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 51–75 of 846 papers

Title	Date	Tasks	Status	Hype	Score
Abstractive Summarization Guided by Latent Hierarchical Document Structure	Nov 17, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	1	5
Better Fine-Tuning by Reducing Representational Collapse	Aug 6, 2020	Abstractive Text SummarizationCross-Lingual Natural Language Inference	CodeCode Available	1	5
Faithfulness-Aware Decoding Strategies for Abstractive Summarization	Mar 6, 2023	Abstractive Text Summarization	CodeCode Available	1	5
Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization	Aug 31, 2021	Abstractive Text Summarization	CodeCode Available	1	5
FREDSum: A Dialogue Summarization Corpus for French Political Debates	Dec 8, 2023	Abstractive Text SummarizationDecoder	CodeCode Available	1	5
From News to Summaries: Building a Hungarian Corpus for Extractive and Abstractive Summarization	Apr 4, 2024	Abstractive Text SummarizationExtractive Summarization	CodeCode Available	1	5
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling	Oct 22, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1	5
Bottom-Up Abstractive Summarization	Aug 31, 2018	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1	5
AdaptSum: Towards Low-Resource Domain Adaptation for Abstractive Summarization	Mar 21, 2021	Abstractive Text SummarizationDomain Adaptation	CodeCode Available	1	5
A Deep Reinforced Model for Abstractive Summarization	May 11, 2017	Abstractive Text SummarizationDecoder	CodeCode Available	1	5
A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents	Apr 16, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	1	5
GSum: A General Framework for Guided Neural Abstractive Summarization	Oct 15, 2020	Abstractive Text Summarization	CodeCode Available	1	5
Abstractive Meeting Summarization: A Survey	Aug 8, 2022	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	1	5
Controlling Conditional Language Models without Catastrophic Forgetting	Dec 1, 2021	Abstractive Text SummarizationCode Generation	CodeCode Available	1	5
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation	Oct 3, 2024	Abstractive Text SummarizationHallucination	CodeCode Available	1	5
COLO: A Contrastive Learning based Re-ranking Framework for One-Stage Summarization	Sep 29, 2022	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1	5
Asking and Answering Questions to Evaluate the Factual Consistency of Summaries	Apr 8, 2020	Abstractive Text Summarization	CodeCode Available	1	5
Analyzing Multi-Task Learning for Abstractive Text Summarization	Oct 26, 2022	Abstractive Text SummarizationMulti-Task Learning	CodeCode Available	1	5
Control Prefixes for Parameter-Efficient Text Generation	Oct 15, 2021	Abstractive Text SummarizationAttribute	CodeCode Available	1	5
ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining	Jun 1, 2021	Abstractive Text SummarizationArgument Mining	CodeCode Available	1	5
Abstractive Summarization of Spoken and Written Instructions with BERT	Aug 21, 2020	Abstractive Text SummarizationArticles	CodeCode Available	1	5
Annotating and Modeling Fine-grained Factuality in Summarization	Apr 9, 2021	Abstractive Text SummarizationSentence	CodeCode Available	1	5
DebateSum: A large-scale argument mining and summarization dataset	Nov 14, 2020	Abstractive Text SummarizationArgument Mining	CodeCode Available	1	5
Deep Reinforcement Learning For Sequence to Sequence Models	May 24, 2018	Abstractive Text SummarizationCaption Generation	CodeCode Available	1	5
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization	Aug 26, 2021	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1	5

Show:10 25 50

← PrevPage 3 of 34Next →

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