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 226–250 of 846 papers

Title	Date	Tasks	Status	Score
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing	Sep 19, 2019	Abstractive Text SummarizationText Summarization	CodeCode Available	5
HistAlign: Improving Context Dependency in Language Generation by Aligning with History	May 8, 2023	Abstractive Text SummarizationText Generation	CodeCode Available	5
HeSum: a Novel Dataset for Abstractive Text Summarization in Hebrew	Jun 6, 2024	Abstractive Text SummarizationSentence	CodeCode Available	5
GUMSum: Multi-Genre Data and Evaluation for English Abstractive Summarization	Jun 20, 2023	Abstractive Text Summarization	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
Creation of a Balanced State-of-the-Art Multilayer Corpus for NLU	May 1, 2018	Abstractive Text SummarizationCoreference Resolution	CodeCode Available	5
CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and Summarization	Oct 25, 2022	Abstractive Text SummarizationBenchmarking	CodeCode Available	5
An Empirical Study of Building a Strong Baseline for Constituency Parsing	Jul 1, 2018	Abstractive Text SummarizationConstituency Parsing	CodeCode Available	5
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis	Jul 24, 2023	Abstractive Text Summarization	CodeCode Available	5
Harnessing Abstractive Summarization for Fact-Checked Claim Detection	Sep 10, 2022	Abstractive Text SummarizationFact Checking	CodeCode Available	5
Generative Adversarial Network for Abstractive Text Summarization	Nov 26, 2017	Abstractive Text SummarizationGenerative Adversarial Network	CodeCode Available	5
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text Summarization	Apr 7, 2023	Abstractive Text SummarizationSentence	CodeCode Available	5
GASCADE: Grouped Summarization of Adverse Drug Event for Enhanced Cancer Pharmacovigilance	May 7, 2025	Abstractive Text SummarizationDecision Making	CodeCode Available	5
Global Encoding for Abstractive Summarization	May 10, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	5
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive Summarization	Dec 1, 2020	Abstractive Text SummarizationDocument Summarization	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
GreekT5: A Series of Greek Sequence-to-Sequence Models for News Summarization	Nov 13, 2023	Abstractive Text SummarizationArticles	CodeCode Available	5
Falsesum: Generating Document-level NLI Examples for Recognizing Factual Inconsistency in Summarization	May 12, 2022	Abstractive Text SummarizationNatural Language Inference	CodeCode Available	5
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation	Oct 23, 2023	Abstractive Text SummarizationDialogue Generation	CodeCode Available	5
BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization	Jun 12, 2019	Abstractive Text SummarizationArticles	CodeCode Available	5
Faithful Abstractive Summarization via Fact-aware Consistency-constrained Transformer	Oct 1, 2022	Abstractive Text SummarizationText Generation	CodeCode Available	5
Bidirectional Context-Aware Hierarchical Attention Network for Document Understanding	Aug 16, 2019	Abstractive Text Summarizationdocument understanding	CodeCode Available	5
An abstractive text summarization technique using transformer model with self-attention mechanism	Jun 1, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	5
FilipN@LT-EDI-ACL2022-Detecting signs of Depression from Social Media: Examining the use of summarization methods as data augmentation for text classification	May 1, 2022	Abstractive Text SummarizationClassification	CodeCode Available	5
A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling	Jul 1, 2018	Abstractive Text SummarizationMachine Translation	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