一种新的基于依赖的词级重排模型用于短语翻译

Shui Liu, Sheng Li, T. Zhao, Shiqi Li
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引用次数: 0

摘要

基于短语的统计机器翻译(SMT)是机器翻译领域的一个重要里程碑,然而,基于短语的统计机器翻译的翻译模型是无结构的,这在一定程度上限制了其重新排序的能力。为了提高基于短语的SMT的重排能力,本文提出了一种基于首修饰语关系的重排模型,该模型利用了源语言的结构化语言分析信息。在非常小的重排序模型中,我们显著提高了基于短语的SMT的性能。
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A novel dependency based word-level reordering model for phrased-based translation
Phrase based statistic MT (SMT) is an important milestone in MT. However, the translation model in the phrase based SMT is structure free which limits its reordering capacity to some extent. In order to enhance the reordering capacity of phrase based SMT, in this paper we propose a head-modifier relation based reordering model, which exploits the way how to utilize the structured linguistic analysis information in source language. Within very small size of reordering model, we enhance the performance of the phrase based SMT significantly.
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