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	Hype
Improving the Factual Accuracy of Abstractive Clinical Text Summarization using Multi-Objective Optimization	Apr 2, 2022	Abstractive Text SummarizationArticles	—Unverified	0
BRIO: Bringing Order to Abstractive Summarization	Mar 31, 2022	Abstractive Text SummarizationText Summarization	CodeCode Available	2
Entity-driven Fact-aware Abstractive Summarization of Biomedical Literature	Mar 30, 2022	Abstractive Text SummarizationArticles	CodeCode Available	0
Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation	Mar 30, 2022	Abstractive Text SummarizationMachine Translation	CodeCode Available	1
Linearizing Transformer with Key-Value Memory	Mar 23, 2022	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Towards Abstractive Grounded Summarization of Podcast Transcripts	Mar 22, 2022	Abstractive Text Summarization	CodeCode Available	1
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization	Mar 21, 2022	Abstractive Text SummarizationDecoder	—Unverified	0
Meta-X_NLG: A Meta-Learning Approach Based on Language Clustering for Zero-Shot Cross-Lingual Transfer and Generation	Mar 19, 2022	Abstractive Text SummarizationCross-Lingual Transfer	CodeCode Available	0
An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models	Mar 17, 2022	Abstractive Text SummarizationImitation Learning	—Unverified	0
ODE Transformer: An Ordinary Differential Equation-Inspired Model for Sequence Generation	Mar 17, 2022	Abstractive Text SummarizationMachine Translation	CodeCode Available	1
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	0
Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization	Mar 15, 2022	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization	Mar 13, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods	Mar 10, 2022	Abstractive Text SummarizationData-to-Text Generation	—Unverified	0
ClueGraphSum: Let Key Clues Guide the Cross-Lingual Abstractive Summarization	Mar 5, 2022	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	—Unverified	0
Controlling the Focus of Pretrained Language Generation Models	Mar 2, 2022	Abstractive Text SummarizationResponse Generation	CodeCode Available	0
Learning Cluster Patterns for Abstractive Summarization	Feb 22, 2022	Abstractive Text SummarizationDecoder	—Unverified	0
Sequence-to-Sequence Resources for Catalan	Feb 14, 2022	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
Survey of Hallucination in Natural Language Generation	Feb 8, 2022	Abstractive Text SummarizationData-to-Text Generation	—Unverified	0
Differentiable N-gram Objective on Abstractive Summarization	Feb 8, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	0
Locally Typical Sampling	Feb 1, 2022	Abstractive Text SummarizationStory Generation	CodeCode Available	4
Submodularity In Machine Learning and Artificial Intelligence	Jan 31, 2022	Abstractive Text SummarizationBIG-bench Machine Learning	—Unverified	0
Unsupervised Multi-Granularity Summarization	Jan 29, 2022	Abstractive Text SummarizationText Summarization	CodeCode Available	1
AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization	Jan 16, 2022	Abstractive Text SummarizationDecoder	—Unverified	0
Exploring Cross-Lingual Guidance in Abstractive Summarization	Jan 16, 2022	Abstractive Text Summarization	—Unverified	0

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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