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Statistical Learning, Implicit Learning, and First Language Acquisition: A Critical Evaluation of Two Developmental

Inbal Arnon1

  • 1Department of Psychology, Hebrew University of Jerusalem.

Topics in Cognitive Science
|May 7, 2019
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Statistical and implicit learning skills improve in childhood, challenging the age invariance theory. Current measures may not reliably predict language outcomes in children, necessitating integrated research.

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Area of Science:

  • Cognitive Science
  • Developmental Psychology
  • Linguistics

Background:

  • Distributional information plays a key role in language and general learning.
  • Statistical learning and implicit learning research, though similar, remain largely separate.
  • Implicit statistical learning (ISL) is central to understanding developmental learning trajectories.

Purpose of the Study:

  • To critically evaluate two developmental predictions regarding age invariance and predictive relation to language outcomes.
  • To integrate findings from statistical and implicit learning traditions.
  • To address challenges in studying ISL in developmental samples.

Main Methods:

  • Review and synthesis of findings from statistical learning and implicit learning literatures.
  • Evaluation of developmental predictions concerning learning improvement and its link to language outcomes.
  • Analysis of the reliability of statistical learning measures in children.

Main Results:

  • Both implicit and statistical learning improve during childhood, contradicting the age invariance prediction.
  • Improved ISL skills do not explain age-related language learning declines.
  • Commonly used statistical learning measures may lack reliability for assessing individual differences in children.

Conclusions:

  • Developmental learning is not age-invariant; both implicit and statistical learning advance through childhood.
  • The utility of ISL for explaining language development is questioned due to unreliable measures.
  • Greater integration of implicit and statistical learning research is needed for developmental studies.