Effects of bilingualism on statistical learning in preschoolers
Earlier work indicates that bilingualism may positively affect statistical learning, but leaves open whether a
bilingual benefit is (1) found during learning rather than in a post-hoc test following a learning phase and (2) explained by
enhanced verbal short-term memory skill in the bilinguals. Forty-one bilingual and 56 monolingual preschoolers completed a serial
reaction time task and a nonword repetition task (NWR). Linear mixed-effect regressions indicated that the bilinguals showed a
stronger decrease in reaction times over the regular blocks of the task than the monolinguals. No group differences in
accuracy-based measures were found. NWR performance, which did not differ between the groups, did not account for the attested
effect of bilingualism. These results provide partial support for effects of bilingualism on statistical learning, which appear
during learning and are not due to enhanced verbal short-term memory. Taken together, these findings add to a growing body of
research on effects of bilingualism on statistical learning, and constitute a first step towards investigating the factors which
may underlie such effects.
Article outline
- 1.Introduction
- 2.Method
- 2.1Participants
- 2.2Materials
- 2.2.1Statistical learning experiment
- 2.2.2Nonword repetition
- 2.3Procedure
- 2.4Variables and analyses
- 3.Results
- 3.1Comparing SRT performance between the monolingual and bilingual children
- 3.2Comparing verbal short-term memory between the bilingual and monolingual groups
- 4.Discussion
- Acknowledgements
-
References
References (52)
Armon-Lotem, S., & Meir, N.
(
2016)
Diagnostic accuracy of repetition tasks for the identification of specific language impairment (SLI) in bilingual children: evidence from Russian and Hebrew.
International Journal of Language and Communication Disorders, 511, 715–731.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Baguley, T.
(
2012)
Calculating and graphing within-subject confidence intervals for ANOVA.
Behavior Research Methods, 441, 158–175.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Bartolotti, J., Marian, V., Schroeder, S. R., & Shook, A.
(
2011)
Bilingualism and inhibitory control influence statistical learning of novel word forms.
Frontiers in Psychology, 21, 1–10.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Bates, D., Maechler, M., Bolker, B., & Walker, S.
(
2015)
Fitting linear mixed-effect models using lme4.
Journal of Statistical Software, 671, 1–48.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Biedroń, A., & Szczepaniak, A.
(
2012)
Working memory and short-term memory abilities in accomplished multilinguals.
The Modern Language Journal, 961, 290–306.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Blom, E., Küntay, A. C., Messer, M., Verhagen, J., & Leseman, P. P. M.
(
2014)
The benefits of being bilingual: Working memory in bilingual Turkish-Dutch children.
Journal of Experimental Child Psychology, 1281, 105–119.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Boerma, T., Chiat, S., Leseman, P. P. M., Timmermeister, M., Wijnen, F., & Blom, E.
(
2015)
A quasi-universal nonword repetition task as a diagnostic tool for bilingual children learning Dutch as a second language.
Journal of Speech, Language, and Hearing Research, 581, 1747–1760.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Bonifacci, P., Giombini, L., Bellocchi, S., & Contento, S.
(
2011)
Speed of processing, anticipation, inhibition and working memory in bilinguals.
Developmental Science, 141, 256–269.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
de Bree, E. H., Verhagen, J., Kerkhoff, A. O., Doedens, W. J., & Unsworth, S.
(
2017)
Language learning from inconsistent input: Bilingual and monolingual toddlers compared.
Infant and Child Development, 261, e1996.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Bulgarelli, F., Lebkuecher, A. L. & Weiss, D. J.
(
2018)
Statistical learning in bilingualism.
Language, Speech, and Hearing Services in Schools, 491, 740–753.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Chambers, J. M., Freeny, A. R., & Heiberger, R. M.
(
1992)
Analysis of variance; designed experiments. In
Chambers, J. M., &
Hastie, T. J. (Eds.),
Statistical Models in S. Wadsworth & Brooks/Cole.
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
le Clercq, C. M. P., van der Schroeff, M. P., Rispens, J. E., Ruytjens, L., Goedegebure, A., van Ingen, G., & Franken, M-C.
(
2017)
Shortened nonword repetition task (NWR-S): A simple, quick and less expensive outcome to identify children with combined specific language and reading impairment.
