Implicit statistical learning and working memory predict EFL development and written task outcomes in adolescents

Research output: Journal contributionsJournal articlesResearchpeer-review

Standard

Implicit statistical learning and working memory predict EFL development and written task outcomes in adolescents. / Pili-Moss, Diana; Hamrick, Phillip; Schmidt, Torben et al.
In: System, Vol. 131, 103656, 01.07.2025.

Research output: Journal contributionsJournal articlesResearchpeer-review

Harvard

APA

Vancouver

Pili-Moss D, Hamrick P, Schmidt T, Meurers D, Wendebourg K. Implicit statistical learning and working memory predict EFL development and written task outcomes in adolescents. System. 2025 Jul 1;131:103656. doi: 10.1016/j.system.2025.103656

Bibtex

@article{dad3ad610dc54fe5a73deda511c406c9,
title = "Implicit statistical learning and working memory predict EFL development and written task outcomes in adolescents",
abstract = "Investigating the relationship between cognitive individual differences and second language learning has been central to second language acquisition research conducted in controlled laboratory conditions and in educational instructed contexts. However, not much research to date has simultaneously explored the role of multiple cognitive abilities for L2 development or task outcomes in educational environments. In the present study, 77 secondary-school EFL learners engaged in intensive digital practice of direct questions, alongside regular classroom instruction, for a period of two and a half weeks. They completed digital pretests and, at the end of the instruction and practice period, were administered digital posttests and a pen-and-paper communicative written task. Measures of the learners{\textquoteright} declarative memory, implicit statistical learning and working memory capacity were taken. Mixed-effect and multiple regression models revealed that a positive interaction between implicit statistical learning and working memory capacity predicted both posttest scores and task outcomes, whereas declarative memory did not significantly relate to either measure. It is suggested that the synergetic relationship between implicit statistical learning and working memory capacity may be key to the process of updating morphosyntactic representations of direct questions with positive effects for both L2 development and use.",
keywords = "Didactics of English as a foreign language, Working memory, EFL learning, Intelligent tutoring system, Computer-assisted learning, Explicit language aptitude, Implicit language aptitude, Working memory, EFL Grammar, Written L2 tash, Call, Explicit long-term memory, statistical learning ability",
author = "Diana Pili-Moss and Phillip Hamrick and Torben Schmidt and Detmar Meurers and Katharona Wendebourg",
note = "Publisher Copyright: {\textcopyright} 2025",
year = "2025",
month = jul,
day = "1",
doi = "10.1016/j.system.2025.103656",
language = "English",
volume = "131",
journal = "System",
issn = "0346-251X",
publisher = "Elsevier Ltd",

}

RIS

TY - JOUR

T1 - Implicit statistical learning and working memory predict EFL development and written task outcomes in adolescents

AU - Pili-Moss, Diana

AU - Hamrick, Phillip

AU - Schmidt, Torben

AU - Meurers, Detmar

AU - Wendebourg, Katharona

N1 - Publisher Copyright: © 2025

PY - 2025/7/1

Y1 - 2025/7/1

N2 - Investigating the relationship between cognitive individual differences and second language learning has been central to second language acquisition research conducted in controlled laboratory conditions and in educational instructed contexts. However, not much research to date has simultaneously explored the role of multiple cognitive abilities for L2 development or task outcomes in educational environments. In the present study, 77 secondary-school EFL learners engaged in intensive digital practice of direct questions, alongside regular classroom instruction, for a period of two and a half weeks. They completed digital pretests and, at the end of the instruction and practice period, were administered digital posttests and a pen-and-paper communicative written task. Measures of the learners’ declarative memory, implicit statistical learning and working memory capacity were taken. Mixed-effect and multiple regression models revealed that a positive interaction between implicit statistical learning and working memory capacity predicted both posttest scores and task outcomes, whereas declarative memory did not significantly relate to either measure. It is suggested that the synergetic relationship between implicit statistical learning and working memory capacity may be key to the process of updating morphosyntactic representations of direct questions with positive effects for both L2 development and use.

AB - Investigating the relationship between cognitive individual differences and second language learning has been central to second language acquisition research conducted in controlled laboratory conditions and in educational instructed contexts. However, not much research to date has simultaneously explored the role of multiple cognitive abilities for L2 development or task outcomes in educational environments. In the present study, 77 secondary-school EFL learners engaged in intensive digital practice of direct questions, alongside regular classroom instruction, for a period of two and a half weeks. They completed digital pretests and, at the end of the instruction and practice period, were administered digital posttests and a pen-and-paper communicative written task. Measures of the learners’ declarative memory, implicit statistical learning and working memory capacity were taken. Mixed-effect and multiple regression models revealed that a positive interaction between implicit statistical learning and working memory capacity predicted both posttest scores and task outcomes, whereas declarative memory did not significantly relate to either measure. It is suggested that the synergetic relationship between implicit statistical learning and working memory capacity may be key to the process of updating morphosyntactic representations of direct questions with positive effects for both L2 development and use.

