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 1–25 of 149 papers

Title	Date	Tasks	Status	Hype	Score
Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning	May 17, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Non-Autoregressive Text Generation with Pre-trained Language Models	Feb 16, 2021	Machine TranslationSentence	CodeCode Available	1	5
Unsupervised Abstractive Dialogue Summarization with Word Graphs and POV Conversion	May 26, 2022	Abstractive Dialogue SummarizationReranking	CodeCode Available	1	5
Syntactically Look-Ahead Attention Network for Sentence Compression	Feb 4, 2020	DecoderInformativeness	CodeCode Available	1	5
SEQ\^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression	Jun 1, 2019	DecoderLanguage Modeling	CodeCode Available	0	5
Sequence-to-sequence Models for Cache Transition Systems	Jul 1, 2018	AMR ParsingDecoder	CodeCode Available	0	5
Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization	May 14, 2018	Abstractive Dialogue SummarizationAbstractive Text Summarization	CodeCode Available	0	5
Learning How to Simplify From Explicit Labeling of Complex-Simplified Text Pairs	Nov 1, 2017	Machine TranslationSentence	CodeCode Available	0	5
Sentence Simplification with Deep Reinforcement Learning	Mar 31, 2017	DecoderDeep Reinforcement Learning	CodeCode Available	0	5
Sentence Compression for Arbitrary Languages via Multilingual Pivoting	Oct 1, 2018	Machine TranslationSentence	CodeCode Available	0	5
Explicit Sentence Compression for Neural Machine Translation	Dec 27, 2019	DecoderMachine Translation	CodeCode Available	0	5
Contextualized Semantic Distance between Highly Overlapped Texts	Oct 4, 2021	Domain AdaptationLanguage Modeling	CodeCode Available	0	5
Unsupervised Semantic Abstractive Summarization	Jul 1, 2018	Abstractive Text SummarizationSentence Compression	CodeCode Available	0	5
Unsupervised Sentence Compression using Denoising Auto-Encoders	Sep 7, 2018	DenoisingSentence	CodeCode Available	0	5
Combining Graph Degeneracy and Submodularity for Unsupervised Extractive Summarization	Sep 1, 2017	Document SummarizationExtractive Summarization	CodeCode Available	0	5
Globally Normalized Transition-Based Neural Networks	Mar 19, 2016	Dependency ParsingPart-Of-Speech Tagging	CodeCode Available	0	5
A Novel Metric for Evaluating Semantics Preservation	Oct 16, 2021	Language ModelingLanguage Modelling	CodeCode Available	0	5
Evaluation Discrepancy Discovery: A Sentence Compression Case-study	Jan 22, 2021	SentenceSentence Compression	CodeCode Available	0	5
Improving Factual Consistency in Summarization with Compression-Based Post-Editing	Nov 11, 2022	InformativenessSentence	CodeCode Available	0	5
Keyphrase Extraction for N-best Reranking in Multi-Sentence Compression	Jun 1, 2013	Information RetrievalKeyphrase Extraction	CodeCode Available	0	5
SEQ^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression	Apr 7, 2019	DecoderLanguage Modeling	CodeCode Available	0	5
SCAR: Sentence Compression using Autoencoders for Reconstruction	Jul 1, 2020	DecoderSentence	CodeCode Available	0	5
An Operation Network for Abstractive Sentence Compression	Aug 1, 2018	SentenceSentence Compression	—Unverified	0	0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications	Aug 1, 2016	Abstractive Text SummarizationKnowledge Base Population	—Unverified	0	0
Adversarial Neural Networks for Cross-lingual Sequence Tagging	Aug 14, 2018	Dependency ParsingSentence	—Unverified	0	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