利用三语语料库的翻译释义改进基于短语的统计机器翻译:初步报告

F. Herrera, L. Luna
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引用次数: 3

摘要

统计方法已被证明在处理语言问题时非常有效,特别是在处理机器翻译时。然而,统计机器翻译的有效性仅限于可获得大量训练数据的情况。因此,SMT系统的覆盖范围越广,获得合理输出的机会就越大。本文提出了一种基于短语的机器翻译系统的翻译质量改进方法,即利用从第三语言中学习到的翻译意译来扩展短语表。我们的实验是从西班牙语翻译成英语,通过法语进行翻译。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using Translation Paraphrases from Trilingual Corpora to Improve Phrase-Based Statistical Machine Translation: A Preliminary Report
Statistical methods have proven to be very effective when addressing linguistic problems, specially when dealing with machine translation. Nevertheless, statistical machine translation effectiveness is limited to situations where large amounts of training data are available. Therefore, the broader the coverage of a SMT system is, the better the chances to get a reasonable output are. In this paper we propose a method to improve quality of translations of a phrase-based machine translation system by extending phrase-tables with the use of translation paraphrases learned from a third language. Our experiments were done translating from Spanish to English pivoting through French.
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