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中途改变结构:在统计的歧途上学习。

Changing Structures in Midstream: Learning Along the Statistical Garden Path.

作者信息

Gebhart Andrea L, Aslin Richard N, Newport Elissa L

机构信息

Department of Brain and Cognitive Sciences, University of Rochester.

出版信息

Cogn Sci. 2009 Aug;33(6):1087-1116. doi: 10.1111/j.1551-6709.2009.01041.x.

Abstract

Previous studies of auditory statistical learning have typically presented learners with sequential structural information that is uniformly distributed across the entire exposure corpus. Here we present learners with nonuniform distributions of structural information by altering the organization of trisyllabic nonsense words at midstream. When this structural change was unmarked by low-level acoustic cues, or even when cued by a pitch change, only the first of the two structures was learned. However, both structures were learned when there was an explicit cue to the midstream change or when exposure to the second structure was tripled in duration. These results demonstrate that successful extraction of the structure in an auditory statistical learning task reduces the ability to learn subsequent structures, unless the presence of two structures is marked explicitly or the exposure to the second is quite lengthy. The mechanisms by which learners detect and use changes in distributional information to maintain sensitivity to multiple structures are discussed from both behavioral and computational perspectives.

摘要

以往关于听觉统计学习的研究通常向学习者呈现顺序结构信息,这些信息在整个暴露语料库中均匀分布。在这里,我们通过在中途改变三音节无意义单词的组织方式,向学习者呈现结构信息的非均匀分布。当这种结构变化没有由低级声学线索标记时,或者即使由音高变化提示时,两个结构中只有第一个被学习。然而,当有明确的线索表明中途发生了变化,或者当对第二个结构的暴露持续时间增加两倍时,两个结构都被学习了。这些结果表明,在听觉统计学习任务中成功提取结构会降低学习后续结构的能力,除非两个结构的存在被明确标记,或者对第二个结构的暴露时间相当长。我们从行为和计算两个角度讨论了学习者检测和使用分布信息变化以保持对多个结构敏感性的机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2dcb/2889674/0abd99931a71/nihms-212638-f0001.jpg

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