Topics in Cognitive Science 5 (3):392-424 (2013)

Colin Wilson
University of New England
According to classical arguments, language learning is both facilitated and constrained by cognitive biases. These biases are reflected in linguistic typology—the distribution of linguistic patterns across the world's languages—and can be probed with artificial grammar experiments on child and adult learners. Beginning with a widely successful approach to typology (Optimality Theory), and adapting techniques from computational approaches to statistical learning, we develop a Bayesian model of cognitive biases and show that it accounts for the detailed pattern of results of artificial grammar experiments on noun-phrase word order (Culbertson, Smolensky, & Legendre, 2012). Our proposal has several novel properties that distinguish it from prior work in the domains of linguistic theory, computational cognitive science, and machine learning. This study illustrates how ideas from these domains can be synthesized into a model of language learning in which biases range in strength from hard (absolute) to soft (statistical), and in which language-specific and domain-general biases combine to account for data from the macro-level scale of typological distribution to the micro-level scale of learning by individuals
Keywords Bayesian modeling  Learning biases  Typology  Artificial language learning  Optimality theory  Word order
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DOI 10.1111/tops.12027
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References found in this work BETA

Aspects of the Theory of Syntax.Noam Chomsky - 1965 - Cambridge, MA, USA: MIT Press.
Aspects of the Theory of Syntax.Ann S. Ferebee - 1965 - Journal of Symbolic Logic 35 (1):167.
Barriers.Noam Chomsky - 1986 - MIT Press.

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Citations of this work BETA

How We Know What Not To Think.Jonathan Phillips, Adam Morris & Fiery Cushman - 2019 - Trends in Cognitive Sciences 23 (12):1026-1040.

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