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

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Showing 176–200 of 846 papers

Title	Date	Tasks	Status	Hype
CQSumDP: A ChatGPT-Annotated Resource for Query-Focused Abstractive Summarization Based on Debatepedia	Mar 31, 2023	Abstractive Text SummarizationText Generation	—Unverified	0
Comparing Abstractive Summaries Generated by ChatGPT to Real Summaries Through Blinded Reviewers and Text Classification Algorithms	Mar 30, 2023	Abstractive Text Summarizationtext-classification	—Unverified	0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization	Mar 27, 2023	Abstractive Text SummarizationNatural Language Inference	—Unverified	0
SASS: Data and Methods for Subject Aware Sentence Simplification	Mar 26, 2023	Abstractive Text SummarizationData Augmentation	—Unverified	0
Lay Text Summarisation Using Natural Language Processing: A Narrative Literature Review	Mar 24, 2023	Abstractive Text SummarizationArticles	—Unverified	0
SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization	Mar 24, 2023	Abstractive Text SummarizationFew-Shot Learning	—Unverified	0
Faithfulness-Aware Decoding Strategies for Abstractive Summarization	Mar 6, 2023	Abstractive Text Summarization	CodeCode Available	1
An Analysis of Abstractive Text Summarization Using Pre-trained Models	Feb 25, 2023	Abstractive Text SummarizationText Summarization	—Unverified	0
Abstractive Text Summarization using Attentive GRU based Encoder-Decoder	Feb 25, 2023	Abstractive Text SummarizationDecoder	—Unverified	0
Summaries as Captions: Generating Figure Captions for Scientific Documents with Automated Text Summarization	Feb 23, 2023	Abstractive Text SummarizationCaption Generation	CodeCode Available	0
Learning with Rejection for Abstractive Text Summarization	Feb 16, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Exploring the Limits of ChatGPT for Query or Aspect-based Text Summarization	Feb 16, 2023	Abstractive Text SummarizationArticles	—Unverified	0
Long Text and Multi-Table Summarization: Dataset and Method	Feb 8, 2023	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Leveraging Summary Guidance on Medical Report Summarization	Feb 8, 2023	16kAbstractive Text Summarization	—Unverified	0
Curriculum-Guided Abstractive Summarization	Feb 2, 2023	Abstractive Text SummarizationDecoder	—Unverified	0
Curriculum-guided Abstractive Summarization for Mental Health Online Posts	Feb 2, 2023	Abstractive Text SummarizationExtreme Summarization	—Unverified	0
HunSum-1: an Abstractive Summarization Dataset for Hungarian	Feb 1, 2023	Abstractive Text SummarizationArticles	CodeCode Available	1
Transformer Based Implementation for Automatic Book Summarization	Jan 17, 2023	Abstract generationAbstractive Text Summarization	—Unverified	0
On the State of German (Abstractive) Text Summarization	Jan 17, 2023	Abstractive Text SummarizationAttribute	CodeCode Available	1
Active Learning for Abstractive Text Summarization	Jan 9, 2023	Abstractive Text SummarizationActive Learning	CodeCode Available	0
BUS: Efficient and Effective Vision-Language Pre-Training with Bottom-Up Patch Summarization.	Jan 1, 2023	Abstractive Text SummarizationDecoder	—Unverified	0
BART-IT: An Efficient Sequence-to-Sequence Model for Italian Text Summarization	Dec 27, 2022	Abstractive Text SummarizationText Summarization	CodeCode Available	1
TextBox 2.0: A Text Generation Library with Pre-trained Language Models	Dec 26, 2022	Abstractive Text SummarizationData-to-Text Generation	CodeCode Available	3
OpineSum: Entailment-based self-training for abstractive opinion summarization	Dec 21, 2022	Abstractive Text SummarizationArticles	—Unverified	0
Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization	Dec 21, 2022	Abstractive Text Summarizationreinforcement-learning	CodeCode Available	1

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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