Abstractive Text Summarization

Abstractive Text Summarization is the task of generating a short and concise summary that captures the salient ideas of the source text. The generated summaries potentially contain new phrases and sentences that may not appear in the source text.

Source: Generative Adversarial Network for Abstractive Text Summarization

Image credit: Abstractive Text Summarization using Sequence-to-sequence RNNs and Beyond

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–325 of 846 papers

Title	Date	Tasks	Status	Score
IMPROVING ABSTRACTIVE SUMMARIZATION WITH SEGMENT-AUGMENTED AND POSITION-AWARENESS (ACLing2021)	Jun 1, 2021	Abstractive Text SummarizationPosition	CodeCode Available	5
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis	Jul 24, 2023	Abstractive Text Summarization	CodeCode Available	5
A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss	May 16, 2018	Abstractive Text SummarizationSentence	CodeCode Available	5
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation	Aug 28, 2018	Abstractive Text SummarizationAbstract Meaning Representation	CodeCode Available	5
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual Consistency	Sep 7, 2022	Abstractive Text Summarization	CodeCode Available	5
Entity Commonsense Representation for Neural Abstractive Summarization	Jun 14, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	5
GreekT5: A Series of Greek Sequence-to-Sequence Models for News Summarization	Nov 13, 2023	Abstractive Text SummarizationArticles	CodeCode Available	5
Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive Summarization	May 3, 2023	Abstractive Text SummarizationContrastive Learning	CodeCode Available	5
GUMSum: Multi-Genre Data and Evaluation for English Abstractive Summarization	Jun 20, 2023	Abstractive Text Summarization	CodeCode Available	5
Generative Adversarial Network for Abstractive Text Summarization	Nov 26, 2017	Abstractive Text SummarizationGenerative Adversarial Network	CodeCode Available	5
Don't Say What You Don't Know: Improving the Consistency of Abstractive Summarization by Constraining Beam Search	Mar 16, 2022	Abstractive Text Summarization	CodeCode Available	5
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text Summarization	Oct 21, 2024	Abstractive Text SummarizationDomain Generalization	CodeCode Available	5
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue Summarization	Feb 5, 2019	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	5
Global Encoding for Abstractive Summarization	May 10, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	5
Domain Aligned Prefix Averaging for Domain Generalization in Abstractive Summarization	May 26, 2023	Abstractive Text SummarizationDomain Generalization	CodeCode Available	5
Domain Adaptation with Pre-trained Transformers for Query-Focused Abstractive Text Summarization	Jun 1, 2022	Abstractive Text SummarizationDomain Adaptation	CodeCode Available	5
Efficient Adaptation of Pretrained Transformers for Abstractive Summarization	Jun 1, 2019	Abstractive Text SummarizationNatural Language Understanding	CodeCode Available	5
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text Summarization	Dec 22, 2021	Abstractive Text SummarizationDomain Adaptation	CodeCode Available	5
GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer Pharmacovigilance	May 7, 2025	Abstractive Text SummarizationDecision Making	CodeCode Available	5
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text Summarization	Apr 7, 2023	Abstractive Text SummarizationSentence	CodeCode Available	5
Document-Level Abstractive Summarization	Dec 6, 2022	Abstractive Text SummarizationRetrieval	CodeCode Available	5
Divide and Conquer: From Complexity to Simplicity for Lay Summarization	Nov 1, 2020	Abstractive Text SummarizationLay Summarization	CodeCode Available	5
Diversity driven Attention Model for Query-based Abstractive Summarization	Apr 26, 2017	Abstractive Text SummarizationDiversity	CodeCode Available	5
Fusing Multimodal Signals on Hyper-complex Space for Extreme Abstractive Text Summarization (TL;DR) of Scientific Contents	Jun 24, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	5
Harnessing Abstractive Summarization for Fact-Checked Claim Detection	Sep 10, 2022	Abstractive Text SummarizationFact Checking	CodeCode Available	5

