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Effects of Korean Learners' Consonant Cluster Reduction Strategies on English Speech Recognition Performance

机译:韩国学习者辅音策略对英语语音识别性能的影响

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This paper examines how the strategies for L2 production utilized by foreign language learners affect the performance of non-native speech recognition. Producing English consonant clusters are the most problematic for Korean learners of English because of difference between Korean and English phonotactics. The strategies of Korean learners in producing English consonant clusters entail a large amount of speech recognition errors. We have analyzed these problems based on phonetic and phonological knowledge of both languages and proposed two models focusing on vowel epenthesis and consonant deletion, respectively. These models reflect Korean learners' cluster reduction strategies. Experimental results show that the vowel epenthesis model improves the speech recognition performance compared to the baseline; however, the consonant deletion model deteriorates the speech recognition performance. It is noteworthy that these experimental results are consistent with previous linguistic studies, which have claimed that L2 learners are more likely to avoid producing clusters by vowel epenthesis rather than by consonant deletion.
机译:本文介绍了外语学习者利用的L2生产的策略如何影响非原生语音识别的性能。由于韩国和英语致辞之间的差异,韩国和英语致辞的差异是韩国学习者最有问题的辅音群。韩国学习者在制作英语辅音集群方面的策略需要大量的语音识别错误。我们根据两种语言的语音和语音知识分析了这些问题,并提出了两个专注于元素术和辅音删除的模型。这些模型反映了韩国学习者的集群减少策略。实验结果表明,与基线相比,元音换向模型提高了语音识别性能;但是,辅音删除模型恶化了语音识别性能。值得注意的是,这些实验结果与先前的语言研究一致,这已经声称L2学习者更有可能避免由元音术而不是通过辅音而产生群集。

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