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 626–650 of 846 papers

Title	Date	Tasks	Status	Hype
SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-Encoders	Oct 2, 2019	Abstractive Text SummarizationDenoising	CodeCode Available	0
新穎的序列生成架構於中文重寫式摘要之研究(Novel Sequence Generation Framework for Chinese Abstractive Summarization)	Oct 1, 2019	Abstractive Text Summarization	—Unverified	0
VAE-PGN based Abstractive Model in Multi-stage Architecture for Text Summarization	Oct 1, 2019	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
Analyzing Sentence Fusion in Abstractive Summarization	Oct 1, 2019	Abstractive Text SummarizationSentence	—Unverified	0
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point Processes	Sep 24, 2019	Abstractive Text SummarizationDiversity	CodeCode Available	0
Multi-stage Pretraining for Abstractive Summarization	Sep 23, 2019	Abstractive Text SummarizationForm	—Unverified	0
Cross-Lingual Natural Language Generation via Pre-Training	Sep 23, 2019	Abstractive Text SummarizationCross-Lingual Transfer	CodeCode Available	1
How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing	Sep 19, 2019	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Summary Level Training of Sentence Rewriting for Abstractive Summarization	Sep 19, 2019	Abstractive Text SummarizationExtractive Text Summarization	—Unverified	0
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle	Sep 16, 2019	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
On Extractive and Abstractive Neural Document Summarization with Transformer Language Models	Sep 7, 2019	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
An Entity-Driven Framework for Abstractive Summarization	Sep 4, 2019	Abstract generationAbstractive Text Summarization	—Unverified	0
Answers Unite! Unsupervised Metrics for Reinforced Summarization Models	Sep 4, 2019	Abstractive Text SummarizationQuestion Answering	CodeCode Available	0
Mixture Content Selection for Diverse Sequence Generation	Sep 4, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Encode, Tag, Realize: High-Precision Text Editing	Sep 3, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Avaya Conversational Intelligence: A Real-Time System for Spoken Language Understanding in Human-Human Call Center Conversations	Sep 2, 2019	Abstractive Text SummarizationIntent Recognition	—Unverified	0
Personality-dependent Neural Text Summarization	Sep 1, 2019	Abstractive Text SummarizationText Generation	—Unverified	0
Towards Adaptive Text Summarization: How Does Compression Rate Affect Summary Readability of L2 Texts?	Sep 1, 2019	Abstractive Text SummarizationText Summarization	—Unverified	0
The Impact of Rule-Based Text Generation on the Quality of Abstractive Summaries	Sep 1, 2019	Abstractive Text SummarizationInformativeness	—Unverified	0
Repurposing Decoder-Transformer Language Models for Abstractive Summarization	Sep 1, 2019	Abstractive Text SummarizationDecoder	—Unverified	0
Deep Reinforcement Learning with Distributional Semantic Rewards for Abstractive Summarization	Aug 31, 2019	Abstractive Text SummarizationDeep Reinforcement Learning	—Unverified	0
Denoising based Sequence-to-Sequence Pre-training for Text Generation	Aug 22, 2019	Abstractive Text SummarizationDecoder	—Unverified	0
Text Summarization with Pretrained Encoders	Aug 22, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	1
Topic Augmented Generator for Abstractive Summarization	Aug 19, 2019	Abstractive Text SummarizationDecoder	—Unverified	0
Bidirectional Context-Aware Hierarchical Attention Network for Document Understanding	Aug 16, 2019	Abstractive Text Summarizationdocument understanding	CodeCode Available	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