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

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Showing 26–50 of 846 papers

Title	Date	Tasks	Status	Hype
Balancing Lexical and Semantic Quality in Abstractive Summarization	May 17, 2023	Abstractive Text SummarizationRe-Ranking	CodeCode Available	1
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory	May 3, 2023	Abstractive Text SummarizationDialogue Generation	CodeCode Available	1
Faithfulness-Aware Decoding Strategies for Abstractive Summarization	Mar 6, 2023	Abstractive Text Summarization	CodeCode Available	1
Long Text and Multi-Table Summarization: Dataset and Method	Feb 8, 2023	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
HunSum-1: an Abstractive Summarization Dataset for Hungarian	Feb 1, 2023	Abstractive Text SummarizationArticles	CodeCode Available	1
On the State of German (Abstractive) Text Summarization	Jan 17, 2023	Abstractive Text SummarizationAttribute	CodeCode Available	1
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text Summarization	Dec 27, 2022	Abstractive Text SummarizationText Summarization	CodeCode Available	1
Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization	Dec 21, 2022	Abstractive Text Summarizationreinforcement-learning	CodeCode Available	1
Summary-Oriented Vision Modeling for Multimodal Abstractive Summarization	Dec 15, 2022	Abstractive Text Summarization	CodeCode Available	1
Abstractive Summarization Guided by Latent Hierarchical Document Structure	Nov 17, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	1
Evaluating and Improving Factuality in Multimodal Abstractive Summarization	Nov 4, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
How Far are We from Robust Long Abstractive Summarization?	Oct 30, 2022	Abstractive Text Summarization	CodeCode Available	1
Analyzing Multi-Task Learning for Abstractive Text Summarization	Oct 26, 2022	Abstractive Text SummarizationMulti-Task Learning	CodeCode Available	1
Mutual Information Alleviates Hallucinations in Abstractive Summarization	Oct 24, 2022	Abstractive Text Summarization	CodeCode Available	1
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling	Oct 22, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1
Salience Allocation as Guidance for Abstractive Summarization	Oct 22, 2022	Abstractive Text SummarizationArticles	CodeCode Available	1
Towards Improving Faithfulness in Abstractive Summarization	Oct 4, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	1
COLO: A Contrastive Learning based Re-ranking Framework for One-Stage Summarization	Sep 29, 2022	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees	Sep 21, 2022	Abstractive Text SummarizationSentence	CodeCode Available	1
Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive Summarization	Sep 8, 2022	Abstractive Text SummarizationExtractive Summarization	CodeCode Available	1
ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument Mining	Sep 4, 2022	Abstractive Text SummarizationArgument Mining	CodeCode Available	1
Abstractive Meeting Summarization: A Survey	Aug 8, 2022	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	1
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities	Jun 22, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Understanding Factual Errors in Summarization: Errors, Summarizers, Datasets, Error Detectors	May 25, 2022	Abstractive Text Summarization	CodeCode Available	1
Leveraging Locality in Abstractive Text Summarization	May 25, 2022	Abstractive Text SummarizationText Generation	CodeCode Available	1

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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