A Classifier-Based Preordering Approach for English-Vietnamese Statistical Machine Translation

被引:0
|
作者
Viet Hong Tran [1 ,2 ]
Huyen Thuong Vu [2 ,3 ]
Vinh Van Nguyen [2 ]
Minh Le Nguyen [4 ]
机构
[1] Univ Econ & Tech Ind, Hanoi, Vietnam
[2] Vietnam Natl Univ, Univ Engn & Technol, Hanoi, Vietnam
[3] ThuyLoi Univ, Hanoi, Vietnam
[4] Japan Adv Inst Sci & Technol, Nomi, Japan
关键词
Natural language processing; Machine translation; Phrase-based statistical machine translation;
D O I
10.1007/978-3-319-75487-1_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Reordering is of essential importance problem for phrase based statistical machine translation (SMT). In this paper, we propose an approach to automatically learn reordering rules as preprocessing step based on a dependency parser in phrase-based statistical machine translation for English to Vietnamese. We used dependency parsing and rules extracting from training the features-rich discriminative classifiers for reordering source-side sentences. We evaluated our approach on English-Vietnamese machine translation tasks, and showed that it outperform the baseline phrase-based SMT system.
引用
收藏
页码:74 / 87
页数:14
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