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Discrimination in lexical decision

In this study we present a novel set of discrimination-based indicators of language processing derived from Naive Discriminative Learning (ndl) theory. We compare the effectiveness of these new measures with classical lexical-distributional measures—in particular, frequency counts and form similarit...

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Autores principales: Milin, Petar, Feldman, Laurie Beth, Ramscar, Michael, Hendrix, Peter, Baayen, R. Harald
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5325216/
https://www.ncbi.nlm.nih.gov/pubmed/28235015
http://dx.doi.org/10.1371/journal.pone.0171935
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author Milin, Petar
Feldman, Laurie Beth
Ramscar, Michael
Hendrix, Peter
Baayen, R. Harald
author_facet Milin, Petar
Feldman, Laurie Beth
Ramscar, Michael
Hendrix, Peter
Baayen, R. Harald
author_sort Milin, Petar
collection PubMed
description In this study we present a novel set of discrimination-based indicators of language processing derived from Naive Discriminative Learning (ndl) theory. We compare the effectiveness of these new measures with classical lexical-distributional measures—in particular, frequency counts and form similarity measures—to predict lexical decision latencies when a complete morphological segmentation of masked primes is or is not possible. Data derive from a re-analysis of a large subset of decision latencies from the English Lexicon Project, as well as from the results of two new masked priming studies. Results demonstrate the superiority of discrimination-based predictors over lexical-distributional predictors alone, across both the simple and primed lexical decision tasks. Comparable priming after masked corner and cornea type primes, across two experiments, fails to support early obligatory segmentation into morphemes as predicted by the morpho-orthographic account of reading. Results fit well with ndl theory, which, in conformity with Word and Paradigm theory, rejects the morpheme as a relevant unit of analysis. Furthermore, results indicate that readers with greater spelling proficiency and larger vocabularies make better use of orthographic priors and handle lexical competition more efficiently.
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spelling pubmed-53252162017-03-09 Discrimination in lexical decision Milin, Petar Feldman, Laurie Beth Ramscar, Michael Hendrix, Peter Baayen, R. Harald PLoS One Research Article In this study we present a novel set of discrimination-based indicators of language processing derived from Naive Discriminative Learning (ndl) theory. We compare the effectiveness of these new measures with classical lexical-distributional measures—in particular, frequency counts and form similarity measures—to predict lexical decision latencies when a complete morphological segmentation of masked primes is or is not possible. Data derive from a re-analysis of a large subset of decision latencies from the English Lexicon Project, as well as from the results of two new masked priming studies. Results demonstrate the superiority of discrimination-based predictors over lexical-distributional predictors alone, across both the simple and primed lexical decision tasks. Comparable priming after masked corner and cornea type primes, across two experiments, fails to support early obligatory segmentation into morphemes as predicted by the morpho-orthographic account of reading. Results fit well with ndl theory, which, in conformity with Word and Paradigm theory, rejects the morpheme as a relevant unit of analysis. Furthermore, results indicate that readers with greater spelling proficiency and larger vocabularies make better use of orthographic priors and handle lexical competition more efficiently. Public Library of Science 2017-02-24 /pmc/articles/PMC5325216/ /pubmed/28235015 http://dx.doi.org/10.1371/journal.pone.0171935 Text en © 2017 Milin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Milin, Petar
Feldman, Laurie Beth
Ramscar, Michael
Hendrix, Peter
Baayen, R. Harald
Discrimination in lexical decision
title Discrimination in lexical decision
title_full Discrimination in lexical decision
title_fullStr Discrimination in lexical decision
title_full_unstemmed Discrimination in lexical decision
title_short Discrimination in lexical decision
title_sort discrimination in lexical decision
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5325216/
https://www.ncbi.nlm.nih.gov/pubmed/28235015
http://dx.doi.org/10.1371/journal.pone.0171935
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