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 701–725 of 846 papers

Title	Date	Tasks	Status	Hype
Abstractive Summarization Using Attentive Neural Techniques	Oct 20, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	0
Robust Neural Abstractive Summarization Systems and Evaluation against Adversarial Information	Oct 14, 2018	Abstractive Text Summarization	—Unverified	0
Robust Neural Abstractive Summarization Systems and Evaluation against Adversarial Information	Oct 14, 2018	Abstractive Text Summarization	—Unverified	0
MeanSum: A Neural Model for Unsupervised Multi-document Abstractive Summarization	Oct 12, 2018	Abstractive Text Summarization	CodeCode Available	1
Learning to Encode Text as Human-Readable Summaries using Generative Adversarial Networks	Oct 5, 2018	Abstractive Text Summarization	CodeCode Available	0
Frustratingly Easy Model Ensemble for Abstractive Summarization	Oct 1, 2018	Abstractive Text SummarizationDensity Estimation	—Unverified	0
A Graph-theoretic Summary Evaluation for ROUGE	Oct 1, 2018	Abstractive Text SummarizationSemantic Similarity	—Unverified	0
Improving Neural Abstractive Document Summarization with Explicit Information Selection Modeling	Oct 1, 2018	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Improving Neural Abstractive Document Summarization with Structural Regularization	Oct 1, 2018	Abstractive Text SummarizationDocument Summarization	—Unverified	0
On the Abstractiveness of Neural Document Summarization	Oct 1, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization	Oct 1, 2018	Abstractive Text SummarizationImage Captioning	—Unverified	0
Controlling Length in Abstractive Summarization Using a Convolutional Neural Network	Oct 1, 2018	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
The Rule of Three: Abstractive Text Summarization in Three Bullet Points	Sep 28, 2018	Abstractive Text SummarizationSentence	—Unverified	0
Unsupervised Neural Multi-Document Abstractive Summarization of Reviews	Sep 27, 2018	Abstractive Text Summarization	—Unverified	0
Bidirectional Attentional Encoder-Decoder Model and Bidirectional Beam Search for Abstractive Summarization	Sep 18, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue Acts	Sep 15, 2018	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	0
Closed-Book Training to Improve Summarization Encoder Memory	Sep 12, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Bottom-Up Abstractive Summarization	Aug 31, 2018	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation	Aug 28, 2018	Abstractive Text SummarizationAbstract Meaning Representation	CodeCode Available	0
Improving Abstraction in Text Summarization	Aug 23, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Abstractive Summarization Improved by WordNet-based Extractive Sentences	Aug 4, 2018	Abstractive Text SummarizationSentence	—Unverified	0
NLP for Conversations: Sentiment, Summarization, and Group Dynamics	Aug 1, 2018	Abstractive Text SummarizationSentiment Analysis	—Unverified	0
Aspect and Sentiment Aware Abstractive Review Summarization	Aug 1, 2018	Abstractive Text SummarizationAspect Extraction	—Unverified	0
Vocabulary Tailored Summary Generation	Aug 1, 2018	Abstractive Text SummarizationText Summarization	—Unverified	0
Ensure the Correctness of the Summary: Incorporate Entailment Knowledge into Abstractive Sentence Summarization	Aug 1, 2018	Abstractive Text SummarizationDecoder	—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