├── .gitignore ├── Analysis ├── Error_Analysis │ ├── sents.txt │ └── sents_lstm.txt ├── Graphs │ ├── Non-Paper Graphs │ │ ├── abs_rouge_dist.png │ │ ├── doc_tf_idf_vs_abs_rouge.png │ │ ├── document_tf_idf_dist.png │ │ ├── keyphrase_dist.png │ │ ├── keyphrase_score_vs_abs_rouge.png │ │ ├── model_comparison_lstm_word2vec.png │ │ ├── model_comparison_percent_oracle.png │ │ ├── rouge_by_section.png │ │ ├── sent_len_dist.png │ │ ├── sent_len_vs_abs_rouge.png │ │ ├── sent_len_vs_doc_tf_idf.png │ │ ├── sent_len_vs_tf_idf.png │ │ ├── test_performance_LSTM_word2vec_comparison.png │ │ ├── test_performance_comparison.png │ │ ├── tf_idf_dist.png │ │ └── tf_idf_vs_abs_rouge.png │ ├── abs_rouge_dist.png │ ├── feature_weight_comparison_both.png │ ├── model_comparison_baselines.png │ ├── model_comparison_low_data.png │ ├── model_comparison_no_absrouge.png │ ├── model_comparison_percent_oracle_and_accuracy.png │ ├── pca_features.png │ ├── pos_neg_counts_per_section.png │ ├── rouge_by_section.png │ ├── rouge_copy_paste_by_section.png │ └── sent_len_vs_doc_tf_idf.png ├── README.md ├── avg_section_length.py ├── features_plots.py ├── rouge_by_section.py ├── rouge_by_section_abstract.py ├── rouge_scores_plot.py └── weights_plot.py ├── Data └── Utility_Data │ ├── README.txt │ ├── common_words.txt │ └── permitted_titles.txt ├── DataDownloader ├── README.md ├── __init__.py ├── acquire_data.py ├── cspubsum_ids.txt ├── cspubsum_test_ids.txt ├── python3_requirements.txt ├── sciencedirect_collect.py └── xml_utils.py ├── DataTools ├── DataPreprocessing │ ├── AbstractNetPreprocessor.py │ ├── DataPreprocessor.py │ ├── __init__.py │ └── cspubsumext_creator.py ├── LSTM_preproc │ ├── __init__.py │ ├── batch.py │ ├── map.py │ └── vocab.py ├── README.md ├── Reader.py ├── SentenceComparator.py ├── __init__.py └── useful_functions.py ├── Evaluation ├── README.md ├── __init__.py ├── evaluater.py └── rouge.py ├── Models ├── AbstractNetClassifier │ └── abstractnet_classifier.py ├── CombinedAbstractClassifier │ └── combinedabstract_classifier.py ├── CombinedClassifier │ ├── __init__.py │ ├── combined_CNN_classifier.py │ ├── combined_MLP_classifier.py │ └── combined_linear_classifier.py ├── EnsembleClassifier │ ├── ensemble_classifier.py │ └── ensemble_v2_classifier.py ├── FeaturesClassifier │ ├── __init__.py │ ├── features_accuracy.py │ ├── features_linearclassifier.py │ ├── features_mlp.py │ ├── features_mlp_no_abs_rouge.py │ └── low_data_features_mlp.py ├── LSTMClassifier │ ├── __init__.py │ ├── lstm_classifier.py │ └── main.py ├── README.md ├── SummariserNetClassifier │ ├── __init__.py │ ├── low_data_summariser_net.py │ ├── low_data_summariser_net_v2.py │ ├── summariser_net.py │ ├── summariser_net_no_absrouge.py │ ├── summariser_net_v2.py │ └── summariser_net_v2_no_absrouge.py ├── Word2VecClassifier │ ├── __init__.py │ ├── word2vec_linearclassifier.py │ └── word2vec_mlp.py └── __init__.py ├── README.md ├── Summarisers ├── AbstractRougeSummariser.py ├── CombinedSummariser.py ├── DocTFIDFSummariser.py ├── EnsembleSummariser.py ├── EnsembleV2Summariser.py ├── FeaturesNoAbsRougeSummariser.py ├── FeaturesSummariser.py ├── KLDivergenceSummariser.py ├── KeyphraseScoreSummariser.py ├── LSASummariser.py ├── LSTMSummariser.py ├── LexRankSummariser.py ├── LowDataFeaturesSummariser.py ├── LowDataSummariserNetSummariser.py ├── LowDataSummariserNetV2Summariser.py ├── OracleSummariser.py ├── README.md ├── SumBasicSummariser.py ├── Summariser.py ├── SummariserNetNoAbsROUGESummariser.py ├── SummariserNetSummariser.py ├── SummariserNetV2NoAbsROUGESummariser.py ├── SummariserNetV2Summariser.py ├── TFIDFSummariser.py ├── TextRankSummariser.py ├── TitleScoreSummariser.py ├── Word2VecSummariser.py └── __init__.py ├── Visualisations ├── README.md ├── base_html.txt ├── ensemble_visualiser.py ├── oracle_visualiser.py ├── summarised_paper.pdf └── tf_idf_visualiser.py ├── Word2Vec ├── README.md ├── __init__.py └── paper_word2vec.py ├── __init__.py └── 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