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 151–175 of 846 papers

Title	Date	Tasks	Status	Hype	Score
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization	Aug 26, 2021	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1	5
Dissecting Generation Modes for Abstractive Summarization Models via Ablation and Attribution	Jun 3, 2021	Abstractive Text SummarizationDecoder	CodeCode Available	1	5
Deep Reinforcement Learning For Sequence to Sequence Models	May 24, 2018	Abstractive Text SummarizationCaption Generation	CodeCode Available	1	5
Balancing Lexical and Semantic Quality in Abstractive Summarization	May 17, 2023	Abstractive Text SummarizationRe-Ranking	CodeCode Available	1	5
Pay Less Attention with Lightweight and Dynamic Convolutions	Jan 29, 2019	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1	5
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text Summarization	Dec 27, 2022	Abstractive Text SummarizationText Summarization	CodeCode Available	1	5
BARTpho: Pre-trained Sequence-to-Sequence Models for Vietnamese	Sep 20, 2021	Abstractive Text SummarizationDenoising	CodeCode Available	1	5
Detecting Hallucinated Content in Conditional Neural Sequence Generation	Nov 5, 2020	Abstractive Text SummarizationHallucination	CodeCode Available	1	5
Towards Abstractive Grounded Summarization of Podcast Transcripts	Mar 22, 2022	Abstractive Text Summarization	CodeCode Available	1	5
Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents	May 25, 2022	Abstractive Text SummarizationDisentanglement	CodeCode Available	1	5
PRIMERA: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization	Oct 16, 2021	Abstractive Text SummarizationDecoder	CodeCode Available	1	5
Assessing LLMs for Zero-shot Abstractive Summarization Through the Lens of Relevance Paraphrasing	Jun 6, 2024	Abstractive Text SummarizationArticles	CodeCode Available	0	5
A Split-then-Join Approach to Abstractive Summarization for Very Long Documents in a Low Resource Setting	May 11, 2025	Abstractive Text SummarizationText Summarization	CodeCode Available	0	5
HistAlign: Improving Context Dependency in Language Generation by Aligning with History	May 8, 2023	Abstractive Text SummarizationText Generation	CodeCode Available	0	5
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing	Sep 19, 2019	Abstractive Text SummarizationText Summarization	CodeCode Available	0	5
Harnessing Abstractive Summarization for Fact-Checked Claim Detection	Sep 10, 2022	Abstractive Text SummarizationFact Checking	CodeCode Available	0	5
A Simple, Fast Diverse Decoding Algorithm for Neural Generation	Nov 25, 2016	Abstractive Text SummarizationDiversity	CodeCode Available	0	5
Abstractive Document Summarization without Parallel Data	Jul 30, 2019	Abstractive Text SummarizationArticles	CodeCode Available	0	5
HeSum: a Novel Dataset for Abstractive Text Summarization in Hebrew	Jun 6, 2024	Abstractive Text SummarizationSentence	CodeCode Available	0	5
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis	Jul 24, 2023	Abstractive Text Summarization	CodeCode Available	0	5
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation	Aug 28, 2018	Abstractive Text SummarizationAbstract Meaning Representation	CodeCode Available	0	5
Global Encoding for Abstractive Summarization	May 10, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	0	5
GreekT5: A Series of Greek Sequence-to-Sequence Models for News Summarization	Nov 13, 2023	Abstractive Text SummarizationArticles	CodeCode Available	0	5
GUMSum: Multi-Genre Data and Evaluation for English Abstractive Summarization	Jun 20, 2023	Abstractive Text Summarization	CodeCode Available	0	5
AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization	Jul 16, 2024	Abstractive Text SummarizationDomain Adaptation	CodeCode Available	0	5

Show:10 25 50

← PrevPage 7 of 34Next →

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