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All datasets CNN / Daily Mail Abstractive Text Summarization from Il Post vietnews Abstractive Text Summarization from Fanpage EDUsum CNN/Daily Mail MLSum-it WITS AESLC eLife Inshorts News MLSUM de

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Scrambled code + broken (alter)	ROUGE-1	48.18	—	Unverified
2	BRIO	ROUGE-1	47.78	—	Unverified
3	Pegasus	ROUGE-1	47.36	—	Unverified
4	PEGASUS + SummaReranker	ROUGE-1	47.16	—	Unverified
5	Scrambled code + broken	ROUGE-1	46.71	—	Unverified
6	BART + SimCLS	ROUGE-1	46.67	—	Unverified
7	SEASON	ROUGE-1	46.27	—	Unverified
8	Fourier Transformer	ROUGE-1	44.76	—	Unverified
9	GLM-XXLarge	ROUGE-1	44.7	—	Unverified
10	BART + R-Drop	ROUGE-1	44.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mBART	ROUGE-1	38.91	—	Unverified
2	mBART	ROUGE-1	38.91	—	Unverified
3	BART-IT	ROUGE-1	37.31	—	Unverified
4	mT5	ROUGE-1	35.04	—	Unverified
5	IT5	ROUGE-1	33.78	—	Unverified
6	IT5-base	ROUGE-1	32.88	—	Unverified
7	Pegasus-CNN/DM (eng-it translation)	ROUGE-1	23.96	—	Unverified
8	Pegasus-XSum (eng-it translation)	ROUGE-1	21.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Kết quả nghiên cứu	Rouge-1	67.8	—	Unverified
2	ViT5 large	Rouge-1	63.37	—	Unverified
3	ViT5 base	Rouge-1	62.77	—	Unverified
4	BARTpho	Rouge-1	61.14	—	Unverified
5	mBART	Rouge-1	59.81	—	Unverified
6	mT5	Rouge-1	58.05	—	Unverified
7	Transformer	Rouge-1	57.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mBART	ROUGE-1	36.52	—	Unverified
2	mBART	ROUGE-1	36.5	—	Unverified
3	BART-IT	ROUGE-1	35.42	—	Unverified
4	mT5	ROUGE-1	34.13	—	Unverified
5	IT5-base	ROUGE-1	33.99	—	Unverified
6	IT5	ROUGE-1	33.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP_Step_Sim	ROUGE-1	64.48	—	Unverified
2	NEZHA	ROUGE-1	63.91	—	Unverified
3	RoBERTa	ROUGE-1	63.22	—	Unverified
4	BERT	ROUGE-1	62.37	—	Unverified
5	Seq2seq	ROUGE-1	48.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-1	44.47	—	Unverified
2	SEGMENT	ROUGE-1	42.1	—	Unverified
3	CriSPO 3-shot	ROUGE-1	42.1	—	Unverified
4	Claude Instant + SigExt	ROUGE-1	42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mBART	rouge1	19.35	—	Unverified
2	IT5	rouge1	19.29	—	Unverified
3	Pegasus-CNN/DM (eng-it translation)	rouge1	16.97	—	Unverified
4	Pegasus-XSum (eng-it translation)	rouge1	15.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART-IT	ROUGE-1	42.32	—	Unverified
2	mT5	ROUGE-1	40.6	—	Unverified
3	mBART	ROUGE-1	39.32	—	Unverified
4	IT5-base	ROUGE-1	37.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PEGASUS	ROUGE-1	37.68	—	Unverified
2	Multi-Stage Extractor/Abstractor	ROUGE-1	23.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Two stage LLMs	Test ROGUE-1	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	T2SAM	ROUGE	48.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mBART	METEOR	0.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	mBART	METEOR	0.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Two stage LLMs	Test ROGUE-1	0.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BertSum	Content F1	29.8	—	Unverified