用长时模式和扩展音位集改进朝鲜语LVCSR

Ji Xu, Zhen Zhang, Qingqing Zhang, Jielin Pan, Yonghong Yan
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引用次数: 1

摘要

韩国语是一种粘连语言,其发音受到长期语境的影响。本文利用长时间信息来改进韩国LVCSR。基于trap的MLP特征,能够利用数百毫秒的散射声信息,除了传统的倒谱特征之外,还可以获得额外的信息。与传统韩语音素集不同的是,传统韩语音素集将辅音的起始和结束位置视为相同,而朝鲜语音素集则通过将辅音作为位置依赖来构建更具体的音素集。在韩文广播新闻语音识别任务中,实验表明,通过这些改进,字符错误率比基线系统相对降低了25.3%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving Korean LVCSR with Long-Time Temporal Patterns and an Extended Phoneme Set
Korean is an agglutinative language, in which pronunciations are affected by long-term context. In this paper, the long-time temporal information is investigated to improve Korean LVCSR. TRAP-based MLP features, which are able to utilize the scattered acoustic information over several hundred milliseconds, are employed to obtain additional information besides the conventional cepstral features. In contrast to the traditional Korean phoneme set, in which consonants in the initial and final positions are taken as the same, a more specific phoneme set is constructed via taking consonants as position dependent. In the Korean broadcast news speech recognition task, experiments show that with these improvements the character error rate has been reduced by 25.3% relatively over the baseline system.
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