Research Article

Acoustic Correlates of L2 Mandarin Tone Acquisition: Microgenetic Variation in Adult English-Speaking Immersion Learners

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SCI J Appl Ling Lang Teach, 2026, 1 (1), 26-31, doi: , ISSN

Abstract

This study investigates the longitudinal acoustic development of lexical Mandarin tones among adult native English speakers during an eight-week intensive language immersion program. Utilizing a microgenetic research design with bi-weekly acoustic recordings across 16 measurement points, we tracked intra-individual variations in fundamental frequency (F0) height, F0 slope, and pitch velocity across the four primary Mandarin citation tones (Tone 1 high-level, Tone 2 high-rising, Tone 3 low-dipping, and Tone 4 high-falling). Time-normalized F0 contours were extracted from target monosyllabic and disyllabic tokens produced in carrier sentences and compared against acoustic baselines established by native Mandarin speakers. Acoustic generalized additive mixed-effects models (GAMMs) revealed distinct developmental trajectories: Tone 1 (55) and Tone 4 (51) stabilized rapidly within the first three weeks of immersion, characterized by early pitch height accuracy. Conversely, Tone 2 (35) and Tone 3 (214) exhibited pronounced microgenetic variability, marked by non-linear regression phases where learners struggled to decouple pitch register from dynamic pitch velocity. Disyllabic context analysis demonstrated that Tone 3 sandhi rule application lagged significantly behind citation tone production. These empirical findings demonstrate that L2 tone acquisition is non-monotonic and governed by distinct perceptual and biomechanical constraints, offering crucial pedagogical implications for visual pitch feedback in technology-enhanced immersion curricula.

Keywords L2 Mandarin tones microgenetic approach acoustic phonology fundamental frequency (F0) immersion learning
Authors 2

The team behind this paper

2 authors, 2 institutions.

This paper Charles University Charles University 1 author Waseda University — Japan Waseda University 1 author Prof. Elena Rostova — corresponding author ER Prof. Elena Rostova ✉ Dr. Kenji Takahashi KT Dr. Kenji Takahashi

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Bibliographic Information

Prof. Elena Rostova, Dr. Kenji Takahashi, (2026). Acoustic Correlates of L2 Mandarin Tone Acquisition: Microgenetic Variation in Adult English-Speaking Immersion Learners, SCI Journal of Applied Linguistics and Language Teaching, 1(1): 26-31
Bibtex Citation
@article{prof._elena_rostova2026sjall,
author = {Prof. Elena Rostova and Dr. Kenji Takahashi},
title = {Acoustic Correlates of L2 Mandarin Tone Acquisition: Microgenetic Variation in Adult English-Speaking Immersion Learners},
journal = {SCI Journal of Applied Linguistics and Language Teaching},
year = {2026},
volume = {1},
number = {1},
pages = {26-31},
doi = {},
url = {https://scimatic.org/show_manuscript/8762}
}
APA Citation
Rostova, P.E., Takahashi, D.K., (2026). Acoustic Correlates of L2 Mandarin Tone Acquisition: Microgenetic Variation in Adult English-Speaking Immersion Learners. SCI Journal of Applied Linguistics and Language Teaching, 1(1), 26-31. https://doi.org/

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