4.7 Article

An Information-Theoretic Account of Semantic Interference in Word Production

Journal

FRONTIERS IN PSYCHOLOGY
Volume 12, Issue -, Pages -

Publisher

FRONTIERS MEDIA SA
DOI: 10.3389/fpsyg.2021.672408

Keywords

language production; information theory; bounded rationality; semantic interference effect; Stroop; rate-distortion

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The study presents a computational-level model of semantic interference effects in online word production within a rate-distortion framework, which captures key empirical patterns observed in Stroop and Picture-Word Interference paradigms by maximizing accuracy in production subject to computational constraints.
I present a computational-level model of semantic interference effects in online word production within a rate-distortion framework. I consider a bounded-rational agent trying to produce words. The agent's action policy is determined by maximizing accuracy in production subject to computational constraints. These computational constraints are formalized using mutual information. I show that semantic similarity-based interference among words falls out naturally from this setup, and I present a series of simulations showing that the model captures some of the key empirical patterns observed in Stroop and Picture-Word Interference paradigms, including comparisons to human data from previous experiments.

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