Extractive Text Summarization

Given a document, selecting a subset of the words or sentences which best represents a summary of the document.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 95 papers

Title	Date	Tasks	Status	Score
GUSUM: Graph-based Unsupervised Summarization Using Sentence Features Scoring and Sentence-BERT	Oct 1, 2022	Document SummarizationExtractive Document Summarization	CodeCode Available	5
Pre-training Meets Clustering: A Hybrid Extractive Multi-document Summarization Model	May 25, 2023	ClusteringDocument Summarization	CodeCode Available	5
Ranking Sentences for Extractive Summarization with Reinforcement Learning	Feb 23, 2018	Document SummarizationExtractive Summarization	CodeCode Available	5
Discourse-Aware Neural Extractive Text Summarization	Oct 30, 2019	Extractive Text SummarizationSentence	CodeCode Available	5
Reading Like HER: Human Reading Inspired Extractive Summarization	Nov 1, 2019	Decision MakingExtractive Summarization	CodeCode Available	5
Document Modeling with External Attention for Sentence Extraction	Jul 1, 2018	Answer SelectionDocument Summarization	CodeCode Available	5
Centroid-based Text Summarization through Compositionality of Word Embeddings	Apr 1, 2017	Document SummarizationExtractive Text Summarization	CodeCode Available	5
IDN-Sum: A New Dataset for Interactive Digital Narrative Extractive Text Summarisation	Oct 1, 2022	Extractive Text SummarizationText Summarization	CodeCode Available	5
Searching for Effective Neural Extractive Summarization: What Works and What's Next	Jul 8, 2019	Extractive SummarizationExtractive Text Summarization	CodeCode Available	5
Language Model Pre-training for Hierarchical Document Representations	Jan 26, 2019	Document SummarizationExtractive Document Summarization	—Unverified	0
Learning with fuzzy hypergraphs: a topical approach to query-oriented text summarization	Jun 22, 2019	Document SummarizationExtractive Document Summarization	—Unverified	0
A Guide To Effectively Leveraging LLMs for Low-Resource Text Summarization: Data Augmentation and Semi-supervised Approaches	Jul 10, 2024	Abstractive Text SummarizationData Augmentation	—Unverified	0
Monolingual versus Multilingual BERTology for Vietnamese Extractive Multi-Document Summarization	Aug 31, 2021	Document SummarizationExtractive Text Summarization	—Unverified	0
MultiGBS: A multi-layer graph approach to biomedical summarization	Aug 27, 2020	Extractive Text SummarizationSemantic Similarity	—Unverified	0
Multi-layered graph-based multi-document summarization model	May 17, 2014	Document SummarizationExtractive Document Summarization	—Unverified	0
Multi Perspective Scientific Document Summarization With Graph Attention Networks (GATS)	Oct 1, 2022	Document SummarizationExtractive Text Summarization	—Unverified	0
Multiplex Graph Neural Network for Extractive Text Summarization	Aug 29, 2021	Extractive Text SummarizationGraph Neural Network	—Unverified	0
Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network	Nov 1, 2020	Extractive SummarizationExtractive Text Summarization	—Unverified	0
Neural Label Search for Zero-Shot Multi-Lingual Extractive Summarization	Apr 28, 2022	Extractive SummarizationExtractive Text Summarization	—Unverified	0
Neural Latent Extractive Document Summarization	Aug 22, 2018	Document SummarizationExtractive Document Summarization	—Unverified	0
Probabilistic Model of Narratives Over Topical Trends in Social Media: A Discrete Time Model	Apr 14, 2020	Extractive Text Summarizationmodel	—Unverified	0
RankSum An unsupervised extractive text summarization based on rank fusion	Feb 7, 2024	Extractive Text SummarizationSentence	—Unverified	0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization	Aug 25, 2017	Document SummarizationExtractive Document Summarization	—Unverified	0
Revisiting the Centroid-based Method: A Strong Baseline for Multi-Document Summarization	Sep 1, 2017	Document SummarizationExtractive Document Summarization	—Unverified	0
San-BERT: Extractive Summarization for Sanskrit Documents using BERT and it's variants	Apr 4, 2023	ClusteringExtractive Summarization	—Unverified	0

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All datasets CNN / Daily Mail DebateSum GovReport DUC 2004 DUC 2004 Task 1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HAHSum	ROUGE-1	44.68	—	Unverified
2	Scaled-MatchSum	ROUGE-1	44.51	—	Unverified
3	MatchSum	ROUGE-1	44.41	—	Unverified
4	A2Summ	ROUGE-1	44.11	—	Unverified
5	NeRoBERTa	ROUGE-1	43.86	—	Unverified
6	BERT-ext + RL	ROUGE-1	42.76	—	Unverified
7	PNBERT	ROUGE-1	42.69	—	Unverified
8	HIBERT	ROUGE-1	42.37	—	Unverified
9	HER	ROUGE-1	42.3	—	Unverified
10	NeuSUM	ROUGE-1	41.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Longformer-Base	ROUGE-L	57.21	—	Unverified
2	GPT2-Medium	ROUGE-L	53.23	—	Unverified
3	BERT-Large	ROUGE-L	49.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MemSum (extractive)	Avg. Test Rouge1	59.43	—	Unverified
2	HEPOS	Avg. Test Rouge1	56.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pre-training-meets-Clustering-A-Hybrid-Extractive-Multi-Document-Summarization-Model	Test ROGUE-1	34.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Abs	ROUGE-1	26.55	—	Unverified