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 701–750 of 760 papers

TitleStatusHype
Enhancing Extractive Text Summarization with Topic-Aware Graph Neural Networks—0
Entity-Aware Abstractive Multi-Document Summarization—0
Entity-Supported Summarization of Biomedical Abstracts—0
EROS: Entity-Driven Controlled Policy Document Summarization—0
ES-LDA: Entity Summarization using Knowledge-based Topic Modeling—0
Etat de l’art en compression multi-phrases pour la synthèse de documents (State-of-the-art of multi-sentence compression for document summarization)—0
Evaluating Pre-Trained Language Models on Multi-Document Summarization for Literature Reviews—0
Evaluating the Effects of Embedding with Speaker Identity Information in Dialogue Summarization—0
EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents—0
Evolutionary Hierarchical Dirichlet Process for Timeline Summarization—0
ExB Text Summarizer—0
Experimental Design to Improve Topic Analysis Based Summarization—0
Experiments in Extractive Summarization: Integer Linear Programming, Term/Sentence Scoring, and Title-driven Models—0
Exploiting Category-Specific Information for Multi-Document Summarization—0
Exploiting Timegraphs in Temporal Relation Classification—0
Exploiting Timelines to Enhance Multi-document Summarization—0
Exploring Synaptic Resonance in Large Language Models: A Novel Approach to Contextual Memory Integration—0
Exploring Text Links for Coherent Multi-Document Summarization—0
Open Domain Multi-document Summarization: A Comprehensive Study of Model Brittleness under Retrieval—0
Exploring the limits of a base BART for multi-document summarization in the medical domain—0
Extending a Single-Document Summarizer to Multi-Document: a Hierarchical Approach—0
Extending HeidelTime for Temporal Expressions Referring to Historic Dates—0
Extracting News Web Page Creation Time with DCTFinder—0
Extractive Multi-document Summarization Using Multilayer Networks—0
Extractive Multi Document Summarization using Dynamical Measurements of Complex Networks—0
Extractive Multi-Document Summarization with Integer Linear Programming and Support Vector Regression—0
節錄式語音文件摘要使用表示法學習技術 (Extractive Spoken Document Summarization with Representation Learning Techniques) [In Chinese]—0
Extractive Summarization and Dialogue Act Modeling on Email Threads: An Integrated Probabilistic Approach—0
Extractive Summarization by Aggregating Multiple Similarities—0
Extractive Summarization: Limits, Compression, Generalized Model and Heuristics—0
Extractive Summarization using Continuous Vector Space Models—0
Extractive Summarization Using Multi-Task Learning with Document Classification—0
Extractive Text Summarization using Neural Networks—0
Extract with Order for Coherent Multi-Document Summarization—0
Fast and Robust Compressive Summarization with Dual Decomposition and Multi-Task Learning—0
Fast Interleaved Bidirectional Sequence Generation—0
Fast Joint Compression and Summarization via Graph Cuts—0
Fast Submodular Function Maximization—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Finding Pragmatic Differences Between Disciplines—0
Framework of Automatic Text Summarization Using Reinforcement Learning—0
Friendly Topic Assistant for Transformer Based Abstractive Summarization—0
From TimeLines to StoryLines: A preliminary proposal for evaluating narratives—0
Generating Abstractive Summaries from Meeting Transcripts—0
Generating Abstractive Summaries with Finetuned Language Models—0
Generating an Overview Report over Many Documents—0
Generating Related Work—0
Generating Supplementary Travel Guides from Social Media—0
GLEAKE: Global and Local Embedding Automatic Keyphrase Extraction—0
Globalizing BERT-based Transformer Architectures for Long Document Summarization—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