A Rule-Based Source-Side Reordering on Phrase Structure Subtrees

Fangli Liang, Lei Chen, Miao Li, Nasun-Urtu
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引用次数: 5

Abstract

Since different languages put words in different orders, reordering is an important issue in statistical machine translation. The paper proposes a rule-based reordering method at the source side as a preprocessing step, which applies some syntactic reordering rules on the phrase structure subtree to reorder source language. The reordering rules integrate the phrase structure tree with part-of-speech tags, which can implement the reordering not only between words but also between words and phrases. And the problems of long-distance reordering and translation errors can be partly solved. Meanwhile, the interference between reordering rules of this method has been significantly reduced in this method. Experiments shows that our method can improve the performance of the state-of-the-art phrase translation models, achieving 1.71 BLEU score increase over the standard phrase-based machine translation system.
基于规则的短语结构子树源端重排序
由于不同的语言对单词的排列顺序不同,因此重新排序是统计机器翻译中的一个重要问题。本文提出了一种基于规则的源端重排序方法作为预处理步骤,该方法利用短语结构子树上的语法重排序规则对源语言进行重排序。该规则将短语结构树与词性标签相结合,实现了词与词之间以及词与短语之间的重新排序。远程重排和翻译错误的问题可以部分解决。同时,该方法显著降低了该方法中重排规则之间的干扰。实验表明,我们的方法可以提高最先进的短语翻译模型的性能,与标准的基于短语的机器翻译系统相比,BLEU分数提高了1.71。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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