Modeling Individual Differences in Children’s Information Integration During Pragmatic Word Learning

Research output: Journal contributionsJournal articlesResearchpeer-review

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Modeling Individual Differences in Children’s Information Integration During Pragmatic Word Learning. / Bohn, Manuel; Schmidt, Louisa S.; Schulze, Cornelia et al.
In: Open Mind, Vol. 6, 16.12.2022, p. 311–326.

Research output: Journal contributionsJournal articlesResearchpeer-review

Harvard

APA

Vancouver

Bohn M, Schmidt LS, Schulze C, Frank MC, Tessler MH. Modeling Individual Differences in Children’s Information Integration During Pragmatic Word Learning. Open Mind. 2022 Dec 16;6:311–326. doi: 10.1162/opmi_a_00069

Bibtex

@article{67c44301280d4763b2f588da857a904f,
title = "Modeling Individual Differences in Children{\textquoteright}s Information Integration During Pragmatic Word Learning",
abstract = "Pragmatics is foundational to language use and learning. Computational cognitive models have been successfully used to predict pragmatic phenomena in adults and children – on an aggregate level. It is unclear if they can be used to predict behavior on an individual level. We address this question in children (N = 60, 3- to 5-year-olds), taking advantage of recent work on pragmatic cue integration. In Part 1, we use data from four independent tasks to estimate child-specific sensitivity parameters to three information sources: semantic knowledge, expectations about speaker informativeness, and sensitivity to common ground. In Part 2, we use these parameters to generate participant-specific trial-by-trial predictions for a new task that jointly manipulated all three information sources. The model accurately predicted children{\textquoteright}s behavior in the majority of trials. This work advances a substantive theory of individual differences in which the primary locus of developmental variation is sensitivity to individual information sources.",
keywords = "Psychology, pragmatics, language development, individual differences, cognitive modeling",
author = "Manuel Bohn and Schmidt, {Louisa S.} and Cornelia Schulze and Frank, {Michael C.} and Tessler, {Michael Henry}",
note = "Publisher Copyright: {\textcopyright} 2022 Massachusetts Institute of Technology.",
year = "2022",
month = dec,
day = "16",
doi = "10.1162/opmi_a_00069",
language = "English",
volume = "6",
pages = "311–326",
journal = "Open Mind",
issn = "2470-2986",
publisher = "MIT Press",

}

RIS

TY - JOUR

T1 - Modeling Individual Differences in Children’s Information Integration During Pragmatic Word Learning

AU - Bohn, Manuel

AU - Schmidt, Louisa S.

AU - Schulze, Cornelia

AU - Frank, Michael C.

AU - Tessler, Michael Henry

N1 - Publisher Copyright: © 2022 Massachusetts Institute of Technology.

PY - 2022/12/16

Y1 - 2022/12/16

N2 - Pragmatics is foundational to language use and learning. Computational cognitive models have been successfully used to predict pragmatic phenomena in adults and children – on an aggregate level. It is unclear if they can be used to predict behavior on an individual level. We address this question in children (N = 60, 3- to 5-year-olds), taking advantage of recent work on pragmatic cue integration. In Part 1, we use data from four independent tasks to estimate child-specific sensitivity parameters to three information sources: semantic knowledge, expectations about speaker informativeness, and sensitivity to common ground. In Part 2, we use these parameters to generate participant-specific trial-by-trial predictions for a new task that jointly manipulated all three information sources. The model accurately predicted children’s behavior in the majority of trials. This work advances a substantive theory of individual differences in which the primary locus of developmental variation is sensitivity to individual information sources.

AB - Pragmatics is foundational to language use and learning. Computational cognitive models have been successfully used to predict pragmatic phenomena in adults and children – on an aggregate level. It is unclear if they can be used to predict behavior on an individual level. We address this question in children (N = 60, 3- to 5-year-olds), taking advantage of recent work on pragmatic cue integration. In Part 1, we use data from four independent tasks to estimate child-specific sensitivity parameters to three information sources: semantic knowledge, expectations about speaker informativeness, and sensitivity to common ground. In Part 2, we use these parameters to generate participant-specific trial-by-trial predictions for a new task that jointly manipulated all three information sources. The model accurately predicted children’s behavior in the majority of trials. This work advances a substantive theory of individual differences in which the primary locus of developmental variation is sensitivity to individual information sources.

KW - Psychology

KW - pragmatics

KW - language development

KW - individual differences

KW - cognitive modeling

UR - https://www.mendeley.com/catalogue/e9ff3943-2ddc-3558-96cf-11b037d2834b/

UR - http://www.scopus.com/inward/record.url?scp=85147024572&partnerID=8YFLogxK

U2 - 10.1162/opmi_a_00069

DO - 10.1162/opmi_a_00069

M3 - Journal articles

C2 - 36993141

VL - 6

SP - 311

EP - 326

JO - Open Mind

JF - Open Mind

SN - 2470-2986

ER -

DOI

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