├── .gitignore ├── Evaluation └── mzEvaluator.py ├── Fitting ├── bm25_fit.py ├── contextualized_fitter.py ├── densebaseline_fit.py └── visual_fitter.py ├── LICENSE ├── Masters ├── master_bm25.py └── master_man.py ├── Models ├── BM25 │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── src │ │ ├── __init__.py │ │ ├── invdx.py │ │ ├── main.py │ │ ├── parse.py │ │ ├── query.py │ │ └── rank.py │ ├── test │ │ └── test.py │ └── text │ │ ├── corpus.txt │ │ └── queries.txt ├── base_man.py ├── base_model.py └── multimodal_attention_network.py ├── README.md ├── __init__.py ├── examples ├── biden.png ├── clinton.png ├── man.png ├── obama.png └── trump.png ├── formatted_data ├── Politifact │ ├── article_mapped.json │ ├── articles_content.json │ ├── queries_content.json │ ├── query.negatives │ ├── query_article_interaction.csv │ └── query_mapped.json └── Snopes │ ├── article_mapped.json │ ├── articles_content.json │ ├── queries_content.json │ ├── query.negatives │ ├── query_article_interaction.csv │ └── query_mapped.json ├── handlers ├── load_data.py ├── mz_sampler.py ├── output_handler.py └── tensorboard_writer.py ├── interactions.py ├── layers.py ├── losses.py ├── matchzoo ├── __init__.py ├── data_pack │ ├── __init__.py │ ├── data_pack.py │ └── pack.py ├── datasets │ ├── __init__.py │ └── embeddings │ │ ├── __init__.py │ │ ├── embed_10_glove.txt │ │ ├── embed_10_word2vec.txt │ │ ├── embed_err.txt.gb2312 │ │ ├── embed_rank.txt │ │ ├── embed_word.txt │ │ ├── load_fasttext_embedding.py │ │ └── load_glove_embedding.py ├── embedding │ ├── __init__.py │ ├── embedding.py │ └── entity_embedding.py ├── engine │ ├── __init__.py │ ├── base_metric.py │ ├── base_preprocessor.py │ ├── base_task.py │ ├── callbacks.py │ ├── hyper_spaces.py │ ├── param.py │ ├── param_table.py │ └── parse_metric.py ├── losses │ ├── rank_cross_entropy_loss.py │ └── rank_hinge_loss.py ├── metrics │ ├── __init__.py │ ├── average_precision.py │ ├── discounted_cumulative_gain.py │ ├── mean_average_precision.py │ ├── mean_reciprocal_rank.py │ ├── normalized_discounted_cumulative_gain.py │ └── precision.py ├── modules │ ├── __init__.py │ ├── attention.py │ ├── bert_module.py │ ├── dropout.py │ ├── gaussian_kernel.py │ ├── matching.py │ └── stacked_brnn.py ├── preprocessors │ ├── __init__.py │ ├── basic_preprocessor.py │ ├── bow_preprocessor.py │ ├── build_unit_from_data_pack.py │ ├── build_vocab_unit.py │ ├── cdssm_preprocessor.py │ ├── chain_transform.py │ ├── dssm_preprocessor.py │ ├── elmo_basic_preprocessor.py │ ├── naive_preprocessor.py │ ├── tfidf_preprocessor.py │ └── units │ │ ├── __init__.py │ │ ├── allen_char_unit.py │ │ ├── digit_removal.py │ │ ├── fixed_length.py │ │ ├── frequency_filter.py │ │ ├── lemmatization.py │ │ ├── lowercase.py │ │ ├── matching_histogram.py │ │ ├── ngram_letter.py │ │ ├── punc_removal.py │ │ ├── stateful_unit.py │ │ ├── stemming.py │ │ ├── stop_removal.py │ │ ├── tokenize.py │ │ ├── unit.py │ │ ├── vocabulary.py │ │ └── word_hashing.py ├── utils │ ├── __init__.py 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