├── .dockerignore ├── .gitignore ├── .gitlab-ci.yml ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── README_Wandb.md ├── demo_api ├── README.md ├── coherence_momentum │ ├── Dockerfile │ ├── api.py │ ├── dev.Dockerfile │ ├── download_pretrained.py │ ├── model_card │ │ └── coherence_momentum.json │ ├── requirements.txt │ ├── requirements_dev.txt │ └── usage.py ├── common.py ├── csgec │ ├── Dockerfile │ ├── api.py │ ├── dev.Dockerfile │ ├── download_pretrained.py │ ├── model_card │ │ └── csgec.json │ ├── requirements.txt │ ├── requirements_dev.txt │ └── usage.py ├── emotion_entailment │ ├── Dockerfile │ ├── api.py │ ├── download_pretrained.py │ ├── model_card │ │ └── emotion_entailment.json │ ├── requirements.txt │ └── usage.py ├── gunicorn.conf.py ├── lif_3way_ap │ ├── Dockerfile │ ├── api.py │ ├── dev.Dockerfile │ ├── download_pretrained.py │ ├── model_card │ │ └── lif_3way_ap.json │ ├── requirements.txt │ ├── requirements_dev.txt │ └── usage.py ├── lsr │ ├── Dockerfile │ ├── api.py │ ├── download_pretrained.py │ ├── model_card │ │ └── lsr.json │ ├── requirements.txt │ ├── text_input_to_docred_pipeline.py │ └── usage.py ├── nea │ ├── Dockerfile │ ├── api.py │ ├── download_pretrained.py │ ├── model_card │ │ └── nea.json │ └── requirements.txt ├── rst_pointer │ ├── Dockerfile │ ├── api.py │ ├── dev.Dockerfile │ ├── download_pretrained.py │ ├── model_card │ │ └── rst_pointer.json │ ├── requirements.txt │ ├── requirements_dev.txt │ └── usage.py ├── rumour_detection_twitter │ ├── Dockerfile │ ├── api.py │ ├── create_inputs.py │ ├── model_card │ │ └── rumour.json │ └── requirements.txt ├── sentic_gcn │ ├── Dockerfile │ ├── api.py │ ├── dev.Dockerfile │ ├── download_pretrained.py │ ├── model_card │ │ └── sentic_gcn.json │ ├── requirements.txt │ ├── requirements_dev.txt │ └── usage.py ├── span_extraction │ ├── Dockerfile │ ├── api.py │ ├── download_pretrained.py │ ├── model_card │ │ └── span_extraction.json │ ├── requirements.txt │ └── usage.py └── ufd │ ├── Dockerfile │ ├── api.py │ ├── dev.Dockerfile │ ├── download_pretrained.py │ ├── model_card │ └── ufd.json │ ├── requirements.txt │ ├── requirements_dev.txt │ └── usage.py ├── dev.md ├── docs ├── Dockerfile ├── Makefile ├── README.md ├── make.bat ├── requirements.txt └── source │ ├── _static │ └── rtd.css │ ├── _templates │ ├── custom-class-template.rst │ └── custom-module-template.rst │ ├── api.rst │ ├── conf.py │ ├── index.rst │ ├── model │ ├── emotion_entailment.rst │ ├── senticgcn.rst │ ├── span_extraction.rst │ └── ufd.rst │ ├── models.rst │ └── quickstart.rst ├── jsonnet ├── demo-api.jsonnet └── dev-demo-api.jsonnet ├── polyaxon ├── README.md ├── coherence_momentum │ ├── model-training.Dockerfile │ ├── polyaxon-experiment-nomig.yml │ └── requirements.txt ├── emotion_entailment │ ├── conda.yml │ ├── experiment.df │ ├── notebook.df │ ├── notebook.yml │ └── train.yml ├── lif_3way_ap │ ├── conda.yml │ ├── experiment.Dockerfile │ ├── predict.yml │ └── train.yml ├── lsr │ ├── conda.yml │ ├── experiment.Dockerfile │ ├── notebook.Dockerfile │ ├── notebook.yml │ └── train.yml ├── nea │ ├── conda.yml │ ├── experiment.df │ ├── notebook.df │ ├── notebook.yml │ └── train.yml ├── notebook.Dockerfile ├── notebook.yml ├── requirements.txt ├── rst_pointer │ ├── conda.yml │ ├── experiment.Dockerfile │ ├── train_parser.yml │ └── train_segmenter.yml ├── sentic_gcn │ ├── conda.yml │ ├── experiment.df │ ├── notebook.df │ ├── notebook.yml │ ├── sentic_gcn_bert_train.yml │ └── sentic_gcn_train.yml ├── span_extraction │ ├── conda.yml │ ├── experiment.df │ ├── notebook.df │ ├── notebook.yml │ └── train.yml └── ufd │ ├── conda.yml │ ├── experiment.df │ ├── notebook.df │ ├── notebook.yml │ └── train.yml ├── pytest.ini ├── requirements.txt ├── requirements_dev.txt ├── requirements_extra.txt ├── setup.py ├── sgnlp ├── __init__.py ├── models │ ├── __init__.py │ ├── coherence_momentum │ │ ├── __init__.py │ │ ├── config.py │ │ ├── model_config.json │ │ ├── modeling.py │ │ ├── preprocess.py │ │ ├── train.py │ │ ├── train_config.json │ │ └── train_config.py │ ├── csgec │ │ ├── __init__.py │ │ ├── config.py │ │ ├── modeling.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── context_gate.py │ │ │ ├── conv_attention.py │ │ │ ├── conv_decoder.py │ │ │ ├── conv_encoder.py │ │ │ ├── conv_glu.py │ │ │ └── positional_embedding.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── tokenization.py │ │ └── utils.py │ ├── emotion_entailment │ │ ├── README.md │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config │ │ │ └── emotion_entailment_config.json │ │ ├── data_class.py │ │ ├── eval.py │ │ ├── modeling.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── tokenization.py │ │ ├── train.py │ │ └── utils.py │ ├── lif_3way_ap │ │ ├── __init__.py │ │ ├── config │ │ │ └── training_config.json │ │ ├── modeling.py │ │ └── modules │ │ │ ├── __init__.py │ │ │ └── allennlp │ │ │ ├── __init__.py │ │ │ ├── dataset_reader.py │ │ │ ├── layers.py │ │ │ ├── model.py │ │ │ ├── predictor.py │ │ │ └── util.py │ ├── lsr │ │ ├── README.md │ │ ├── __init__.py │ │ ├── config.py │ │ ├── modeling.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── bert.py │ │ │ ├── encoder.py │ │ │ ├── gcn.py │ │ │ └── reasoner.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── train.py │ │ └── utils.py │ ├── rst_pointer │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config │ │ │ ├── rst_parser_config.json │ │ │ └── rst_segmenter_config.json │ │ ├── data_class.py │ │ ├── data_prep.py │ │ ├── eval.py │ │ ├── modeling.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── classifier.py │ │ │ ├── decoder_rnn.py │ │ │ ├── elmo.py │ │ │ ├── encoder_rnn.py │ │ │ ├── pointer_attention.py │ │ │ └── type.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── train.py │ │ └── utils.py │ ├── rumour_detection_twitter │ │ ├── README.md │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config │ │ │ └── rumour_config.json │ │ ├── modeling.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── encoder │ │ │ │ ├── __init__.py │ │ │ │ ├── learned_position_encoder.py │ │ │ │ ├── position_encoder.py │ │ │ │ └── word_encoder.py │ │ │ ├── layer │ │ │ │ ├── __init__.py │ │ │ │ ├── attention.py │ │ │ │ ├── feedforward_network.py │ │ │ │ ├── layer.py │ │ │ │ └── multi_head_attention.py │ │ │ ├── optimizer │ │ │ │ ├── __init__.py │ │ │ │ └── scheduler.py │ │ │ ├── submodules │ │ │ │ ├── __init__.py │ │ │ │ ├── post_module.py │ │ │ │ └── word_module.py │ │ │ └── transformer │ │ │ │ ├── __init__.py │ │ │ │ ├── hierarchical_transformer.py │ │ │ │ ├── transformer.py │ │ │ │ └── transformer_baseline.py │ │ ├── tokenization.py │ │ ├── train.py │ │ └── utils.py │ ├── sentic_gcn │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config │ │ │ ├── sentic_gcn_bert_config.json │ │ │ └── sentic_gcn_config.json │ │ ├── data_class.py │ │ ├── eval.py │ │ ├── modeling.py │ │ ├── modules │ │ │ ├── __init__.py │ │ │ ├── dynamic_rnn.py │ │ │ └── gcn.