Indirect Evidence and the Poverty of the Stimulus: The Case of AnaphoricOne

Stephani M. Foraker, Terry Regier, Naveen Khetarpal, Amy Perfors, Joshua B. Tenenbaum · Cognitive Science · 2009

It is widely held that children's linguistic input underdetermines the correct grammar, and that language learning must therefore be guided by innate linguistic constraints. Here, we show that a Bayesian model can learn a standard poverty-of-stimulus example, anaphoric one, from realistic input by relying on indirect evidence, without a linguistic constraint assumed to be necessary. Our demonstration does, however, assume other linguistic knowledge; thus, we reduce the problem of learning anaphoric one to that of learning this other knowledge. We discuss whether this other knowledge may itself be acquired without linguistic constraints.

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