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Encoding lexical tones in jTRACE: a simulation of monosyllabic spoken word recognition in Mandarin Chinese

机译:jTRACE中的词汇音编码:普通话单音节语音识别的模拟

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摘要

Despite its prevalence as one of the most highly influential models of spoken word recognition, the TRACE model has yet to be extended to consider tonal languages such as Mandarin Chinese. A key reason for this is that the model in its current state does not encode lexical tone. In this report, we present a modified version of the jTRACE model in which we borrowed on its existing architecture to code for Mandarin phonemes and tones. Units are coded in a way that is meant to capture the similarity in timing of access to vowel and tone information that has been observed in previous studies of Mandarin spoken word recognition. We validated the model by first simulating a recent experiment that had used the visual world paradigm to investigate how native Mandarin speakers process monosyllabic Mandarin words (). We then subsequently simulated two psycholinguistic phenomena: (1) differences in the timing of resolution of tonal contrast pairs, and (2) the interaction between syllable frequency and tonal probability. In all cases, the model gave rise to results comparable to those of published data with human subjects, suggesting that it is a viable working model of spoken word recognition in Mandarin. It is our hope that this tool will be of use to practitioners studying the psycholinguistics of Mandarin Chinese and will help inspire similar models for other tonal languages, such as Cantonese and Thai.
机译:尽管TRACE模型作为一种最有影响力的语音识别模型而盛行,但尚未扩展到考虑诸如汉语普通话之类的声调语言的TRACE模型。造成这种情况的一个关键原因是,处于当前状态的模型不对词汇语气进行编码。在此报告中,我们介绍了jTRACE模型的修改版本,在该模型中,我们借鉴了其现有架构来为普通话音素和音调编码。单位的编码方式旨在捕获访问元音和语气信息时机的相似性,这在以前的普通话语音识别研究中已经观察到。我们首先通过模拟一个最近的实验来验证模型,该实验使用视觉世界范式来调查以普通话为母语的人如何处理单音节的普通话()。然后,我们随后模拟了两种心理语言现象:(1)色调对比对的解析时间差异,以及(2)音节频率与色调概率之间的相互作用。在所有情况下,该模型所产生的结果都可以与人类受试者的已发表数据相媲美,这表明该模型是可行的普通话语音识别模型。我们希望该工具将对研究普通话的心理语言学的从业者有用,并将有助于启发其他声调语言(例如广东话和泰语)的类似模型。

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