KW - Didactics of English as a foreign language

KW - Working memory

KW - EFL learning

KW - Intelligent tutoring system

KW - Computer-assisted learning

KW - Explicit language aptitude

KW - Implicit language aptitude

KW - Working memory

KW - EFL Grammar

KW - Written L2 tash

KW - Call

KW - Explicit long-term memory

KW - statistical learning ability

UR - http://www.scopus.com/inward/record.url?scp=105000042071&partnerID=8YFLogxK

U2 - 10.1016/j.system.2025.103656

DO - 10.1016/j.system.2025.103656

M3 - Journal articles

AN - SCOPUS:105000042071

VL - 131

JO - System

JF - System

SN - 0346-251X

M1 - 103656

ER -

Recently viewed

Activities

  1. Structure and dynamics laboratory testing of an indirectly controlled full variable valve train for camless engines
  2. Trajectory-based computational study of coherent behavior in flows
  3. From Text to Data: AI and Human Expertise in Provenance Linked Open Data
  4. Trajectory-based Lagrangian approaches for the extraction and characterization of coherent structures
  5. Presentation of the paper entitled "Comparison of Backpropagation and Kalman Filter-based Training for Neural Networks"
  6. Plenary lecture entitled: "Wavelet Packets for Applications in Signal Processing and Control Systems"
  7. Short course on numerical methods for stochastic processes
  8. I Am Behind the Screen: Understanding the Invisible Work of Content Moderators on Digital Platforms
  9. Nordic Seminar on Computational Mechanics - NSCM 2016
  10. Presentation of the paper entitled: "Classical PI Controllers with Anti-Windup Techniques Applied on Level Systems: An Interesting Case Study"
  11. 27st IEEE International Conference on Methods and Models in Automation an Robotics (MMAR)
  12. It's Time to Talk About Time Shaping Competence: A Framework for Addressing “Time” in ESE
  13. Towards a fully-automated adaptive e-learning environment: A predictive model for difficulty generating factors in gap-filling activities that target English tense-aspect-mood
  14. Fuzzy based control of a nonholonomic car-like robot for drive assistant systems
  15. SON 2020+2: International Workshop on Dynamics, Optimization, and Computation
  16. Unit Root & Cointegration Testing Conference 2005

Publications

  1. Unity and diversity in the law of state responsibility
  2. N3 - A collection of datasets for named entity recognition and disambiguation in the NLP interchange format
  3. Multi-Parallel Sending Coils for Movable Receivers in Inductive Charging Systems
  4. Anomaly detection in formed sheet metals using convolutional autoencoders
  5. Control of a Sun Tracking Robot Based on Adaptive Sliding Mode Control with Kalman Filtering and Model Predictive Control
  6. Anatomy of Haar Wavelet Filter and Its Implementation for Signal Processing
  7. Introducing a multivariate model for predicting driving performance
  8. Reading and Calculating in Word Problem Solving
  9. 'SPREAD THE APP, NOT THE VIRUS’ – AN EXTENSIVE SEM-APPROACH TO UNDERSTAND PANDEMIC TRACING APP USAGE IN GERMANY
  10. Simultaneous Constrained Adaptive Item Selection for Group-Based Testing
  11. Inversion of fuzzy neural networks for the reduction of noise in the control loop
  12. Age-related differences in processing visual device and task characteristics when using technical devices
  13. Enhancing Performance of Level System Modeling with Pseudo-Random Signals
  14. Neural Combinatorial Optimization on Heterogeneous Graphs
  15. Transformer with Tree-order Encoding for Neural Program Generation
  16. Lyapunov Convergence Analysis for Asymptotic Tracking Using Forward and Backward Euler Approximation of Discrete Differential Equations
  17. Mathematics in Robot Control for Theoretical and Applied Problems
  18. PI and Fuzzy Controllers for Non-Linear Systems
  19. Analysis And Comparison Of Dispatching RuleBased Scheduling In Dual-Resource Constrained Shop-Floor Scenarios
  20. Exploration strategies, performance, and error consequences when learning a complex computer task
  21. Lessons learned for spatial modelling of ecosystem services in support of ecosystem accounting
  22. How to support synchronous net-based learning discourses
  23. Construct Objectification and De-Objectification in Organization Theory
  24. Development and validation of a method for the determination of trace alkylphenols and phthalates in the atmosphere
  25. Recurrence quantificationanalysis as a general-purpose tool for bridging the gap between qualitative and quantitative analysis