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 251–275 of 846 papers

Title	Date	Tasks	Status	Score
BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization	Jun 12, 2019	Abstractive Text SummarizationArticles	CodeCode Available	5
GreekT5: A Series of Greek Sequence-to-Sequence Models for News Summarization	Nov 13, 2023	Abstractive Text SummarizationArticles	CodeCode Available	5
Deep Recurrent Generative Decoder for Abstractive Text Summarization	Aug 2, 2017	Abstractive Text SummarizationDecoder	CodeCode Available	5
Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization	Oct 3, 2024	Abstractive Text SummarizationHallucination	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
Global Encoding for Abstractive Summarization	May 10, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	5
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis	Jul 24, 2023	Abstractive Text 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
A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling	Jul 1, 2018	Abstractive Text SummarizationMachine Translation	CodeCode Available	5
Better Summarization Evaluation with Word Embeddings for ROUGE	Aug 25, 2015	Abstractive Text SummarizationSemantic Similarity	CodeCode Available	5
Generative Adversarial Network for Abstractive Text Summarization	Nov 26, 2017	Abstractive Text SummarizationGenerative Adversarial Network	CodeCode Available	5
BERT Fine-tuning For Arabic Text Summarization	Mar 29, 2020	Abstractive Text SummarizationExtractive Summarization	CodeCode Available	5
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation	Nov 16, 2023	Abstractive Text SummarizationNatural Language Inference	CodeCode Available	5
LeafNATS: An Open-Source Toolkit and Live Demo System for Neural Abstractive Text Summarization	May 28, 2019	Abstractive Text SummarizationArticles	CodeCode Available	5
Bengali Abstractive News Summarization(BANS): A Neural Attention Approach	Dec 3, 2020	Abstractive Text SummarizationArticles	CodeCode Available	5
Abstractive Text Summarization based on Language Model Conditioning and Locality Modeling	Mar 29, 2020	Abstractive Text SummarizationDecoder	CodeCode Available	5
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text Summarization	Apr 7, 2023	Abstractive Text SummarizationSentence	CodeCode Available	5
Learning towards Abstractive Timeline Summarization	Aug 11, 2019	Abstractive Text SummarizationDocument Summarization	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
Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive Summarization	May 3, 2023	Abstractive Text SummarizationContrastive Learning	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
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation	Oct 23, 2023	Abstractive Text SummarizationDialogue Generation	CodeCode Available	5
FIZZ: Factual Inconsistency Detection by Zoom-in Summary and Zoom-out Document	Apr 17, 2024	Abstractive Text Summarization	CodeCode Available	5
AIstorian lets AI be a historian: A KG-powered multi-agent system for accurate biography generation	Mar 14, 2025	Abstractive Text SummarizationChunking	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