改进的基于分层短语翻译的重新排序规则

Shu Cai, Yajuan Lü, Qun Liu
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引用次数: 5

摘要

基于分层短语的翻译模型是一种简单而强大的机器翻译模型。然而,由于计算复杂度的限制,分层规则的提取和使用通常受到一定的限制,这些限制可能会对翻译模型的性能产生负面影响,特别是对于重新排序。本文提出了一种改进分层短语翻译模型重排序的方法。我们提出了一种两步法来提取更少限制的改进的重排序规则。这些重新排序规则可以帮助本地和非本地重新排序,并且可以很容易地合并到基于分层短语的翻译系统中。实验表明,我们的方法在汉英翻译方面取得了显著的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improved Reordering Rules for Hierarchical Phrase-Based Translation
Hierarchical phrase-based translation model has been proven to be a simple and powerful machine translation model. However, due to the computational complexity constraints, the extraction and use of hierarchical rules are usually restricted under certain limits, and these limits could have a negative impact on the performance of the translation model, especially for reordering. This paper presents a solution to improve the reordering of hierarchical phrase-based translation model. We propose a two-step method to extract improved reordering rules with less limits. These reordering rules help both local and non-local reordering, and could be incorporated to a hierarchical phrase-based translation system easily. Experiments show that our approach achieves statistically significant improvements over the baseline system in Chinese-English translation.
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