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 526–550 of 846 papers

Title	Date	Tasks	Status	Hype
Topic-Guided Abstractive Text Summarization: a Joint Learning Approach	Oct 20, 2020	Abstractive Text SummarizationExtractive Summarization	CodeCode Available	1
Factual Error Correction for Abstractive Summarization Models	Oct 17, 2020	Abstractive Text Summarization	CodeCode Available	1
Lexicon-constrained Copying Network for Chinese Abstractive Summarization	Oct 16, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
GSum: A General Framework for Guided Neural Abstractive Summarization	Oct 15, 2020	Abstractive Text Summarization	CodeCode Available	1
MAST: Multimodal Abstractive Summarization with Trimodal Hierarchical Attention	Oct 15, 2020	Abstractive Text SummarizationMultimodal Abstractive Text Summarization	CodeCode Available	1
Understanding Neural Abstractive Summarization Models via Uncertainty	Oct 15, 2020	Abstractive Text SummarizationDecoder	CodeCode Available	1
Multi-Task Learning for Cross-Lingual Abstractive Summarization	Oct 15, 2020	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	—Unverified	0
Summarizing Text on Any Aspects: A Knowledge-Informed Weakly-Supervised Approach	Oct 14, 2020	Abstractive Text Summarization	CodeCode Available	1
Q-learning with Language Model for Edit-based Unsupervised Summarization	Oct 9, 2020	Abstractive Text SummarizationDecoder	CodeCode Available	1
Multi-hop Inference for Question-driven Summarization	Oct 8, 2020	Abstractive Text Summarization	CodeCode Available	0
A Cascade Approach to Neural Abstractive Summarization with Content Selection and Fusion	Oct 8, 2020	Abstractive Text SummarizationNews Summarization	CodeCode Available	0
WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarization	Oct 7, 2020	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	CodeCode Available	1
Multi-Fact Correction in Abstractive Text Summarization	Oct 6, 2020	Abstractive Text SummarizationNews Summarization	—Unverified	0
基于统一模型的藏文新闻摘要(Abstractive Summarization of Tibetan News Based on Hybrid Model)	Oct 1, 2020	Abstractive Text Summarization	—Unverified	0
Reducing Quantity Hallucinations in Abstractive Summarization	Sep 28, 2020	Abstractive Text SummarizationHallucination	CodeCode Available	0
Global-aware Beam Search for Neural Abstractive Summarization	Sep 15, 2020	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
Generating (Factual?) Narrative Summaries of RCTs: Experiments with Neural Multi-Document Summarization	Aug 25, 2020	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
A Baseline Analysis for Podcast Abstractive Summarization	Aug 24, 2020	Abstractive Text SummarizationRecommendation Systems	CodeCode Available	0
Abstractive Summarization of Spoken andWritten Instructions with BERT	Aug 21, 2020	Abstractive Text SummarizationArticles	CodeCode Available	2
Abstractive Summarization of Spoken and Written Instructions with BERT	Aug 21, 2020	Abstractive Text SummarizationArticles	CodeCode Available	1
Generating Categories for Sets of Entities	Aug 19, 2020	Abstractive Text SummarizationSpecificity	—Unverified	0
Better Fine-Tuning by Reducing Representational Collapse	Aug 6, 2020	Abstractive Text SummarizationCross-Lingual Natural Language Inference	CodeCode Available	1
Leverage Unlabeled Data for Abstractive Speech Summarization with Self-Supervised Learning and Back-Summarization	Jul 30, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
Sequence Generation with Mixed Representations	Jul 11, 2020	Abstractive Text SummarizationDiversity	CodeCode Available	1
Composing Elementary Discourse Units in Abstractive Summarization	Jul 1, 2020	Abstractive Text Summarizationreinforcement-learning	—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