sentence compression
An extractive supervised two stage method for sentence compression
... extractive sentence compression system that learns parse tree transduc- tion operators from a parallel extractive corpus of source-compressed ...best compression among those licensed by the operators ...
9
Evaluating Sentence Compression: Pitfalls and Suggested Remedies
... Sentence compression is the natural language gen- eration (NLG) task of automatically shortening sen- ...for compression, even though some compression systems are indirectly evaluated as a ...
7
Joint Decoding of Tree Transduction Models for Sentence Compression
... In this paper, we provide a new method for decoding tree transduction based sentence compression models augmented with lan- guage model scores, by jointly decoding two components. In our proposed so- ...
6
Keyphrase Extraction for N best Reranking in Multi Sentence Compression
... This paper presented a multi-sentence compres- sion approach that uses keyphrases to generate more informative compressions. We extended Fil- ippova (2010)’s word graph-based MSC approach by adding a re-reranking ...
8
A Language Model based Evaluator for Sentence Compression
... ilar to ”sentence perplexity”, the higher the score is, the worse is the sentence). As shown in Figure 3, deleting the object(#2), verb(#3), or subject(#4) results in a significant increase in ...
6
Parallel Sentence Compression
... Benjamin Marie, Alexandre Allauzen, Franck Burlot, Quoc-Khanh Do, Julia Ive, Elena Knyazeva, Matthieu Labeau, Thomas Lavergne, Kevin L¨oser, Nicolas P´echeux, and Fran¸cois Yvon. 2015. LIMSI@WMT’15 : Translation task. In ...
11
Constraint Based Sentence Compression: An Integer Programming Approach
... In this paper we have presented a novel method for automatic sentence compression. A key aspect of our approach is the use of integer program- ming for inferring globally optimal compressions in the ...
8
Supervised and Unsupervised Learning for Sentence Compression
... and sentence compres- sion in particular, are popular ...statistical sentence compression in Statistics-Based Summarization - Step One: Sentence Compression (Knight and Marcu, ...
8
Large Margin Synchronous Generation and its Application to Sentence Compression
... on sentence com- pression show significant improvements over the ...Beyond sentence compression and related text-to-text generation problems ...
10
Japanese Sentence Compression with a Large Training Dataset
... Sentence compression is the task of shorten- ing a sentence while preserving its important information and ...tence compression systems are useful by them- selves and also as a module in an ...
6
Language as a Latent Variable: Discrete Generative Models for Sentence Compression
... attentional feed-forward decoder to generate abstrac- tive summarises, which provides the benchmark for the Gigaword dataset. Nallapati et al. (2016) fur- ther improves the performance by exploring multi- ple variants of ...
10
Sentence Compression with Semantic Role Constraints
... For sentence compression, we propose new se- mantic constraints to directly capture the relations between a predicate and its arguments, whereas the existing approaches have focused on relatively shallow ...
5
Document Summarization via Guided Sentence Compression
... Joint compression and summarization has been used recently to generate high quality ...‘sentence compression + sentence selection’ pipeline approach for compressive summarization, but propose ...
11
Sentence Compression for Target Polarity Word Collocation Extraction
... sentence compression. Of course, the final effectiveness of sentence compression model can be reviewed by the derived T-P collocation extraction ...
10
Flexible Japanese Sentence Compression by Relaxing Unit Constraints
... The sentence was a lead sentence (the first sentence of an ...for sentence compression because they can be compressed without consideration of their ...the sentence was not too ...
16
Overcoming the Lack of Parallel Data in Sentence Compression
... extractive compression models – the lack of a large parallel ...for sentence compression, and that our supervised module can successfully learn their weights from the ...for compression and ...
11
Polynomial Time Joint Structural Inference for Sentence Compression
... Sentence compression aims to shorten a sentence by removing uninformative words to reduce read- ing ...pressed sentence readable, some techniques con- sider the n-gram language models of the ...
6
Improving sentence compression by learning to predict gaze
... Sentence compression is a basic operation in text simplification which has the potential to improve statistical machine translation and automatic sum- marization (Berg-Kirkpatrick et ...proving ...
6
A Two step Approach to Sentence Compression of Spoken Utterances
... investigate sentence compres- sion of spoken utterances in order to remove re- dundant or unnecessary words while trying to pre- serve the information in the original ...tence compression has been studied ...
5
Query focused Sentence Compression in Linear Time
... Search applications often display shortened sentences which must contain certain query terms and must fit within the space constraints of a user interface. This work introduces a new transition-based sentence ...
7