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 201–225 of 846 papers

Title	Date	Tasks	Status	Hype
mFACE: Multilingual Summarization with Factual Consistency Evaluation	Dec 20, 2022	Abstractive Text Summarization	—Unverified	0
EIT: Enhanced Interactive Transformer	Dec 20, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	0
Improving the Robustness of Summarization Models by Detecting and Removing Input Noise	Dec 20, 2022	Abstractive Text Summarization	—Unverified	0
Inverse Reinforcement Learning for Text Summarization	Dec 19, 2022	Abstractive Text Summarizationreinforcement-learning	—Unverified	0
Unsupervised Summarization Re-ranking	Dec 19, 2022	Abstractive Text SummarizationRe-Ranking	CodeCode Available	0
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences	Dec 19, 2022	Abstractive Text SummarizationConversation Summarization	—Unverified	0
Advancing Multilingual Pre-training: TRIP Triangular Document-level Pre-training for Multilingual Language Models	Dec 15, 2022	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	—Unverified	0
Summary-Oriented Vision Modeling for Multimodal Abstractive Summarization	Dec 15, 2022	Abstractive Text Summarization	CodeCode Available	1
Momentum Calibration for Text Generation	Dec 8, 2022	Abstractive Text SummarizationText Generation	—Unverified	0
Document-Level Abstractive Summarization	Dec 6, 2022	Abstractive Text SummarizationRetrieval	CodeCode Available	0
KATSum: Knowledge-aware Abstractive Text Summarization	Dec 6, 2022	Abstractive Text SummarizationArticles	—Unverified	0
Improved Beam Search for Hallucination Mitigation in Abstractive Summarization	Dec 6, 2022	Abstractive Text SummarizationDiversity	—Unverified	0
CoP: Factual Inconsistency Detection by Controlling the Preference	Dec 3, 2022	Abstractive Text Summarization	CodeCode Available	0
Unsupervised Opinion Summarisation in the Wasserstein Space	Nov 27, 2022	Abstractive Text SummarizationDecoder	—Unverified	0
Abstractive Summarization Guided by Latent Hierarchical Document Structure	Nov 17, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	1
Summarizing Community-based Question-Answer Pairs	Nov 17, 2022	Abstractive Text SummarizationQuestion Answering	—Unverified	0
ED-FAITH: Evaluating Dialogue Summarization on Faithfulness	Nov 15, 2022	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Novel Chapter Abstractive Summarization using Spinal Tree Aware Sub-Sentential Content Selection	Nov 9, 2022	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
Evaluating and Improving Factuality in Multimodal Abstractive Summarization	Nov 4, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Automatic Generation of Abstracts for Research Papers	Nov 1, 2022	Abstractive Text SummarizationDescriptive	—Unverified	0
FRSUM: Towards Faithful Abstractive Summarization via Enhancing Factual Robustness	Nov 1, 2022	Abstractive Text Summarization	—Unverified	0
Questioning the Validity of Summarization Datasets and Improving Their Factual Consistency	Oct 31, 2022	Abstractive Text Summarizationvalid	—Unverified	0
How Far are We from Robust Long Abstractive Summarization?	Oct 30, 2022	Abstractive Text Summarization	CodeCode Available	1
Improving abstractive summarization with energy-based re-ranking	Oct 27, 2022	Abstractive Text SummarizationRe-Ranking	CodeCode Available	0
Analyzing Multi-Task Learning for Abstractive Text Summarization	Oct 26, 2022	Abstractive Text SummarizationMulti-Task Learning	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