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── tokenization.py │ │ ├── train.py │ │ └── utils.py │ ├── span_extraction │ │ ├── README.md │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config │ │ │ └── span_extraction_config.json │ │ ├── data_class.py │ │ ├── eval.py │ │ ├── evaluate_squad.py │ │ ├── modeling.py │ │ ├── postprocess.py │ │ ├── preprocess.py │ │ ├── tokenization.py │ │ ├── train.py │ │ └── utils.py │ └── ufd │ │ ├── LICENSE │ │ ├── NOTICE.md │ │ ├── README.md │ │ ├── __init__.py │ │ ├── config.py │ │ ├── config │ │ └── ufd_config.json │ │ ├── data_class.py │ │ ├── eval.py │ │ ├── model_builder.py │ │ ├── modeling.py │ │ ├── preprocess.py │ │ ├── tokenization.py │ │ ├── train.py │ │ └── utils.py └── utils │ ├── __init__.py │ ├── base_model.py │ ├── csv_writer.py │ ├── requirements.py │ └── train_config.py └── tests ├── emotion_entailment ├── test.csv ├── test_emotion_entailment.py ├── test_emotion_entailment_postprocessor.py ├── test_emotion_entailment_preprocessor.py ├── test_emotion_entailment_train_eval.py ├── test_emotion_entailment_utils.py ├── train.csv └── valid.csv ├── lsr ├── test_data │ ├── sample_model_prediction.pickle │ └── sample_preprocessed_input.pickle ├── test_lsr.py ├── test_lsr_postprocessor.py └── test_lsr_preprocessor.py ├── requirements_test.txt ├── rst_pointer ├── test_rst_pointer_parser.py └── test_rst_pointer_segmenter.py ├── sentic_gcn ├── test_data │ ├── senticnet.txt │ ├── test_senticnet.pickle │ ├── test_test.raw │ ├── test_train.raw │ └── test_vocab.pkl ├── test_sentic_gcn_model.py ├── test_sentic_gcn_postprocess.py ├── test_sentic_gcn_preprocess.py ├── test_sentic_gcn_tokenization.py ├── test_sentic_gcn_train_eval.py └── test_sentic_gcn_utils.py ├── span_extraction ├── test.json ├── test_span_extraction.py ├── test_span_extraction_postprocessor.py ├── test_span_extraction_preprocessor.py ├── test_span_extraction_train_eval.py ├── test_span_extraction_utils.py ├── train.json └── valid.json └── ufd ├── cache ├── train_dataset.pickle └── val_dataset.pickle ├── test_data ├── de │ ├── books │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt │ ├── dvd │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt │ └── music │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt ├── en │ ├── books │ │ ├── test.txt │ │ └── train.txt │ ├── dvd │ │ ├── test.txt │ │ └── train.txt │ └── music │ │ ├── test.txt │ │ └── train.txt ├── fr │ ├── books │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt │ ├── dvd │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt │ └── music │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt ├── jp │ ├── books │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt │ ├── dvd │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt │ └── music │ │ ├── sampled.txt │ │ ├── test.txt │ │ └── train.txt └── raw.txt ├── test_ufd.py ├── test_ufd_model_builder.py ├── test_ufd_preprocess.py ├── test_ufd_train_eval.py └── test_ufd_utils.py /.dockerignore: 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