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Limitations of Statistical Learning: the Case of Paradigmatic Relations

Creative Commons 'BY' version 4.0 license
Abstract

Extensive statistical learning literature suggests that regularities between co-occurring items can be learned implicitly.However, little is known whether higher-order statistics, such as paradigmatic relations, can be learned implicitly. Paradig-matic relations link items that may not co-occur but share each others patterns of co-occurrence. For example, A and Bare paradigmatically related when they both co-occur with C (e.g., A-C, B-C). Therefore, paradigmatic relations could,in principle, be implicitly learned through co-occurrence regularities. Here, we modified a contextual cueing task, wheresome of the targets independently appeared within distractors that had the same spatial configuration. We found that onlyparticipants who noticed the repeating distractor patterns tend to learn the paradigmatic relations, while most participantswere able to learn the simple co-occurring regularities. Our findings imply that the ability to learn simple co-occurrenceregularities is not sufficient for forming paradigmatic relations and that explicit attention may be critical.

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