├── sst2_for_syntax_attention_processor.py │ │ │ ├── sst2_processor.py │ │ │ └── sst2_sembert_processor.py │ │ ├── sst5_processors │ │ │ ├── __init__.py │ │ │ ├── sst5_for_ktatt_processor.py │ │ │ ├── sst5_for_sembert_processor.py │ │ │ └── sst5_processor.py │ │ └── stsb_processors │ │ │ ├── __init__.py │ │ │ ├── stsb_for_sembert_processor.py │ │ │ └── stsb_processor.py │ └── reader │ │ ├── __init__.py │ │ ├── base_reader.py │ │ ├── commonsenseqa_qagnn_reader.py │ │ ├── commonsenseqa_reader.py │ │ ├── conll2003_reader.py │ │ ├── lama_reader.py │ │ ├── multisegchnsentibert_reader.py │ │ ├── naturalquestion_reader.py │ │ ├── openbookqa_reader.py │ │ ├── pubmedqa_reader.py │ │ ├── qnli_reader.py │ │ ├── s20rel_reader.py │ │ ├── semcor_reader.py │ │ ├── squad2_reader.py │ │ ├── sst2_reader.py │ │ ├── sst5_reader.py │ │ └── stsb_reader.py ├── enhancers │ ├── __init__.py │ ├── base_enhancer.py │ ├── commonsense_enhancer.py │ ├── embedder │ │ ├── __init__.py │ │ ├── base_embedder.py │ │ ├── concetpnet_embedder.py │ │ └── wikipedia_embedder.py │ ├── enhancer.py │ ├── linguistics_enhancer.py │ ├── linker │ │ ├── __init__.py │ │ ├── base_linker.py │ │ ├── conceptnet_linker.py │ │ ├── wikipedia_linker.py │ │ └── wordnet_linker.py │ ├── medical_enhancer.py │ ├── new_enhancer.py │ ├── searcher │ │ ├── __init__.py │ │ ├── base_searcher.py │ │ ├── conceptnet_searcher.py │ │ ├── dpr_searcher.py │ │ ├── drqa_searcher.py │ │ ├── kilt_searcher.py │ │ ├── wikidata_searcher.py │ │ ├── wikipedia_searcher.py │ │ └── wordnet_searcher.py │ ├── tagger │ │ ├── __init__.py │ │ ├── base_tagger.py │ │ ├── conceptnet_tagger.py │ │ ├── ner_tagger.py │ │ ├── srl_tagger.py │ │ ├── syntax_tagger.py │ │ └── word_segmentation_tagger.py │ └── world_enhancer.py ├── models │ ├── __init__.py │ ├── base_disambiguation_model.py │ ├── base_masked_lm.py │ ├── base_model.py │ ├── base_question_answering_fill_mask_model.py │ ├── base_question_answering_model.py │ ├── base_reading_comprehension_model.py │ ├── base_sentence_pair_model.py │ ├── base_sequence_labeling_model.py │ ├── base_text_classification_model.py │ ├── hlg_model.py │ ├── kbert_model.py │ ├── kgemb_model.py │ ├── ktemb_model.py │ ├── old_sembert_model.py │ ├── qagnn_model.py │ ├── safe_model.py │ ├── sembert_model.py │ ├── syntax_attention_model.py │ └── tesr.py ├── modules │ ├── __init__.py │ ├── decoder │ │ └── dnn_mlp.py │ ├── encoder │ │ ├── cnn.py │ │ ├── cnn_tokencnn.py │ │ ├── gnn_gcn.py │ │ ├── rnn_lstm.py │ │ ├── sembert.py │ │ ├── tag_embed.py │ │ └── transformers_syntaxbert.py │ └── plms │ │ ├── __init__.py │ │ ├── kbert_kmodel.py │ │ ├── kgemb_kmodel.py │ │ ├── ktemb_kmodel.py │ │ ├── plm_auto.py │ │ ├── plm_bert.py │ │ ├── plm_maskedlm_bert.py │ │ └── source_bert.py ├── toolkits │ ├── __init__.py │ └── base_toolkit.py └── utils │ ├── __init__.py │ ├── config │ └── enhancer_config.json │ ├── constant │ ├── conceptnet_constants │ │ └── constants.py │ ├── drqa_constant.py │ ├── kbert_constants │ │ ├── constants.py │ │ └── vocab.txt │ └── srl_constant │ │ └── vocab.py │ ├── download_utils.py │ ├── file_utils.py │ ├── general_utils.py │ ├── io_utils.py │ ├── log_utils.py │ ├── parallel_utils.py │ ├── transformers_utils.py │ └── vocab_utils.py ├── datapath ├── knowledge_graph │ ├── S20Rel │ │ └── README.md │ ├── SFull │ │ └── README.md │ ├── cogkge │ │ ├── README.md │ │ └── setup_cogkge.sh │ ├── conceptnet │ │ └── README.md │ ├── dpr │ │ └── README.md │ ├── drqa │ │ └── README.md │ ├── kilt │ │ ├── README.md │ │ └── setup_kilt.sh │ ├── wikidata │ │ ├── README.md │ │ └── wikidata.spo │ ├── wikipedia2vec │ │ ├── README.md │ │ └── setup_wikipedia2vec.sh │ ├── wikipedia_desc │ │ ├── README.md │ │ └── setup_wikipedia_desc.sh │ └── wikipedia_emb_2_bert_emb │ │ └── vocab.txt ├── masked_language_model │ └── LAMA │ │ └── raw_data │ │ └── README.md ├── question_answering │ ├── CommonsenseQA │ │ └── raw_data │ │ │ └── README.md │ ├── CommonsenseQA_for_QAGNN │ │ └── raw_data │ │ │ └── README.md │ ├── NaturalQuestions │ │ └── raw_data │ │ │ └── README.md │ ├── OpenBookQA │ │ └── raw_data │ │ │ └── README.md │ └── PubMedQA │ │ └── raw_data │ │ └── README.md ├── reading_comprehension │ └── SQuAD2.0 │ │ ├── enhanced_data │ │ └── README.md │ │ ├── raw_data │ │ └── README.md │ │ └── view_result.sh ├── sentence_pair │ ├── QNLI │ │ ├── enhanced_data │ │ │ └── README.md │ │ └── raw_data │ │ │ └── README.md │ └── STS_B │ │ ├── enhanced_data │ │ └── README.md │ │ └── raw_data │ │ └── README.md ├── sequence_labeling │ └── conll2003 │ │ ├── enhanced_data │ │ └── README.md │ │ └── raw_data │ │ └── README.md ├── text_classification │ ├── MultiSegChnSentiBERT │ │ └── raw_data │ │ │ └── README.md │ ├── SST_2 │ │ ├── enhanced_data │ │ │ ├── README.md │ │ │ └── pre_enhanced_data │ │ │ │ └── download_pre_enhanced_data.sh │ │ └── raw_data │ │ │ └── README.md │ └── SST_5 │ │ └── raw_data │ │ └── RAEDME.md └── word_sense_disambiguation │ └── SemCor │ └── raw_data │ └── README.md ├── docs └── source │ └── figures │ ├── KTR-02-clip.png │ ├── KTR-02.png │ └── knowledge.png ├── experiments ├── disanbiguation │ └── semcor │ │ ├── semcor_bert_base_cased.py │ │ └── semcor_esr_bert_base_cased.py ├── performance_table.md ├── question_answering │ ├── commonsense_qa │ │ ├── commonsense_qa_bert_base_cased.py │ │ ├── commonsense_qa_roberta_large.py │ │ └── commonsense_qa_safe.py │ └── openbook_qa │ │ ├── openbook_qa_qagnn.py │ │ ├── openbook_qa_roberta_large.py │ │ └── openbook_qa_safe.py ├── reading_comprehension │ ├── ddp_base_reading_comprehension.py │ ├── ddp_base_sembert.py │ ├── param_search.sh │ ├── squad2_bert_base_uncased.py │ └── test_param_search.py ├── sentence_pair │ ├── QNLI │ │ ├── qnli_bert_base_cased.py │ │ └── qnli_sembert.py │ └── STSB │ │ ├── stsb_bert_base_cased.py │ │ └── stsb_sembert.py ├── sequence_labeling │ └── conll2003 │ │ └── conll2003_bert_base_cased.py └── text_classification │ ├── SST-2 │ ├── sst2_bert_base_cased.py │ ├── sst2_kbert_bert_base_cased.py │ ├── sst2_kgemb_bert_base_cased.py │ ├── sst2_ktatt_bert_base_cased.py │ ├── sst2_ktemb_bert_base_cased.py │ └── sst2_sembert.py │ ├── SST-5 │ ├── sst5_bert_base_cased.py │ ├── sst5_ktatt_bert_base_cased.py │ └── sst5_sembert.py │ └── multisegchnsentibert │ ├── multisegchnsentibert_bert_base_chinese.py │ ├── multisegchnsentibert_hlg_bert_base_chinese.py │ └── multisegchnsentibert_hlg_pre_seg_bert_base_chinese.py ├── requirements.txt └── test ├── ddp_sentence_pair_classification.py ├── mytest.py ├── param_search.sh ├── run_squad.py ├── test_base_disambiguation.py ├── test_base_masked_lm.py ├── test_base_question_answering.py ├── 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