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 501–525 of 846 papers

Title	Date	Tasks	Status	Hype
Cross-lingual Transfer of Abstractive Summarizer to Less-resource Language	Dec 8, 2020	Abstractive Text SummarizationArticles	—Unverified	0
Using multiple ASR hypotheses to boost i18n NLU performance	Dec 7, 2020	Abstractive Text SummarizationAutomatic Speech Recognition	—Unverified	0
An Enhanced MeanSum Method For Generating Hotel Multi-Review Summarizations	Dec 7, 2020	Abstractive Text Summarization	—Unverified	0
Bengali Abstractive News Summarization(BANS): A Neural Attention Approach	Dec 3, 2020	Abstractive Text SummarizationArticles	CodeCode Available	0
Towards Generating Query to Perform Query Focused Abstractive Summarization using Pre-trained Model	Dec 1, 2020	Abstractive Text SummarizationLanguage Modeling	CodeCode Available	0
Task Proposal: Abstractive Snippet Generation for Web Pages	Dec 1, 2020	Abstractive Text Summarization	—Unverified	0
Distinctive Slogan Generation with Reconstruction	Dec 1, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
SumTitles: a Summarization Dataset with Low Extractiveness	Dec 1, 2020	Abstractive Text SummarizationText Summarization	—Unverified	0
Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive Summarization	Dec 1, 2020	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
DebateSum: A large-scale argument mining and summarization dataset	Nov 14, 2020	Abstractive Text SummarizationArgument Mining	CodeCode Available	1
Automatic Summarization of Open-Domain Podcast Episodes	Nov 9, 2020	Abstractive Text Summarization	—Unverified	0
Detecting Hallucinated Content in Conditional Neural Sequence Generation	Nov 5, 2020	Abstractive Text SummarizationHallucination	CodeCode Available	1
Topic-Centric Unsupervised Multi-Document Summarization of Scientific and News Articles	Nov 3, 2020	Abstractive Text SummarizationArticles	—Unverified	0
WSL-DS: Weakly Supervised Learning with Distant Supervision for Query Focused Multi-Document Abstractive Summarization	Nov 3, 2020	Abstractive Text SummarizationDocument Summarization	CodeCode Available	0
Liputan6: A Large-scale Indonesian Dataset for Text Summarization	Nov 2, 2020	Abstractive Text SummarizationArticles	CodeCode Available	1
Divide and Conquer: From Complexity to Simplicity for Lay Summarization	Nov 1, 2020	Abstractive Text SummarizationLay Summarization	CodeCode Available	0
CIST@CL-SciSumm 2020, LongSumm 2020: Automatic Scientific Document Summarization	Nov 1, 2020	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Using Pre-Trained Transformer for Better Lay Summarization	Nov 1, 2020	Abstractive Text SummarizationExtractive Summarization	—Unverified	0
ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-training	Nov 1, 2020	Abstractive Text SummarizationPrediction	CodeCode Available	0
Friendly Topic Assistant for Transformer Based Abstractive Summarization	Nov 1, 2020	Abstractive Text SummarizationDocument Summarization	—Unverified	0
TESA: A Task in Entity Semantic Aggregation for Abstractive Summarization	Nov 1, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation	Nov 1, 2020	Abstractive Text SummarizationConversational Response Generation	—Unverified	0
Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation	Oct 24, 2020	Abstractive Text SummarizationKeyphrase Extraction	CodeCode Available	1
Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation	Oct 24, 2020	Abstractive Text SummarizationData Augmentation	—Unverified	0
Learning to Summarize Long Texts with Memory Compression and Transfer	Oct 21, 2020	Abstractive Text SummarizationDecoder	—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