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 551–575 of 846 papers

Title	Date	Tasks	Status	Hype
Self-Attention Guided Copy Mechanism for Abstractive Summarization	Jul 1, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
Storytelling with Dialogue: A Critical Role Dungeons and Dragons Dataset	Jul 1, 2020	Abstractive Text SummarizationData Augmentation	—Unverified	0
Mind The Facts: Knowledge-Boosted Coherent Abstractive Text Summarization	Jun 27, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
LPar -- A Distributed Multi Agent platform for building Polyglot, Omni Channel and Industrial grade Natural Language Interfaces	Jun 25, 2020	Abstractive Text SummarizationInformation Retrieval	—Unverified	0
SEAL: Segment-wise Extractive-Abstractive Long-form Text Summarization	Jun 18, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
Summarizing Text on Any Aspects: A Knowledge-Informed Weakly-Supervised Approach	Jun 17, 2020	Abstractive Text Summarization	—Unverified	0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization	Jun 17, 2020	Abstractive Text SummarizationInformation Retrieval	—Unverified	0
Understanding Points of Correspondence between Sentences for Abstractive Summarization	Jun 10, 2020	Abstractive Text Summarizationcoreference-resolution	CodeCode Available	1
ColdGANs: Taming Language GANs with Cautious Sampling Strategies	Jun 8, 2020	Abstractive Text SummarizationQuestion Generation	—Unverified	0
Rethinking and Improving Natural Language Generation with Layer-Wise Multi-View Decoding	May 16, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
SueNes: A Weakly Supervised Approach to Evaluating Single-Document Summarization via Negative Sampling	May 13, 2020	Abstractive Text SummarizationDocument Embedding	CodeCode Available	0
FEQA: A Question Answering Evaluation Framework for Faithfulness Assessment in Abstractive Summarization	May 7, 2020	Abstractive Text SummarizationQuestion Answering	CodeCode Available	1
Knowledge Graph-Augmented Abstractive Summarization with Semantic-Driven Cloze Reward	May 3, 2020	Abstractive Text SummarizationCloze Test	CodeCode Available	1
Improving Truthfulness of Headline Generation	May 2, 2020	Abstractive Text SummarizationDecoder	CodeCode Available	0
On Faithfulness and Factuality in Abstractive Summarization	May 2, 2020	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Synthesizer: Rethinking Self-Attention in Transformer Models	May 2, 2020	Abstractive Text SummarizationDialogue Generation	CodeCode Available	1
DaNewsroom: A Large-scale Danish Summarisation Dataset	May 1, 2020	Abstractive Text SummarizationArticles	—Unverified	0
Summarization Beyond News: The Automatically Acquired Fandom Corpora	May 1, 2020	Abstractive Text SummarizationDescriptive	—Unverified	0
Summarization Corpora of Wikipedia Articles	May 1, 2020	Abstractive Text SummarizationArticles	CodeCode Available	0
Evaluation Metrics for Headline Generation Using Deep Pre-Trained Embeddings	May 1, 2020	Abstractive Text SummarizationHeadline Generation	—Unverified	0
Abstractive Text Summarization for Sanskrit Prose: A Study of Methods and Approaches	May 1, 2020	Abstractive Text SummarizationExtractive Text Summarization	—Unverified	0
Attend to Medical Ontologies: Content Selection for Clinical Abstractive Summarization	May 1, 2020	Abstractive Text SummarizationText Summarization	—Unverified	0
Self-Supervised and Controlled Multi-Document Opinion Summarization	Apr 30, 2020	Abstractive Text SummarizationOpinion Summarization	—Unverified	0
TLDR: Extreme Summarization of Scientific Documents	Apr 30, 2020	Abstractive Text SummarizationExtreme Summarization	CodeCode Available	1
Lite Transformer with Long-Short Range Attention	Apr 24, 2020	Abstractive Text SummarizationAutoML	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