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 126–150 of 846 papers

Title	Date	Tasks	Status	Hype
Low Resource Summarization using Pre-trained Language Models	Oct 4, 2023	Abstractive Text Summarization	—Unverified	0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP	Sep 22, 2023	Abstractive Text SummarizationNatural Language Inference	—Unverified	0
Towards Green AI in Fine-tuning Large Language Models via Adaptive Backpropagation	Sep 22, 2023	Abstractive Text Summarization	CodeCode Available	1
NumHG: A Dataset for Number-Focused Headline Generation	Sep 4, 2023	Abstractive Text SummarizationArticles	CodeCode Available	0
Benchmarking the Generation of Fact Checking Explanations	Aug 29, 2023	Abstractive Text SummarizationArticles	CodeCode Available	1
Inducing Causal Structure for Abstractive Text Summarization	Aug 24, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	0
PromptSum: Parameter-Efficient Controllable Abstractive Summarization	Aug 6, 2023	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
ESRL: Efficient Sampling-based Reinforcement Learning for Sequence Generation	Aug 4, 2023	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1
Retrieval Augmented Generation and Representative Vector Summarization for large unstructured textual data in Medical Education	Aug 1, 2023	Abstractive Text SummarizationHallucination	CodeCode Available	1
Guidance in Radiology Report Summarization: An Empirical Evaluation and Error Analysis	Jul 24, 2023	Abstractive Text Summarization	CodeCode Available	0
Prompting Large Language Models with Speech Recognition Abilities	Jul 21, 2023	Abstractive Text SummarizationAutomatic Speech Recognition	—Unverified	0
Improving Factuality of Abstractive Summarization via Contrastive Reward Learning	Jul 10, 2023	Abstractive Text SummarizationContrastive Learning	—Unverified	0
Named Entity Inclusion in Abstractive Text Summarization	Jul 5, 2023	Abstractive Text Summarizationnamed-entity-recognition	—Unverified	0
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them	Jul 3, 2023	Abstractive Text SummarizationHallucination	—Unverified	0
Fusing Multimodal Signals on Hyper-complex Space for Extreme Abstractive Text Summarization (TL;DR) of Scientific Contents	Jun 24, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Abstractive Text Summarization for Resumes With Cutting Edge NLP Transformers and LSTM	Jun 23, 2023	Abstractive Text SummarizationText Summarization	—Unverified	0
Open-Domain Text Evaluation via Contrastive Distribution Methods	Jun 20, 2023	Abstractive Text SummarizationCoherence Evaluation	CodeCode Available	0
GUMSum: Multi-Genre Data and Evaluation for English Abstractive Summarization	Jun 20, 2023	Abstractive Text Summarization	CodeCode Available	0
Absformer: Transformer-based Model for Unsupervised Multi-Document Abstractive Summarization	Jun 7, 2023	Abstractive Text SummarizationDecoder	—Unverified	0
Towards End-to-end Speech-to-text Summarization	Jun 6, 2023	Abstractive Text SummarizationSpeech-to-Text	CodeCode Available	0
How Ready are Pre-trained Abstractive Models and LLMs for Legal Case Judgement Summarization?	Jun 2, 2023	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
Unsupervised Extractive Summarization of Emotion Triggers	Jun 2, 2023	Abstractive Text SummarizationExtractive Summarization	CodeCode Available	0
An abstractive text summarization technique using transformer model with self-attention mechanism	Jun 1, 2023	Abstractive Text SummarizationText Summarization	CodeCode Available	0
Towards Argument-Aware Abstractive Summarization of Long Legal Opinions with Summary Reranking	Jun 1, 2023	Abstractive Text SummarizationReranking	CodeCode Available	0
Factually Consistent Summarization via Reinforcement Learning with Textual Entailment Feedback	May 31, 2023	Abstractive Text SummarizationNatural Language Inference	—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