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	Hype
ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument Mining	Sep 4, 2022	Abstractive Text SummarizationArgument Mining	CodeCode Available	1
Entity-based De-noising Modeling for Controllable Dialogue Summarization	Sep 1, 2022	Abstractive Text SummarizationHallucination	—Unverified	0
Enhancing Semantic Understanding with Self-supervised Methods for Abstractive Dialogue Summarization	Sep 1, 2022	Abstractive Dialogue SummarizationAbstractive Text Summarization	—Unverified	0
To Adapt or to Fine-tune: A Case Study on Abstractive Summarization	Aug 30, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	0
Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization	Aug 21, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	4
Abstractive Meeting Summarization: A Survey	Aug 8, 2022	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	1
Forming Trees with Treeformers	Jul 14, 2022	Abstractive Text SummarizationInductive Bias	—Unverified	0
Meta-Learning the Difference: Preparing Large Language Models for Efficient Adaptation	Jul 7, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	0
Improving the Faithfulness of Abstractive Summarization via Entity Coverage Control	Jul 5, 2022	Abstractive Text Summarization	—Unverified	0
DACSA: A large-scale Dataset for Automatic summarization of Catalan and Spanish newspaper Articles	Jul 1, 2022	Abstractive Text SummarizationArticles	—Unverified	0
Few-shot fine-tuning SOTA summarization models for medical dialogues	Jul 1, 2022	Abstractive Text SummarizationFew-Shot Learning	—Unverified	0
Semantic-Preserving Abstractive Text Summarization with Siamese Generative Adversarial Net	Jul 1, 2022	Abstractive Text SummarizationText Summarization	—Unverified	0
Jointly Learning Guidance Induction and Faithful Summary Generation via Conditional Variational Autoencoders	Jul 1, 2022	Abstractive Text Summarization	—Unverified	0
Multi-LexSum: Real-World Summaries of Civil Rights Lawsuits at Multiple Granularities	Jun 22, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
0/1 Deep Neural Networks via Block Coordinate Descent	Jun 19, 2022	10-shot image generation	—Unverified	0
Indian Legal Text Summarization: A Text Normalisation-based Approach	Jun 13, 2022	Abstractive Text SummarizationText Summarization	—Unverified	0
CATAMARAN: A Cross-lingual Long Text Abstractive Summarization Dataset	Jun 1, 2022	Abstractive Text SummarizationArticles	—Unverified	0
The Bull and the Bear: Summarizing Stock Market Discussions	Jun 1, 2022	Abstractive Text Summarization	—Unverified	0
TeSum: Human-Generated Abstractive Summarization Corpus for Telugu	Jun 1, 2022	Abstractive Text Summarization	CodeCode Available	0
Extractive and Abstractive Summarization Methods for Financial Narrative Summarization in English, Spanish and Greek	Jun 1, 2022	Abstractive Text SummarizationDecoder	—Unverified	0
Multilingual Financial Documentation Summarization by Team_Tredence for FNS2022	Jun 1, 2022	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Multilingual Text Summarization on Financial Documents	Jun 1, 2022	Abstractive Text SummarizationText Summarization	—Unverified	0
Domain Adaptation with Pre-trained Transformers for Query-Focused Abstractive Text Summarization	Jun 1, 2022	Abstractive Text SummarizationDomain Adaptation	CodeCode Available	0
Counterfactual Data Augmentation improves Factuality of Abstractive Summarization	May 25, 2022	Abstractive Text Summarizationcounterfactual	—Unverified	0
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