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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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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 |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-8200775 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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