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An Information-Theoretic Account of Semantic Interference in Word Production

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...

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Detalles Bibliográficos
Autor principal: Futrell, Richard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8200775/
https://www.ncbi.nlm.nih.gov/pubmed/34135832
http://dx.doi.org/10.3389/fpsyg.2021.672408
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author Futrell, Richard
author_facet Futrell, Richard
author_sort Futrell, Richard
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description 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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spelling pubmed-82007752021-06-15 An Information-Theoretic Account of Semantic Interference in Word Production Futrell, Richard Front Psychol Psychology 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. Frontiers Media S.A. 2021-05-31 /pmc/articles/PMC8200775/ /pubmed/34135832 http://dx.doi.org/10.3389/fpsyg.2021.672408 Text en Copyright © 2021 Futrell. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Futrell, Richard
An Information-Theoretic Account of Semantic Interference in Word Production
title An Information-Theoretic Account of Semantic Interference in Word Production
title_full An Information-Theoretic Account of Semantic Interference in Word Production
title_fullStr An Information-Theoretic Account of Semantic Interference in Word Production
title_full_unstemmed An Information-Theoretic Account of Semantic Interference in Word Production
title_short An Information-Theoretic Account of Semantic Interference in Word Production
title_sort information-theoretic account of semantic interference in word production
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8200775/
https://www.ncbi.nlm.nih.gov/pubmed/34135832
http://dx.doi.org/10.3389/fpsyg.2021.672408
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