SOTAVerified

Document Summarization

Automatic Document Summarization is the task of rewriting a document into its shorter form while still retaining its important content. The most popular two paradigms are extractive approaches and abstractive approaches. Extractive approaches generate summaries by extracting parts of the original document (usually sentences), while abstractive methods may generate new words or phrases which are not in the original document.

Source: HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization

Papers

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Showing 451–500 of 760 papers

TitleStatusHype
An Enhanced Latent Semantic Analysis Approach for Arabic Document Summarization—0
Abstractive and Extractive Text Summarization using Document Context Vector and Recurrent Neural Networks—0
Latent Semantic Analysis Approach for Document Summarization Based on Word Embeddings—0
Neural Document Summarization by Jointly Learning to Score and Select SentencesCode0
Learning Thematic Similarity Metric from Article Sections Using Triplet Networks—0
Document Modeling with External Attention for Sentence ExtractionCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
The SUMMA Platform: A Scalable Infrastructure for Multi-lingual Multi-media Monitoring—0
Abstract Meaning Representation for Multi-Document Summarization—0
Towards Generating Personalized Hospitalization Summaries—0
Provable Fast Greedy Compressive Summarization with Any Monotone Submodular Function—0
Amortized Context Vector Inference for Sequence-to-Sequence Networks—0
A Hierarchical Structured Self-Attentive Model for Extractive Document Summarization (HSSAS)—0
Using Statistical and Semantic Models for Multi-Document Summarization—0
Annotation and Analysis of Extractive Summaries for the Kyutech Corpus—0
Coreference Resolution in FreeLing 4.0—0
TSix: A Human-involved-creation Dataset for Tweet Summarization—0
A Repository of Corpora for Summarization—0
SumeCzech: Large Czech News-Based Summarization Dataset—0
Auto-hMDS: Automatic Construction of a Large Heterogeneous Multilingual Multi-Document Summarization CorpusCode0
Beyond Generic Summarization: A Multi-faceted Hierarchical Summarization Corpus of Large Heterogeneous DataCode0
Towards a Neural Network Approach to Abstractive Multi-Document Summarization—0
Contextual Salience for Fast and Accurate Sentence VectorsCode0
Extractive Text Summarization using Neural Networks—0
Ranking Sentences for Extractive Summarization with Reinforcement LearningCode0
TAP-DLND 1.0 : A Corpus for Document Level Novelty DetectionCode0
Content based Weighted Consensus Summarization—0
Generating Wikipedia by Summarizing Long SequencesCode0
Query Focused Abstractive Summarization: Incorporating Query Relevance, Multi-Document Coverage, and Summary Length Constraints into seq2seq Models—0
IJCNLP-2017 Task 3: Review Opinion Diversification (RevOpiD-2017)—0
Controllable Abstractive Summarization—0
Extractive Multi-document Summarization Using Multilayer Networks—0
Concept-Map-Based Multi-Document Summarization using Concept Coreference Resolution and Global Importance Optimization—0
Between Reading Time and Information Structure—0
Abstractive Multi-document Summarization by Partial Tree Extraction, Recombination and Linearization—0
Taking into account Inter-sentence Similarity for Update Summarization—0
Towards Abstractive Multi-Document Summarization Using Submodular Function-Based Framework, Sentence Compression and Merging—0
ES-LDA: Entity Summarization using Knowledge-based Topic Modeling—0
Diversifying Neural Conversation Model with Maximal Marginal Relevance—0
Multi-Document Summarization using Distributed Bag-of-Words Model—0
Interactive Abstractive Summarization for Event News Tweets—0
Multi-modal Summarization for Asynchronous Collection of Text, Image, Audio and Video—0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization—0
Multi-Document Summarization of Persian Text using Paragraph Vectors—0
Summarizing World Speak : A Preliminary Graph Based Approach—0
Extractive Summarization Using Multi-Task Learning with Document Classification—0
Graph-Based Approach to Recognizing CST Relations in Polish Texts—0
Lexical Chains meet Word Embeddings in Document-level Statistical Machine Translation—0
An Empirical Analysis of Edit Importance between Document Versions—0
Content Selection for Real-time Sports News Construction from Commentary Texts—0
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All datasetsCNN / Daily MailHowSumm-StepHowSumm-MethodArxiv HEP-TH citation grapharXiv Summarization DatasetBBC XSumWikiLingua (tr->en)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HAT-BARTROUGE-144.48—Unverified
2MatchSum (RoBERTa-base)ROUGE-144.41—Unverified
3Hie-BARTROUGE-144.35—Unverified
4MatchSum (BERT-base)ROUGE-144.22—Unverified
5BertSumExtROUGE-143.85—Unverified
6BigBird-PegasusROUGE-143.84—Unverified
7T5-11BROUGE-143.52—Unverified
8BERTSUM+TransformerROUGE-143.25—Unverified
9UniLM (Abstractive Summarization)ROUGE-143.08—Unverified
10Selector+Pointer GeneratorROUGE-141.72—Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: step title)ROUGE-139.6—Unverified
2CES (query: step title)ROUGE-139.3—Unverified
3CES (query: step + method titles)ROUGE-138.3—Unverified
4LexRank (query: step + method titles)ROUGE-138.2—Unverified
5CES (query: step + method + article titles)ROUGE-137—Unverified
6LexRank (query: step + method + article titles)ROUGE-136.3—Unverified
7GreedyRel (query: step + method titles)ROUGE-130.3—Unverified
8GreedyRel (query: step title)ROUGE-130.1—Unverified
9BM25-HierSumm (query: step + method titles)ROUGE-123—Unverified
10BM25-HierSumm (query: step title)ROUGE-122.3—Unverified
#ModelMetricClaimedVerifiedStatus
1LexRank (query: method + article + steps titles)ROUGE-153.5—Unverified
2CES (query: method + article + steps titles)ROUGE-152.2—Unverified
3GreedyRel (query: method + article + steps titles)ROUGE-148.6—Unverified
4CES (query: method title)ROUGE-148.4—Unverified
5CES (query: method + article titles)ROUGE-148.3—Unverified
6LexRank (query: method title)ROUGE-147.7—Unverified
7LexRank (query: method + article titles)ROUGE-147.1—Unverified
8GreedyRel (query: method title)ROUGE-143.4—Unverified
9GreedyRel (query: method + article titles)ROUGE-142.3—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionROUGE-147.15—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepPyramidionRouge-219.99—Unverified
#ModelMetricClaimedVerifiedStatus
1BigBird-PegasusROUGE-147.12—Unverified
#ModelMetricClaimedVerifiedStatus
1DOCmT5Rouge-L31.37—Unverified