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 401–425 of 846 papers

Title	Date	Tasks	Status	Hype
CLIFF: Contrastive Learning for Improving Faithfulness and Factuality in Abstractive Summarization	Sep 19, 2021	Abstractive Text SummarizationArticles	CodeCode Available	0
TVStoryGen: A Dataset for Generating Stories with Character Descriptions	Sep 18, 2021	Abstractive Text SummarizationStory Generation	CodeCode Available	1
Measuring Factual Consistency of Abstractive Summaries	Sep 17, 2021	Abstractive Text SummarizationRe-Ranking	—Unverified	0
Exploring Multitask Learning for Low-Resource AbstractiveSummarization	Sep 17, 2021	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
Mitigating Data Scarceness through Data Synthesis, Augmentation and Curriculum for Abstractive Summarization	Sep 17, 2021	Abstractive Text SummarizationData Augmentation	—Unverified	0
RetrievalSum: A Retrieval Enhanced Framework for Abstractive Summarization	Sep 16, 2021	Abstractive Text SummarizationRetrieval	—Unverified	0
UniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation	Sep 13, 2021	Abstractive Text SummarizationDecoder	—Unverified	0
Augmented Abstractive Summarization With Document-LevelSemantic Graph	Sep 13, 2021	Abstractive Text SummarizationDecoder	—Unverified	0
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive Summarization	Sep 9, 2021	Abstractive Text SummarizationDecoder	CodeCode Available	1
Sequence Level Contrastive Learning for Text Summarization	Sep 8, 2021	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems	Sep 8, 2021	Abstractive Text SummarizationDecoder	—Unverified	0
Vision Guided Generative Pre-trained Language Models for Multimodal Abstractive Summarization	Sep 6, 2021	Abstractive Text SummarizationText Generation	CodeCode Available	1
Improving Abstractive Summarization with Commonsense Knowledge	Sep 1, 2021	Abstractive Text SummarizationText Generation	—Unverified	0
On Reducing Repetition in Abstractive Summarization	Sep 1, 2021	Abstractive Text SummarizationInformativeness	—Unverified	0
Cross-lingual Fine-tuning for Abstractive Arabic Text Summarization	Sep 1, 2021	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
Monitoring Fact Preservation, Grammatical Consistency and Ethical Behavior of Abstractive Summarization Neural Models	Sep 1, 2021	Abstractive Text SummarizationFact Checking	—Unverified	0
Faithful or Extractive? On Mitigating the Faithfulness-Abstractiveness Trade-off in Abstractive Summarization	Aug 31, 2021	Abstractive Text Summarization	CodeCode Available	1
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization	Aug 30, 2021	Abstractive Text SummarizationReinforcement Learning (RL)	CodeCode Available	1
Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation	Aug 30, 2021	Abstractive Text Summarizationcounterfactual	CodeCode Available	1
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization	Aug 26, 2021	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1
Alleviating Exposure Bias via Contrastive Learning for Abstractive Text Summarization	Aug 26, 2021	Abstractive Text SummarizationContrastive Learning	CodeCode Available	1
ICAF: Iterative Contrastive Alignment Framework for Multimodal Abstractive Summarization	Aug 11, 2021	Abstractive Text SummarizationSentence Summarization	—Unverified	0
Evaluating the Tradeoff Between Abstractiveness and Factuality in Abstractive Summarization	Aug 5, 2021	Abstractive Text Summarization	—Unverified	0
Semantic Similarity Based Evaluation for Abstractive News Summarization	Aug 1, 2021	Abstractive Text SummarizationNews Summarization	CodeCode Available	0
Field Experiments of Real Time Foreign News Distribution Powered by MT	Aug 1, 2021	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