jTRACE modeling of L2 Mandarin learners’ spoken word recognition at two time points in learning

Adam A. Bramlett, Seth Wiener
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Abstract

This study used the TRACE model of spoken word recognition to simulate adult second language (L2) learners’ spoken word recognition at two time points in learning. The pre-existing architecture of jTRACE with the TRACE-T phonology was used to simulate spoken Mandarin word recognition by adult L2 learners at week 1 and week 15 of structured elementary classroom learning. A modified lexicon with reduced tonal information was used to capture recognition during week 1 of learning. Partially restored tonal information was used to capture the change observed at week 15. jTRACE simulations were validated by comparing the results to eye fixation data taken at week 1 and week 15. The eye-tracking task consisted of viewing four Mandarin words written in pinyin while one of the words was presented auditorily. Roughly half of the trials contained words that were segmentally and tonally contrastive (e.g., gān, chá, pǐ, xiàn ). The remaining trials contained a target and competitor that were segmentally identical but tonally contrastive (e.g., mā , má, pěn, gòng ). Proportion of looks to the target were calculated and compared to the jTRACE simulations using multiple linear regression. The results showed evidence of activation and recognition, thereby corroborating our modeling approach.
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第二语言汉语学习者在两个学习时间点的口语识别的jTRACE模型
本研究使用口语识别的TRACE模型模拟成人第二语言学习者在两个学习时间点的口语识别。使用已有的带有TRACE-T音韵学的jTRACE架构来模拟成人二语学习者在结构化小学课堂学习的第1周和第15周的普通话口语单词识别。在第1周的学习中,使用了一个经过修改的音调信息的词汇来捕捉识别。部分恢复的音调信息用于捕捉第15周观察到的变化。通过将jTRACE模拟结果与第1周和第15周的眼睛注视数据进行比较,验证了jTRACE模拟的有效性。眼球追踪任务包括观看四个用拼音写的普通话单词,同时听其中一个单词。大约一半的实验包含分段和音调对比的单词(例如,gān, ch, pz, xiàn)。其余的试验包含一个目标和竞争对手,这些目标和竞争对手在节段上相同,但在音调上是相反的(例如,mna, m, p, gòng)。使用多元线性回归计算了目标的外观比例,并与jTRACE模拟进行了比较。结果显示了激活和识别的证据,从而证实了我们的建模方法。
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