Simulating procedural discovery in early language acquisition: Domain-general cognition with contextual learning

IF 1.7 2区 文学 Q1 LINGUISTICS
Yang Ji, Jacolien van Rij, Niels Taatgen
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引用次数: 0

Abstract

We present a simulation study based on a cognitive architecture that unifies various early language acquisition phenomena in laboratory and naturalistic settings. The model adaptively learns procedures through trial-and-error using general-purpose operators, guided by learned contextual associations to optimise future performance. For laboratory-based studies, simulated preferential focusing explains the delayed behavioural onset of statistical learning and the possible age-related decrease in algebraic processing. These findings suggest a link to continuous, implicit learning rather than explicit strategy acquisition. Moreover, procedures are not static but can evolve over time, and multiple plausible procedures may emerge for a given task. Besides, the same model provides a proof-of-concept for word-level phonological learning from naturalistic infant-directed speech, demonstrating how age-related processing efficiency may influence learning trajectories implicated in typical and atypical early language development. Furthermore, the artile discusses the broader implications for modelling other aspects of real-world language acquisition.

模拟早期语言习得中的程序发现:领域认知与语境学习
我们提出了一项基于认知架构的模拟研究,该架构将实验室和自然环境下的各种早期语言习得现象结合起来。该模型通过使用通用操作符的试错自适应学习过程,在学习的上下文关联的指导下,优化未来的性能。在基于实验室的研究中,模拟优先聚焦解释了统计学习的延迟行为开始和代数处理中可能与年龄相关的减少。这些发现表明,这与持续的内隐学习有关,而与外显策略习得无关。此外,过程不是静态的,而是可以随着时间的推移而演变的,对于给定的任务可能会出现多个合理的过程。此外,该模型还为自然主义婴儿指示性言语的词级语音学习提供了概念证明,证明了年龄相关的加工效率如何影响典型和非典型早期语言发展的学习轨迹。此外,本文还讨论了对现实世界语言习得的其他方面进行建模的更广泛的影响。
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来源期刊
CiteScore
4.70
自引率
4.50%
发文量
142
期刊介绍: A key publication in the field, Journal of Child Language publishes articles on all aspects of the scientific study of language behaviour in children, the principles which underlie it, and the theories which may account for it. The international range of authors and breadth of coverage allow the journal to forge links between many different areas of research including psychology, linguistics, cognitive science and anthropology. This interdisciplinary approach spans a wide range of interests: phonology, phonetics, morphology, syntax, vocabulary, semantics, pragmatics, sociolinguistics, or any other recognised facet of language study.
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