Journal of Speech, Language, and Hearing Research, 601, 2241–2248.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Delcenserie, A., & Genesee, F.
(
2017)
The effects of age of acquisition on verbal memory in bilinguals.
International Journal of Bilingualism, 211, 600–616.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Duncan, T. S., & Paradis, J.
(
2016)
English language learners’ nonword repetition performance: The influence of age, L1 vocabulary size, length of L2 exposure, and L1 phonology.
Journal of Speech, Language, and Hearing Research, 591, 39–48.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Dutilh, G., Vandekerckhove, J., Forstmann, B. U., Keuleerst, E., Brysbaert, M., & Wagenmakers, E-J.
(
2012)
Testing theories of post-error slowing.
Attention, Perception and Psychophysics, 741, 454–465.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Erickson, L. C., & Thiessen, E. D.
(
2015)
Statistical learning of language: Theory, validity, and predictions of a statistical learning account of language acquisition.
Developmental Review, 371, 66–108.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Franco, A., Eberlen, J., Destrebecqz, A., Cleeremans, A., & Bertels, J.
(
2015)
Rapid serial auditory presentation: A new measure of statistical learning in speech segmentation.
Experimental Psychology, 621, 346–351.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Fernandes, M. A., Craik, F. I. M., Bialystok, E., & Kreuger, S.
(
2007)
Effects of bilingualism, aging, and semantic relatedness on memory under divided attention.
Canadian Journal of Experimental Psychology, 611, 128–141.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Gathercole, S. E.
(
2006)
Keynote article: Nonword repetition and word learning: The nature of the relationship.
Applied Psycholinguistics, 271, 513–543.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Grama, I. C., Kerkhoff, A. O., & Wijnen, F. N. K.
(
2016)
Gleaning structure from sound: The role of prosodic contrast in learning non-adjacent dependencies.
Journal of Psycholinguistic Research, 451, 1427–1449.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Hautus, M. J.
(
1995)
Corrections for extreme proportions and their biasing effects on estimated values of d’
.
Behavior Research Methods, 271, 46–51.
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Hirosh, Z., & Degani, T.
(
2017)
Direct and indirect effects of multilingualism on novel language learning: An integrative review.
Psychonomic Bulletin Review, 251, 892–916.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Hunt, R. H., & Aslin, R. N.
(
2001)
Statistical learning in a serial reaction time task: Access to separable statistical cues by individual learners.
Journal of Experimental Psychology, 1301, 658–680.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Jaeger, T. F.
(
2010)
Post to HLP/Jaeger lab blog.
[URL], accessed September 2019.
Kapa, L. L., & Colombo, J.
(
2014)
Executive function predicts artificial language learning.
Journal of Memory and Language, 761, 237–252.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Kaushanskaya, M.
(
2012)
Cognitive mechanisms of word learning in bilingual and monolingual adults: The role of verbal short-term memory.
Bilingualism: Language & Cognition, 151, 470–489.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Keuleers, E., Brysbaert, M., & New, B.
(
2010)
SUBTLEX-NL: A new frequency measure for Dutch words based on film subtitles.
Behavior Research Methods, 421, 643–650.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Kovács, A. & Mehler, J.
(
2009)
Flexible learning of multiple speech structures in bilingual infants.
Science, 3251, 611–612.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Kuo, L. J., & Anderson, R. C.
(
2010)
Beyond cross-language transfer: Reconceptualizing the impact of early bilingualism on phonological awareness.
Scientific Studies of Reading, 141, 365–385.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Kuo, L. J., & Anderson, R. C.
(
2012)
Effects of early bilingualism on learning phonological regularities in a new language.
Journal of Experimental Child Psychology, 1111, 455–467.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Kuznetsova, A., Brockhoff, P. B., & Christensen, R. H. B.
(
2017)
lmerTest Package: Tests in Linear Mixed Effects Models.
Journal of Statistical Software, 821, 1–26.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Lammertink, I., van Witteloostuijn, M., Boersma, P., Wijnen, F., & Rispens, J.
(
2019)
Auditory statistical learning in children: Novel insights from an online measure.
Applied Psycholinguistics, 401, 279–302.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Lum, J. A. G., Conti-Ramsden, G., Morgan, A. T., & Ullman, M. T.
