An overview of the phrase-based statistical machine translation techniques

被引:2
|
作者
Ruiz Costa-Jussa, Marta [1 ]
机构
[1] Barcelona Media Innovat Ctr, Barcelona 08018, Spain
来源
KNOWLEDGE ENGINEERING REVIEW | 2012年 / 27卷 / 04期
关键词
D O I
10.1017/S026988891200029X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work provides a general overview of the statistical machine translation (SMT) scientific field, which is a subfield of machine translation (MT). Specifically, this paper focuses on one of the most popular SMT approaches, that is, the phrase-based system. The phrase-based translation units are typically extracted using statistical criteria, and they are weighted using different models. These models are log-linearly combined in the decoding, which is in charge of choosing the most probable translation. Significant quality improvements have been produced from original phrase-based SMT systems. Among others, the main challenges are reordering, domain adaptation and evaluation.
引用
收藏
页码:413 / 431
页数:19
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