Improvements in Statistical Phrase-Based Interactive Machine Translation

被引:3
|
作者
Cai, Dongfeng [1 ]
Zhang, Hua [1 ]
Ye, Na [1 ]
机构
[1] Shenyang Aerosp Univ, Knowledge Engn Res Ctr, Shenyang, Liaoning, Peoples R China
关键词
interactive machine translation; statistical phrase-based model; dynamic distortion limitation; maximized diversity; word co-occurrence model;
D O I
10.1109/IALP.2013.27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
State-of-the-art Machine Translation (MT) systems are still far from being perfect. An alternative is the so-called Interactive Machine Translation (IMT). In this paper, we present some novel methods to improve the statistical phrase-based IMT. We utilize dynamic distortion limitation to balance the requirements of long distance reordering and decoding speed. And we introduce the difference function to the translation hypothesis extension as a heuristic function, to make the final translation candidates as diverse as possible. We also use the user validated prefix to direct the word selection of suffix based on a word co-occurrence model. All these methods aim at optimizing the first N-best candidate translations and look forward to reducing the cognitive burden of the users. The experiential results show the effectiveness of our methods.
引用
收藏
页码:91 / 94
页数:4
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