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The effect of word-internal properties on syntactic categorization: A computational modeling approach

In S. Ohlsson & R. Catrambone (eds.), Proceedings of the 32nd Annual Conference of the Cognitive Science Society. Cognitive Science Society (2010)

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  1. Exploring the Robustness of Cross-Situational Learning Under Zipfian Distributions.Paul Vogt - 2012 - Cognitive Science 36 (4):726-739.
    Cross-situational learning has recently gained attention as a plausible candidate for the mechanism that underlies the learning of word-meaning mappings. In a recent study, Blythe and colleagues have studied how many trials are theoretically required to learn a human-sized lexicon using cross-situational learning. They show that the level of referential uncertainty exposed to learners could be relatively large. However, one of the assumptions they made in designing their mathematical model is questionable. Although they rightfully assumed that words are distributed according (...)
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  • A Bootstrapping Model of Frequency and Context Effects in Word Learning.Kachergis George, Yu Chen & M. Shiffrin Richard - 2017 - Cognitive Science 41 (3):590-622.
    Prior research has shown that people can learn many nouns from a short series of ambiguous situations containing multiple words and objects. For successful cross-situational learning, people must approximately track which words and referents co-occur most frequently. This study investigates the effects of allowing some word-referent pairs to appear more frequently than others, as is true in real-world learning environments. Surprisingly, high-frequency pairs are not always learned better, but can also boost learning of other pairs. Using a recent associative model, (...)
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