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GUIDED INPUT METHOD FOR COLLABORATIVE MACHINE TRANSLATION SYSTEMS

机译:协同机器翻译系统的导引输入法

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摘要

The quality of machine translation depends on the input sentence. Collaborative machine translation systems do not only translate the input sentence into a target language but also back-translate the translation into the input language in a reverse way, and the user can repair the input sentence to improve the quality of translation referring to the back translation. However, it is not easy for novice users to repair the input sentence appropriately to be translated correctly. We propose a guided input method that assists the users to compose input sentences by presenting word candidates that may lead to a correct translation. The word candidates are generated from the sentence structure and word database that is created by storing input sentences that have been translated correctly. We evaluate the performance of the guided input method depending on the number of input sentences stored in the database. As the number of input sentences increases in the database, the performance of the method improves because the number of correct translations increases and the number of repairs decreases in an experiment of Japanese-Chinese translation. On the other hand, in an experiment of Japanese-English translation, the performance of the method is not so remarkable. The guided input method works better when the users are not familiar with the target language.
机译:机器翻译的质量取决于输入的句子。协作式机器翻译系统不仅将输入句子翻译成目标语言,而且还以相反的方式将翻译反向翻译成输入语言,并且用户可以修复输入句子以提高参考反向翻译的翻译质量。然而,对于新手用户来说,适当地修复输入句子以使其正确翻译并不容易。我们提出了一种指导性输入法,该方法可以通过呈现可能导致正确翻译的候选单词来帮助用户撰写输入句子。候选单词是从句子结构和单词数据库生成的,该单词结构和单词数据库是通过存储已正确翻译的输入句子而创建的。我们根据存储在数据库中的输入句子的数量来评估引导输入法的性能。随着数据库中输入句子数量的增加,该方法的性能得以提高,因为在日汉翻译实验中,正确翻译的数量增加了,修复的数量减少了。另一方面,在日语-英语翻译的实验中,该方法的性能不是那么出色。当用户不熟悉目标语言时,引导输入法会更好地工作。

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