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 676–700 of 846 papers

Title	Date	Tasks	Status	Hype
Point-less: More Abstractive Summarization with Pointer-Generator Networks	Apr 18, 2019	Abstractive Text Summarization	—Unverified	0
Positional Encoding to Control Output Sequence Length	Apr 16, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Text Generation with Exemplar-based Adaptive Decoding	Apr 9, 2019	Abstractive Text SummarizationData-to-Text Generation	—Unverified	0
Pragmatically Informative Text Generation	Apr 2, 2019	Abstractive Text SummarizationConditional Text Generation	CodeCode Available	0
Neural Abstractive Text Summarization and Fake News Detection	Mar 24, 2019	Abstractive Text SummarizationArticles	—Unverified	0
Pre-trained Language Model Representations for Language Generation	Mar 22, 2019	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
An Editorial Network for Enhanced Document Summarization	Feb 27, 2019	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Pretraining-Based Natural Language Generation for Text Summarization	Feb 25, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Synchronous Bidirectional Inference for Neural Sequence Generation	Feb 24, 2019	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
Restructuring Conversations using Discourse Relations for Zero-shot Abstractive Dialogue Summarization	Feb 5, 2019	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	0
Pay Less Attention with Lightweight and Dynamic Convolutions	Jan 29, 2019	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1
Improving generation quality of pointer networks via guided attention	Jan 20, 2019	Abstractive Text Summarization	—Unverified	0
Improving Sequence-to-Sequence Learning via Optimal Transport	Jan 18, 2019	Abstractive Text SummarizationImage Captioning	—Unverified	0
Multi-style Generative Reading Comprehension	Jan 8, 2019	Abstractive Text SummarizationQuestion Answering	—Unverified	0
Automatic Summarization of Natural Language	Dec 18, 2018	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
Abstractive Text Summarization by Incorporating Reader Comments	Dec 13, 2018	Abstractive Text SummarizationReader-Aware Summarization	—Unverified	0
Neural Abstractive Text Summarization with Sequence-to-Sequence Models	Dec 5, 2018	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1
A Self-Attentive Hierarchical Model for Jointly Improving Text Summarization and Sentiment Classification	Nov 14, 2018	Abstractive Text SummarizationClassification	—Unverified	0
Modeling Local Dependence in Natural Language with Multi-channel Recurrent Neural Networks	Nov 13, 2018	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Abstractive Summarization of Reddit Posts with Multi-level Memory Networks	Nov 2, 2018	Abstractive Text SummarizationArticles	CodeCode Available	0
Task Proposal: The TL;DR Challenge	Nov 1, 2018	Abstractive Text SummarizationInformation Retrieval	—Unverified	0
Adapting Neural Single-Document Summarization Model for Abstractive Multi-Document Summarization: A Pilot Study	Nov 1, 2018	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Extraction Meets Abstraction: Ideal Answer Generation for Biomedical Questions	Nov 1, 2018	Abstractive Text SummarizationAnswer Generation	—Unverified	0
Ontology-Based Retrieval \& Neural Approaches for BioASQ Ideal Answer Generation	Nov 1, 2018	Abstractive Text SummarizationAnswer Generation	—Unverified	0
On Controllable Sparse Alternatives to Softmax	Oct 29, 2018	Abstractive Text SummarizationClassification	—Unverified	0

Show:10 25 50

← PrevPage 28 of 34Next →

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