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Sentence Compression

Sentence Compression is the task of reducing the length of text by removing non-essential content while preserving important facts and grammaticality.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–110 of 149 papers

Title	Date	Tasks	Status	Hype
Event-Driven Headline Generation	Jul 1, 2015	Headline GenerationSentence Compression	—Unverified	0
Using Tweets to Help Sentence Compression for News Highlights Generation	Jul 1, 2015	Document SummarizationDomain Generalization	—Unverified	0
Sentence Compression For Automatic Subtitling	May 1, 2015	SentenceSentence Compression	—Unverified	0
Looking hard: Eye tracking for detecting grammaticality of automatically compressed sentences	May 1, 2015	Sentence Compression	—Unverified	0
Identification and Characterization of Newsworthy Verbs in World News	May 1, 2015	ArticlesDescriptive	—Unverified	0
A Dynamic Programming Algorithm for Tree Trimming-based Text Summarization	May 1, 2015	Combinatorial OptimizationDocument Summarization	—Unverified	0
Joint Decoding of Tree Transduction Models for Sentence Compression	Oct 1, 2014	Language ModellingSentence	—Unverified	0
Recursive Deep Models for Discourse Parsing	Oct 1, 2014	Dependency ParsingDiscourse Parsing	—Unverified	0
Improving Multi-documents Summarization by Sentence Compression based on Expanded Constituent Parse Trees	Oct 1, 2014	Abstractive Text SummarizationDocument Summarization	—Unverified	0
Unsupervised Sentence Enhancement for Automatic Summarization	Oct 1, 2014	Abstractive Text SummarizationCoreference Resolution	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SLAHAN (LSTM+syntactic-information)	F1	0.86	—	Unverified
2	BiRNN + LM Evaluator	F1	0.85	—	Unverified
3	Higher-Order Syntactic Attention Network	F1	0.84	—	Unverified
4	LSTM	F1	0.82	—	Unverified
5	LSTMs + eye-movement	F1	0.81	—	Unverified
6	BiLSTM	F1	0.8	—	Unverified