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 451–475 of 846 papers

Title	Date	Tasks	Status	Hype
ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument Mining	Jun 1, 2021	Abstractive Text SummarizationArgument Mining	CodeCode Available	1
Reinforced Generative Adversarial Network for Abstractive Text Summarization	May 31, 2021	Abstractive Text SummarizationDecoder	—Unverified	0
Text Summarization with Latent Queries	May 31, 2021	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Noised Consistency Training for Text Summarization	May 28, 2021	Abstractive Text SummarizationArticles	—Unverified	0
Cross-Lingual Abstractive Summarization with Limited Parallel Resources	May 28, 2021	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	CodeCode Available	1
Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance	May 27, 2021	Abstractive Text SummarizationQuery-focused Summarization	CodeCode Available	0
BASS: Boosting Abstractive Summarization with Unified Semantic Graph	May 25, 2021	Abstractive Text SummarizationDecoder	—Unverified	0
DepressionNet: A Novel Summarization Boosted Deep Framework for Depression Detection on Social Media	May 23, 2021	Abstractive Text SummarizationDepression Detection	—Unverified	0
Should We Trust This Summary? Bayesian Abstractive Summarization to The Rescue	May 21, 2021	Abstractive Text SummarizationActive Learning	—Unverified	0
See, Hear, Read: Leveraging Multimodality with Guided Attention for Abstractive Text Summarization	May 20, 2021	Abstractive Text SummarizationDecoder	—Unverified	0
BookSum: A Collection of Datasets for Long-form Narrative Summarization	May 18, 2021	Abstractive Text SummarizationForm	CodeCode Available	1
EASE: Extractive-Abstractive Summarization with Explanations	May 14, 2021	Abstractive Text SummarizationDocument Summarization	—Unverified	0
The Summary Loop: Learning to Write Abstractive Summaries Without Examples	May 11, 2021	Abstractive Text SummarizationNews Summarization	CodeCode Available	1
Improving Factual Consistency of Abstractive Summarization via Question Answering	May 10, 2021	Abstractive Text SummarizationQuestion Answering	CodeCode Available	1
Long-Span Summarization via Local Attention and Content Selection	May 8, 2021	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Semantic Extractor-Paraphraser based Abstractive Summarization	May 4, 2021	Abstractive Text Summarization	—Unverified	0
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey	Apr 30, 2021	Abstractive Text SummarizationDecoder	CodeCode Available	1
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics	Apr 27, 2021	Abstractive Text Summarization	CodeCode Available	1
Automated News Summarization Using Transformers	Apr 23, 2021	Abstractive Text SummarizationArticles	—Unverified	0
Text Summarization of Czech News Articles Using Named Entities	Apr 21, 2021	Abstractive Text SummarizationArticles	—Unverified	0
Improving Faithfulness in Abstractive Summarization with Contrast Candidate Generation and Selection	Apr 19, 2021	Abstractive Text SummarizationHallucination	—Unverified	0
MT6: Multilingual Pretrained Text-to-Text Transformer with Translation Pairs	Apr 18, 2021	Abstractive Text SummarizationMachine Translation	CodeCode Available	1
On the Influence of Masking Policies in Intermediate Pre-training	Apr 18, 2021	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Transductive Learning for Abstractive News Summarization	Apr 17, 2021	Abstractive Text SummarizationArticles	—Unverified	0
GupShup: An Annotated Corpus for Abstractive Summarization of Open-Domain Code-Switched Conversations	Apr 17, 2021	Abstractive Text SummarizationConversation Summarization	—Unverified	0

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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