Sentence Compression

11 papers with code · Natural Language Processing
Subtask of Sentence Embeddings

Sentence compression produces a shorter sentence by removing redundant information, preserving the grammatically and the important content of the original sentence.

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Greatest papers with code

Globally Normalized Transition-Based Neural Networks

ACL 2016 tensorflow/models

Our model is a simple feed-forward neural network that operates on a task-specific transition system, yet achieves comparable or better accuracies than recurrent models.

DEPENDENCY PARSING PART-OF-SPEECH TAGGING SENTENCE COMPRESSION

SEQ^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression

7 Apr 2019cbaziotis/seq3

The proposed model does not require parallel text-summary pairs, achieving promising results in unsupervised sentence compression on benchmark datasets.

LANGUAGE MODELLING UNSUPERVISED SENTENCE COMPRESSION

Toward Fast and Accurate Neural Discourse Segmentation

EMNLP 2018 PKU-TANGENT/NeuralEDUSeg

Discourse segmentation, which segments texts into Elementary Discourse Units, is a fundamental step in discourse analysis.

DOCUMENT SUMMARIZATION SENTENCE COMPRESSION

Learning How to Simplify From Explicit Labeling of Complex-Simplified Text Pairs

IJCNLP 2017 ghpaetzold/massalign

Current research in text simplification has been hampered by two central problems: (i) the small amount of high-quality parallel simplification data available, and (ii) the lack of explicit annotations of simplification operations, such as deletions or substitutions, on existing data.

MACHINE TRANSLATION SENTENCE COMPRESSION TEXT SIMPLIFICATION

Combining Graph Degeneracy and Submodularity for Unsupervised Extractive Summarization

WS 2017 Tixierae/EMNLP2017_NewSum

We present a fully unsupervised, extractive text summarization system that leverages a submodularity framework introduced by past research.

DOCUMENT SUMMARIZATION INFORMATION RETRIEVAL KEYWORD EXTRACTION SENTENCE COMPRESSION

Explicit Sentence Compression for Neural Machine Translation

27 Dec 2019bcmi220/esc4nmt

In this paper, we propose an explicit sentence compression method to enhance the source sentence representation for NMT.

MACHINE TRANSLATION SENTENCE COMPRESSION

Unsupervised Abstractive Meeting Summarization with Multi-Sentence Compression and Budgeted Submodular Maximization

ACL 2018 bearblog/CoreRank

We introduce a novel graph-based framework for abstractive meeting speech summarization that is fully unsupervised and does not rely on any annotations.

 SOTA for Meeting Summarization on 300W (using extra training data)

ABSTRACTIVE TEXT SUMMARIZATION DIALOGUE UNDERSTANDING MEETING SUMMARIZATION SENTENCE COMPRESSION WORD EMBEDDINGS

Syntactically Look-Ahead Attention Network for Sentence Compression

4 Feb 2020kamigaito/SLAHAN

Sentence compression is the task of compressing a long sentence into a short one by deleting redundant words.

SENTENCE COMPRESSION