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 726–750 of 846 papers

Title	Date	Tasks	Status	Hype
HL-EncDec: A Hybrid-Level Encoder-Decoder for Neural Response Generation	Aug 1, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion	Aug 1, 2018	Abstractive Text SummarizationDocument Summarization	—Unverified	0
A Novel ILP Framework for Summarizing Content with High Lexical Variety	Jul 25, 2018	Abstractive Text SummarizationArticles	—Unverified	0
A Uniﬁed Model for Extractive and Abstractive Summarization using Inconsistency Loss	Jul 5, 2018	Abstractive Text SummarizationSentence	CodeCode Available	0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer Networks	Jul 1, 2018	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
An Empirical Study of Building a Strong Baseline for Constituency Parsing	Jul 1, 2018	Abstractive Text SummarizationConstituency Parsing	CodeCode Available	0
The price of debiasing automatic metrics in natural language evalaution	Jul 1, 2018	Abstractive Text SummarizationImage Captioning	—Unverified	0
Towards Opinion Summarization of Customer Reviews	Jul 1, 2018	Abstractive Text SummarizationDecision Making	—Unverified	0
Unsupervised Semantic Abstractive Summarization	Jul 1, 2018	Abstractive Text SummarizationSentence Compression	CodeCode Available	0
A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling	Jul 1, 2018	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
Retrieve, Rerank and Rewrite: Soft Template Based Neural Summarization	Jul 1, 2018	Abstractive Text SummarizationInformativeness	—Unverified	0
Entity Commonsense Representation for Neural Abstractive Summarization	Jun 14, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	0
Structure-Infused Copy Mechanisms for Abstractive Summarization	Jun 14, 2018	Abstractive Text SummarizationSentence	CodeCode Available	0
Generating Topic-Oriented Summaries Using Neural Attention	Jun 1, 2018	Abstractive Text SummarizationText Summarization	—Unverified	0
Generative Bridging Network for Neural Sequence Prediction	Jun 1, 2018	Abstractive Text SummarizationImage Captioning	—Unverified	0
Guiding Generation for Abstractive Text Summarization Based on Key Information Guide Network	Jun 1, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting	May 28, 2018	Abstractive Text SummarizationDecoder	CodeCode Available	1
Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation	May 28, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Toward Abstractive Summarization Using Semantic Representations	May 25, 2018	Abstractive Text SummarizationAbstract Meaning Representation	CodeCode Available	0
Deep Reinforcement Learning For Sequence to Sequence Models	May 24, 2018	Abstractive Text SummarizationCaption Generation	CodeCode Available	1
A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss	May 16, 2018	Abstractive Text SummarizationSentence	CodeCode Available	0
Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization	May 14, 2018	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	0
Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization	May 13, 2018	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency	May 10, 2018	Abstractive Text SummarizationText Summarization	—Unverified	0
Global Encoding for Abstractive Summarization	May 10, 2018	Abstractive Text SummarizationDecoder	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