Japanese-English Code-Switching Speech Data Construction

Sahoko Nakayama, Takatomo Kano, Quoc Truong Do, S. Sakti, Satoshi Nakamura
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引用次数: 9

Abstract

As the number of Japanese-English bilingual speakers continues to increase, code-switching phenomena also happen more frequently. The units and locations of switches may vary widely from single word switches to whole phrases (beyond the length of the loanword units). Therefore, speech recognition systems must be developed that can handle not only Japanese or English but also Japanese-English code-switching. Consequently, a large-scale code-switching speech database is required for model training. But collecting natural conversation dialogues of Japanese-English data is both time-consuming and expensive. This paper presents the construction of Japanese-English code-switching speech data by utilizing a Japanese and English text-to-speech system from a bilingual speaker. Various switching units are also investigated including units of words and phrases. As a result, we successfully constructed over 280-k speech utterances of Japanese-English code-switching.
日英码转换语音数据构建
随着日英双语使用者的不断增加,语码转换现象也越来越频繁。开关的单位和位置可能变化很大,从单个单词开关到整个短语(超出外来词单位的长度)。因此,不仅要开发能处理日语或英语的语音识别系统,还要开发能处理日语和英语代码转换的语音识别系统。因此,需要一个大规模的语码转换语音数据库来进行模型训练。但是,收集自然的日语-英语对话数据既耗时又昂贵。本文利用一个日语和英语文本转语音系统,构建了一个双语说话者的日英码转换语音数据。各种转换单元也被研究,包括单词和短语的单位。结果,我们成功构建了超过280 k的日英语码转换语音。
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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