(
2014)
Procedure learning deficits in specific language impairment (SLI): a meta-analysis of serial reaction time task performance.
Cortex, 511, 1–10.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Macmillan, N. A., & Creelman, C. D.
(
2005)
Detection theory: A user’s guide (2nd edition). Mahwah, New Jersey: Lawrence Erlbaum Associates.
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
McKean, C., Letts, C., & Howard, D.
(
2013)
Developmental change is key to understanding primary language impairment: The case of phonotactic probability and nonword repetition.
Journal of Speech, Language, and Hearing Research, 561, 1579–1594.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Messer, M. H., Leseman, P. P. M., Boom, J., & Mayo, A. Y.
(
2010)
Phonotactic probability effect in nonword recall and its relationship with vocabulary in monolingual and bilingual preschoolers.
Journal of Experimental Child Psychology, 1051, 306–323.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Misyak, J. B., & Christiansen, M. H.
(
2012)
Statistical language and language: An individual differences study.
Language Learning, 621, 302–331.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Nissen, M. J., & Bullemer, P.
(
1987)
Attentional requirements of learning: evidence from performance measures.
Cognitive Psychology, 191, 1e32.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Onnis, L., Chun, W. E., & Lou-Magnuson, M.
(
2017)
Improved statistical learning abilities in adult bilinguals.
Bilingualism: Language and Cognition, 211, 427–433.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Parra, M., Hoff, E., & Core, C.
(
2011)
Relations among language exposure, verbal short-term memory, and language development in Spanish-English bilingually developing two-year-olds.
Journal of Experimental Child Psychology, 1081, 113–125.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Park, J. S., Miller, C., Rosenbaum, D. A., Sanjeevan, T., van Hell, J. G., Weiss, D. J., & Mainela-Arnold, E.
(
2018)
Bilingualism and procedural learning in typically developing children and children with language impairment.
Journal of Speech, Language, and Hearing Research, 611, 634–644.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Perruchet, P. & Tillmann, B.
(
2010)
Exploiting multiple sources of information in learning an artificial language: Human data and modeling.
Cognitive Science, 341, 255–285.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Poepsel, T. J., & Weiss, D.
(
2016)
The influence of bilingualism on statistical word learning.
Cognition, 1521, 9–19.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Powell, M. J. D.
(
2009)
The BOBYQA algorithm for bound constrained optimization without derivatives (Report). Department of Applied Mathematics and Theoretical Physics, Cambridge University.
[URL], accessed September 2019.
R Core Team
(
2015)
R: A language environment for statistical computing.
R Foundation for Statistical Computing, Vienna, Austria.
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Rispens, J., & Baker, A.
(
2012)
Nonword repetition: the relative contributions of phonological short-term memory and phonological representations in children with language and hearing impairment.
Journal of Speech, Language, and Hearing Research, 551, 683–694.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Stanislaw, H., & Todorov, N.
(
1999)
Calculation of signal detection measures.
Behavior Research Methods, Instruments and Computers: A Journal of the Psychonomic Society, 311, 137–149.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Thiessen, E. D.
(
2017)
What’s statistical about learning? Insights from modelling statistical learning as a set of memory processes.
Philosophical transactions of the Royal Society B, 3721, 1711.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Vicari, S., Marotti, L., Menghini, D., Molinari, M., & Petrosini, L.
(
2003)
Implicit learning deficit in children with developmental dyslexia.
Neuropsychologica, 411, 108–114.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Wang, T., & Saffran, J. R.
(
2014)
Statistical learning of a tonal language: the influence of bilingualism and previous linguistic experience.
Frontiers in Psychology, 51, 953.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Weiss, D., Gerfen, C., & Mitchel, A.
(
2009)
Speech segmentation in a simulated bilingual environment: A challenge for statistical learning? Language Learning and Development, 51, 30–49.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
Yim, D., & Rudoy, J.
(
2013)
Implicit statistical learning and language skills in bilingual children.
Journal of Speech, Language, and Hearing Research, 561, 310–323.
![DOI logo](https://benjamins.com/logos/doi-logo.svg)
![Google Scholar](https://benjamins.com/logos/google-scholar.svg)
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► pp. 136 ff.
![DOI logo](//benjamins.com/logos/doi-logo.svg)
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![DOI logo](//benjamins.com/logos/doi-logo.svg)
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