哈工大信息检索研究室论坛 » 机器翻译 » A Survey of Statistical Machine Translation (April 2007)

Car 发表于 2007-5-31 10:46

A Survey of Statistical Machine Translation (April 2007)

Adam Lopez

Computational Linguistics and Information Processing Laboratory
Institute for Advanced Computer Studies
Department of Computer Science
University of Maryland
College Park, MD 20742
[email=alopez@cs.umd.edu]alopez@cs.umd.edu[/email]

Abstract
Statistical machine translation (SMT) treats the translation of natural language as a machine learning
problem. By examining many samples of human-produced translation, SMT algorithms automatically
learn how to translate. SMT has made tremendous strides in less than two decades, and many popular
techniques have only emerged within the last few years. This survey presents a tutorial overview of
state-of-the-art SMT at the beginning of 2007. We begin with the context of the current research, and
then move to a formal problem description and an overview of the four main subproblems: translational
equivalence modeling, mathematical modeling, parameter estimation, and decoding. Along the way, we
present a taxonomy of some different approaches within these areas. We conclude with an overview of
evaluation and notes on future directions.

Truman 发表于 2007-5-31 11:35

这个综述不错，谢谢Carl的分享，收藏了！

billlang 发表于 2007-5-31 15:17

Car上传到个人空间中吧，可以采用文件方式放入经典论文中

Car 发表于 2007-5-31 15:51

呵呵，这个是最新论文，还不知道能不能成为经典：）

wanle 发表于 2007-6-6 20:50

看不懂，英语的好好学了...以后...

victor 发表于 2008-1-21 15:28

谢谢Carl~

kosaimjj 发表于 2008-8-18 13:43

.

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