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Word Co-occurrence in Child-Directed Speech Predicts Children's Free Word Associations

机译:儿童定向演讲中的单词共同发生预测儿童的免费词协会

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The free association task has been very influential both in cognitive science and in computational linguistics. However, little research has been done to study how free associations develop in childhood. The current work focuses on the developmental hypothesis according to which free word associations emerge by mirroring the co-occurrence distribution of children's linguistic environment. I trained a distributional semantic model on a large corpus of child language and I tested if it could predict children's responses. The results largely supported the hypothesis: Co-occurrence-based similarity was a strong predictor of children's associative behavior even controlling for other possible predictors such as phonological similarity, word frequency, and word length. I discuss the findings in the light of theories of conceptual development.
机译:自由协会任务在认知科学和计算语言学中一直非常有影响力。然而,研究了很少的研究来研究自由协会在童年中如何发展。目前的工作侧重于根据哪个免费的Word协会来思考儿童语言环境的共同发生分布。我训练了一个在一个孩子语言的大语料库上进行分配语义模型,我测试了它是否可以预测孩子的反应。结果在很大程度上支持了假设:基于共生的相似性是甚至控制其他可能的预测因子,如音韵相似性,词频率和字长度的强烈预测因素。我根据概念发展的理论讨论了调查结果。

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