A visual analysis of the current status and trends of research on Mandarin tone acquisition by non-native Chinese speakers based on citespace
DOI:
https://doi.org/10.61173/5pnysr33Keywords:
CiteSpace visualization, Mandarin tone, L2 learners, Quantitative researchAbstract
This study employs CiteSpace to provide a visual analysis of the current state and trends in research on Mandarin tone acquisition by non-native speakers. Through data analysis of 131 papers from the Social Sciences Citation Index (SSCI) and Scopus databases databases between 2015 and 2024, the Spatio-temporal distribution patterns, collaboration networks among authors/institutions, and keyword-based topic clusters were examined. The primary findings indicate a peak in publication volume from 2019 to 2021, with the United States and China as the major contributors. However, the collaborative network in this field is fragmented, with limited core authors and insufficient international collaboration. Keyword co-occurrence and burst detection highlight five major research areas: (1) perceptual mechanisms and acoustic features of Mandarin tone learning; (2) acquisition trajectories and proficiency effects; (3) teaching strategies and training methods; (4) cognitive and neural processing; and (5) cross-linguistic and cultural influences. Notably, perceptual training, auditory stimuli, and second language perception are identified as emerging hotspots. This study emphasizes the significance of bolstering interdisciplinary collaboration, a more profound focus on teaching approaches to tonal instruction, and the integration of technological innovations. The research provides a comprehensive foundation for the study and practice of Mandarin tone teaching for non-native learners.
References
[1] Chen, F., Xia, Q., Feng, Y., Wang, L. & Peng, G. (2023) Learning challenging L2 sounds via computer‐assisted training: Audiovisual training with an airflow model. Journal of computer assisted learning., vol. 39, no. 1: 34-48.
[2] Cao, M., Pavlik Jr, P.I. & Bidelman, G.M. (2024) Enhancing lexical tone learning for second language speakers: effects of acoustic properties in Mandarin tone perception. Frontiers in psychology., vol. 15: 1403816.
[3] Dong, H., Clayards, M., Brown, H. & Wonnacott, E. (2019) The effects of high versus low talker variability and individual aptitude on phonetic training of Mandarin lexical tones. PeerJ (San Francisco, CA)., vol. 2019, no. 8: e7191-e7191.
[4] Hao, Y. (2018) Contextual effect in second language perception and production of Mandarin tones. Speech communication., vol. 97: 32-42.
[5] Han, Y., Goudbeek, M., Mos, M. & Swerts, M. (2020) Relative Contribution of Auditory and Visual Information to Mandarin Chinese Tone Identification by Native and Tone-naïve Listeners. Language and speech., vol. 63, no. 4: 856-876.
[6] Hongjie, W., Yonghong, L. & Axu, H. (2021) Research on Tone Perception of Tibetan Native Speakers in Mandarin Based on Acoustic Features. In: 2021 3rd International Conference on Applied Machine Learning (ICAML). Changsha. pp. 186.
[7] Huang, H., Wang, K., Hu, Y. & Li, S. (2021) Encoder- Decoder Based Pitch Tracking and Joint Model Training for Mandarin Tone Classification. In: ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Toronto. pp. 6943.
[8] Jie, L. & Chao. M. M. (2022) Citespace: Text Mining and Visualization of Scientific and Technological Documents (Third Edition). Capital University of Economics and Business Press. Beijing.
[9] Li, F., Xie, Y., Yu, X. & Zhang, J. (2016) A study on perceptual training of Japanese CSL learners to discriminate Mandarin lexical tones. In: 2016 10th International Symposium on Chinese Spoken Language Processing (ISCSLP). Tianjin. pp. 1.
[10] Lee, R.R., Hsu, C., Lin, S., Wu, D.H. & Tzeng, O.J. (2017) Learning transforms functional organization for Mandarin lexical tone discrimination in the brain: Evidence from a MEG experiment on second language learning. Journal of neurolinguistics., vol. 42: 124-139.
[11] Liu, L., Chen, A. & Kager, R. (2017) Perception of tones in Mandarin and Dutch adult listeners. Language and linguistics (Taipei)., vol. 18, no. 4: 622-646.
[12] Meng L. S., Ding Y. (1998) The Core Documents, Core Authors and Core Journals in Scientometrics in China. Library and Information Service., vol. 42, no.4: 21-24.
[13] Pelzl, E., Lau, E.F., Guo, T. & DeKeyser, R.M. (2021) Advanced Second Language Learners of Mandarin Show Persistent Deficits for Lexical Tone Encoding in Picture-to-Word Form Matching. Frontiers in communication., vol. 6.
[14] Sun, Y., Kyaw, W.T., Zhang, J., Sagisaka, Y. (2018) Analysis of L2 Learners’ Progress of Distinguishing Mandarin Tone 2 and Tone 3. In: Interspeech 2018. Hyderabad. pp. 2549-2553.
[15] Shen, G. & Froud, K. (2019) Electrophysiological correlates Dean&Francis Wenjin Chen of categorical perception of lexical tones by English learners of Mandarin Chinese: an ERP study. Bilingualism (Cambridge, England)., vol. 22, no. 2: 253-265.
[16] Tu, J. Y., Hsiung, Y., Cha, J. H., Wu, M. D., Sung, Y. T. (2016) Tone production of Mandarin disyllabic words by Korean learners. In: Speech Prosody 2016. Boston. pp. 375-379.
[17] Tsukada, K. & Kondo, M. (2019) The Perception of Mandarin Lexical Tones by Native Speakers of Burmese. Language and speech., vol. 62, no. 4: 625-640.
[18] Tsukada, K. & Han, J. (2019) The perception of Mandarin lexical tones by native Korean speakers differing in their experience with Mandarin. Second language research., vol. 35, no. 3: 305-318.
[19] Yu, K., Li, L., Chen, Y., Zhou, Y., Wang, R., Zhang, Y. & Li, P. (2019) Effects of native language experience on Mandarin lexical tone processing in proficient second language learners. Psychophysiology., vol. 56, no. 11: e13448.
[20] Yang, S., Lin, C., Jung, T. & Wang, L. (2021) Mandarin Tone Recognition from Brain Dynamics. In: 2021 International Automatic Control Conference (CACS). Chiayi. pp. 1.
[21] Zou, T., Chen, Y. & Caspers, J. (2017) The developmental trajectories of attention distribution and segment-tone integration in Dutch learners of Mandarin tones. Bilingualism (Cambridge, England)., vol. 20, no. 5: 1017-1029.
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