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 151–175 of 846 papers

Title	Date	Tasks	Status	Hype
IDAS: Intent Discovery with Abstractive Summarization	May 31, 2023	Abstractive Text SummarizationDescriptive	CodeCode Available	1
Abstractive Summarization as Augmentation for Document-Level Event Detection	May 29, 2023	Abstractive Text SummarizationEvent Detection	—Unverified	0
Domain Aligned Prefix Averaging for Domain Generalization in Abstractive Summarization	May 26, 2023	Abstractive Text SummarizationDomain Generalization	CodeCode Available	0
Incorporating Distributions of Discourse Structure for Long Document Abstractive Summarization	May 26, 2023	Abstractive Text SummarizationText Summarization	—Unverified	0
Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence Model	May 24, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator	May 24, 2023	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Improving Factuality of Abstractive Summarization without Sacrificing Summary Quality	May 24, 2023	Abstractive Text SummarizationContrastive Learning	CodeCode Available	0
Abstractive Text Summarization Using the BRIO Training Paradigm	May 23, 2023	Abstractive Text SummarizationText Summarization	—Unverified	0
USB: A Unified Summarization Benchmark Across Tasks and Domains	May 23, 2023	Abstractive Text SummarizationArticles	CodeCode Available	0
Large Language Models are Not Yet Human-Level Evaluators for Abstractive Summarization	May 22, 2023	Abstractive Text Summarization	CodeCode Available	0
Task-agnostic Distillation of Encoder-Decoder Language Models	May 21, 2023	Abstractive Text SummarizationDecoder	—Unverified	0
Counterfactual Debiasing for Generating Factually Consistent Text Summaries	May 18, 2023	Abstractive Text Summarizationcounterfactual	—Unverified	0
Balancing Lexical and Semantic Quality in Abstractive Summarization	May 17, 2023	Abstractive Text SummarizationRe-Ranking	CodeCode Available	1
The Interpreter Understands Your Meaning: End-to-end Spoken Language Understanding Aided by Speech Translation	May 16, 2023	Abstractive Text SummarizationContinual Learning	CodeCode Available	0
PROM: A Phrase-level Copying Mechanism with Pre-training for Abstractive Summarization	May 11, 2023	Abstractive Text Summarization	CodeCode Available	0
Learning Summary-Worthy Visual Representation for Abstractive Summarization in Video	May 8, 2023	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
HistAlign: Improving Context Dependency in Language Generation by Aligning with History	May 8, 2023	Abstractive Text SummarizationText Generation	CodeCode Available	0
The Current State of Summarization	May 8, 2023	Abstractive Text SummarizationDecoder	—Unverified	0
Personalized Abstractive Summarization by Tri-agent Generation Pipeline	May 4, 2023	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	0
Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive Summarization	May 3, 2023	Abstractive Text SummarizationContrastive Learning	CodeCode Available	0
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory	May 3, 2023	Abstractive Text SummarizationDialogue Generation	CodeCode Available	1
Can LMs Generalize to Future Data? An Empirical Analysis on Text Summarization	May 3, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Entity-Based Evaluation of Political Bias in Automatic Summarization	May 3, 2023	Abstractive Text SummarizationArticles	CodeCode Available	0
GEMINI: Controlling the Sentence-level Writing Style for Abstractive Text Summarization	Apr 7, 2023	Abstractive Text SummarizationSentence	CodeCode Available	0
SimCSum: Joint Learning of Simplification and Cross-lingual Summarization for Cross-lingual Science Journalism	Apr 4, 2023	Abstractive Text SummarizationArticles	—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