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 226–250 of 846 papers

Title	Date	Tasks	Status	Hype
Universal Evasion Attacks on Summarization Scoring	Oct 25, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and Summarization	Oct 25, 2022	Abstractive Text SummarizationBenchmarking	CodeCode Available	0
Mutual Information Alleviates Hallucinations in Abstractive Summarization	Oct 24, 2022	Abstractive Text Summarization	CodeCode Available	1
Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling	Oct 22, 2022	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	1
Salience Allocation as Guidance for Abstractive Summarization	Oct 22, 2022	Abstractive Text SummarizationArticles	CodeCode Available	1
Towards Summary Candidates Fusion	Oct 17, 2022	Abstractive Text SummarizationRe-Ranking	CodeCode Available	0
Legal Case Document Summarization: Extractive and Abstractive Methods and their Evaluation	Oct 14, 2022	Abstractive Text SummarizationDocument Summarization	CodeCode Available	2
Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods	Oct 13, 2022	Abstractive Text SummarizationFeature Importance	CodeCode Available	0
Shortcomings of Question Answering Based Factuality Frameworks for Error Localization	Oct 13, 2022	Abstractive Text SummarizationQuestion Answering	CodeCode Available	0
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive Summarization	Oct 6, 2022	Abstractive Text SummarizationLanguage Modelling	CodeCode Available	0
Towards Improving Faithfulness in Abstractive Summarization	Oct 4, 2022	Abstractive Text SummarizationDecoder	CodeCode Available	1
Probing of Quantitative Values in Abstractive Summarization Models	Oct 3, 2022	Abstractive Text SummarizationHallucination	—Unverified	0
Faithful Abstractive Summarization via Fact-aware Consistency-constrained Transformer	Oct 1, 2022	Abstractive Text SummarizationText Generation	CodeCode Available	0
Abstractive Approaches To Multidocument Summarization Of Medical Literature Reviews	Oct 1, 2022	Abstractive Text SummarizationText Summarization	—Unverified	0
Source-summary Entity Aggregation in Abstractive Summarization	Oct 1, 2022	Abstractive Text Summarization	—Unverified	0
LipKey: A Large-Scale News Dataset for Absent Keyphrases Generation and Abstractive Summarization	Oct 1, 2022	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Calibrating Sequence likelihood Improves Conditional Language Generation	Sep 30, 2022	abstractive question answeringAbstractive Text Summarization	—Unverified	0
Out-of-Distribution Detection and Selective Generation for Conditional Language Models	Sep 30, 2022	Abstractive Text SummarizationOut-of-Distribution Detection	—Unverified	0
COLO: A Contrastive Learning based Re-ranking Framework for One-Stage Summarization	Sep 29, 2022	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees	Sep 21, 2022	Abstractive Text SummarizationSentence	CodeCode Available	1
A Step-by-Step Gradient Penalty with Similarity Calculation for Text Summary Generation	Sep 20, 2022	Abstractive Text Summarization	CodeCode Available	0
Harnessing Abstractive Summarization for Fact-Checked Claim Detection	Sep 10, 2022	Abstractive Text SummarizationFact Checking	CodeCode Available	0
Applying Transformer-based Text Summarization for Keyphrase Generation	Sep 8, 2022	Abstractive Text SummarizationKeyphrase Extraction	—Unverified	0
Extractive is not Faithful: An Investigation of Broad Unfaithfulness Problems in Extractive Summarization	Sep 8, 2022	Abstractive Text SummarizationExtractive Summarization	CodeCode Available	1
Entity-based SpanCopy for Abstractive Summarization to Improve the Factual Consistency	Sep 7, 2022	Abstractive Text Summarization	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