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测试统计学习在分词方面的极限。

Testing the limits of statistical learning for word segmentation.

机构信息

Department of Psychology, University of Toronto, ON, Canada.

出版信息

Dev Sci. 2010 Mar;13(2):339-45. doi: 10.1111/j.1467-7687.2009.00886.x.

Abstract

Past research has demonstrated that infants can rapidly extract syllable distribution information from an artificial language and use this knowledge to infer likely word boundaries in speech. However, artificial languages are extremely simplified with respect to natural language. In this study, we ask whether infants' ability to track transitional probabilities between syllables in an artificial language can scale up to the challenge of natural language. We do so by testing both 5.5- and 8-month-olds' ability to segment an artificial language containing four words of uniform length (all CVCV) or four words of varying length (two CVCV, two CVCVCV). The transitional probability cues to word boundaries were held equal across the two languages. Both age groups segmented the language containing words of uniform length, demonstrating that even 5.5-month-olds are extremely sensitive to the conditional probabilities in their environment. However, neither age group succeeded in segmenting the language containing words of varying length, despite the fact that the transitional probability cues defining word boundaries were equally strong in the two languages. We conclude that infants' statistical learning abilities may not be as robust as earlier studies have suggested.

摘要

过去的研究表明,婴儿可以从人工语言中快速提取音节分布信息,并利用这些知识来推断语音中的可能单词边界。然而,与自然语言相比,人工语言是极其简化的。在这项研究中,我们想知道婴儿在人工语言中跟踪音节之间转移概率的能力是否能够应对自然语言的挑战。我们通过测试 5.5 个月和 8 个月大的婴儿能否分割一种包含四个等长单词(均为 CVCV)或四个不等长单词(两个 CVCV,两个 CVCVCV)的人工语言来实现这一点。两种语言中边界的转移概率线索是相等的。两个年龄组都能分割包含等长单词的语言,这表明即使是 5.5 个月大的婴儿也对环境中的条件概率非常敏感。然而,两个年龄组都未能分割包含不等长单词的语言,尽管两种语言中定义单词边界的转移概率线索同样强烈。我们的结论是,婴儿的统计学习能力可能不如早期研究表明的那样强大。

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