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Simple, Lexicalized Choice of Translation Timing for Simultaneous Speech Translation

机译:同步语音翻译翻译时序简单,词汇化选择

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Conventional speech translation systems wait until the end of the input sentence before starting translation, causing a large delay in the translation process. Methods have been proposed to reduce this delay by dividing the input utterance on pause boundaries, but while these methods have proven useful on speech translation of language pairs with similar word order, they are insensitive to linguistic information and less effective for languages that require more word reordering. In this work, we propose a method that uses lexicalized information to perform translation unit segmentation considering the relationship between the source and target languages. In particular, we use the phrase table and reordering probabilities used in phrase-based translation systems to decide points in the sentence where we can begin translation with less delay. Through an experimental evaluation, we confirmed that the proposed method significantly reduces delay for Japanese-English and French-English translation. We also show that a parameter introduced in our model can adjust the trade-off between simultaneity and accuracy, and that in situations that require a large degree of simultaneity, our system can achieve a delay reduction of 20% compared to pause segmentation with identical accuracy.
机译:传统的语音翻译系统等待直到开始翻译之前输入句子的结尾,在翻译过程中导致大延迟。已经提出了通过将输入话语除以暂停边界的输入话语来减少这种延迟,但是,虽然这些方法已经证明了具有类似词序的语言对的语音翻译,但它们对语言信息不敏感,而且对需要更多单词的语言不太有效重新排序。在这项工作中,我们提出了一种方法,该方法使用lexicalized信息来考虑源语言与目标语言之间的关系来执行翻译单元分段。特别是,我们使用基于短语的翻译系统中使用的短语表和重新排序概率来决定句子中的点,我们可以在较少的延迟中开始翻译。通过实验评估,我们证实,该方法显着降低了日语 - 英语和法语 - 英语翻译的延迟。我们还表明,在我们的模型中引入的参数可以在同时性和准确性之间调整权衡,并且在需要大程度的情况下,我们的系统可以实现20%的延迟减少,而暂停具有相同精度的暂停分段。 。

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