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 651–675 of 846 papers

Title	Date	Tasks	Status	Hype
Learning towards Abstractive Timeline Summarization	Aug 11, 2019	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
DELTA: A DEep learning based Language Technology plAtform	Aug 2, 2019	Abstractive Text SummarizationDeep Learning	CodeCode Available	0
The Relation Between Infrastructure Quality and Government Effectiveness in Egypt.	Jul 30, 2019	Abstractive Text SummarizationRelation	—Unverified	0
Abstractive Document Summarization without Parallel Data	Jul 30, 2019	Abstractive Text SummarizationArticles	CodeCode Available	0
Summary Refinement through Denoising	Jul 25, 2019	Abstractive Text SummarizationDenoising	CodeCode Available	0
MacNet: Transferring Knowledge from Machine Comprehension to Sequence-to-Sequence Models	Jul 23, 2019	Abstractive Text SummarizationDecoder	—Unverified	0
Discourse Understanding and Factual Consistency in Abstractive Summarization	Jul 2, 2019	Abstractive Text SummarizationSentence	—Unverified	0
Automatic summarization of medical conversations, a review	Jul 1, 2019	Abstractive Text Summarization	—Unverified	0
Inducing Document Structure for Aspect-based Summarization	Jul 1, 2019	Abstractive Text SummarizationArticles	CodeCode Available	0
Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation	Jul 1, 2019	Abstractive Text SummarizationArticles	—Unverified	0
Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization	Jul 1, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	1
Ranking Generated Summaries by Correctness: An Interesting but Challenging Application for Natural Language Inference	Jul 1, 2019	Abstractive Text SummarizationNatural Language Inference	—Unverified	0
Do Transformer Attention Heads Provide Transparency in Abstractive Summarization?	Jul 1, 2019	Abstractive Text Summarizationvalid	—Unverified	0
Multimodal Abstractive Summarization for How2 Videos	Jun 19, 2019	Abstractive Text SummarizationNews Summarization	—Unverified	0
Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking	Jun 13, 2019	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization	Jun 12, 2019	Abstractive Text SummarizationArticles	CodeCode Available	0
This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation	Jun 8, 2019	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
A Robust Abstractive System for Cross-Lingual Summarization	Jun 1, 2019	Abstractive Text SummarizationMachine Translation	—Unverified	0
Efficient Adaptation of Pretrained Transformers for Abstractive Summarization	Jun 1, 2019	Abstractive Text SummarizationNatural Language Understanding	CodeCode Available	0
Scoring Sentence Singletons and Pairs for Abstractive Summarization	May 31, 2019	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
LeafNATS: An Open-Source Toolkit and Live Demo System for Neural Abstractive Text Summarization	May 28, 2019	Abstractive Text SummarizationArticles	CodeCode Available	0
CATS: Customizable Abstractive Topic-based Summarization	May 24, 2019	Abstractive Text Summarization	—Unverified	0
Sample Efficient Text Summarization Using a Single Pre-Trained Transformer	May 21, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Ontology-Aware Clinical Abstractive Summarization	May 14, 2019	Abstractive Text Summarization	—Unverified	0
Unified Language Model Pre-training for Natural Language Understanding and Generation	May 8, 2019	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0

Show:10 25 50

← PrevPage 27 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