Evaluation of a Japanese Sentence Compression Method Based on Phrase Significance and Inter-Phrase Dependency

2002 ◽  
pp. 27-32 ◽  
Author(s):  
Rei Oguro ◽  
Hiromi Sekiya ◽  
Yuhei Morooka ◽  
Kazuyuki Takagi ◽  
Kazuhiko Ozeki
Keyword(s):  
Compression Method ◽  
Sentence Compression

A Chinese Sentence Compression Method for Opinion Mining

2010 ◽  
pp. 320-329 ◽  
Author(s):  
Shi Feng ◽  
Daling Wang ◽  
Ge Yu ◽  
Binyang Li ◽  
Kam-Fai Wong
Keyword(s):  
Opinion Mining ◽  
Compression Method ◽  
Sentence Compression

scholarly journals Explicit Sentence Compression for Neural Machine Translation

2020 ◽  
Vol 34 (05) ◽  
pp. 8311-8318
Author(s):  
Zuchao Li ◽  
Rui Wang ◽  
Kehai Chen ◽  
Masao Utiyama ◽  
Eiichiro Sumita ◽  
...  
Keyword(s):  
Machine Translation ◽  
State Of The Art ◽  
General Information ◽  
Compression Method ◽  
Neural Machine Translation ◽  
Sentence Compression ◽  
French And English ◽  
Source Sentence ◽  
Empirical Tests ◽  
Target Side

State-of-the-art Transformer-based neural machine translation (NMT) systems still follow a standard encoder-decoder framework, in which source sentence representation can be well done by an encoder with self-attention mechanism. Though Transformer-based encoder may effectively capture general information in its resulting source sentence representation, the backbone information, which stands for the gist of a sentence, is not specifically focused on. In this paper, we propose an explicit sentence compression method to enhance the source sentence representation for NMT. In practice, an explicit sentence compression goal used to learn the backbone information in a sentence. We propose three ways, including backbone source-side fusion, target-side fusion, and both-side fusion, to integrate the compressed sentence into NMT. Our empirical tests on the WMT English-to-French and English-to-German translation tasks show that the proposed sentence compression method significantly improves the translation performances over strong baselines.

The ROM Design with Half Grouping Compression Method for Chip Area and Power Consumption Reduction

2009 ◽  
Vol E92-C (3) ◽  
pp. 352-355
Author(s):  
Ki-Sang JUNG ◽  
Kang-Jik KIM ◽  
Young-Eun KIM ◽  
Jin-Gyun CHUNG ◽  
Ki-Hyun PYUN ◽  
...  
Keyword(s):  
Power Consumption ◽  
Compression Method ◽  
Chip Area ◽  
Consumption Reduction
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