Beyond Proficiency: How Speech Attribute Alignment Shapes L2 Listening Comprehension
DOI:
https://doi.org/10.66947/pasaa.v72i1.3112Keywords:
L2 Listening Comprehension, Thai EFL Learners, Prosodic AlignmentAbstract
This study employed a quantitative observational design to investigate
whether L2 learners' speaking proficiency, temporal-prosodic speech
attributes, and speaker-listener temporal-prosodic alignment are
associated with performance on a L2 listening test. Speaker-listener
temporal-prosodic alignment was operationalized as the degree of
similarity between learners' produced speech and the temporal-prosodic
attributes of the listening test input. This approach assumes that similarity
in timing and pitch patterns may reduce perceptual processing demands
during speech recognition. 91 Thai undergraduates submitted ten weekly
audio journals using ALL-Talk before completing a listening test
structured on the TOEIC listening format. Learner speech and listening
test input were analyzed for temporal-prosodic attributes using PRAAT.
The student speaking proficiency scores were obtained using Microsoft
Azure via the ALL-Talk platform. These attributes were then compared
against student performance in the listening test using three analytical
approaches: 1) one-way ANOVA and bootstrapped Spearman
correlations to examine the relationship between speaking proficiency
and listening comprehension. 2) bootstrapped generalized linear models
to assess the influence of specific temporal-prosodic attributes. 3)
generalized linear mixed-effects models to investigate the role of speakerlistener
temporal-prosodic alignment. While L2 speaking proficiency did
not significantly predict comprehension performance, generalized linear
modelling revealed that Mean Pitch, Syllable Count, and Pause Count
were significant predictors. Contrary to speech alignment expectations,
generalized linear mixed effects modelling showed that greater speakerlistener
divergence in Articulation Rate significantly predicted higher
listening test scores, while shorter learner average pause durations relative
to the input were also associated with improved performance. These
findings complicate similarity-based accounts of speaker-listener
temporal prosody alignment and suggest that the speaking-listening
relationship may be driven more by specific temporal and prosodic
features than by overall proficiency measures or uniform prosodic
similarity.
References
Babyak, M. A. (2004). What you see may not be what you get: A brief introduction to overfitting in regression-type models. Psychosomatic Medicine, 66(3), 411–421. https://doi.org/10.1097/00006842-200405000-00021
Belsley, D. A., Kuh, E., & Welsch, R. E. (1980). Regression diagnostics: Identifying influential data and sources of collinearity. Wiley. https://doi.org/10.1002/0471725153
Blau, E. K. (1990). The effect of syntax, speed, and pauses on listening comprehension. TESOL Quarterly, 24(4), 746–753. https://doi.org/10.2307/3587129
Bloomfield, A., Wayland, S. C., Rhoades, E., Blodgett, A., Linck, J., & Ross, S. (2010). What makes listening difficult? Factors affecting second language listening comprehension (Technical Report No. TTO 81434 E.3.1). University of Maryland, Center for Advanced Study of Language. https://apps.dtic.mil/sti/tr/pdf/ADA550176.pdf
Boersma, P., & Weenink, D. (2024). PRAAT: Doing phonetics by computer (Version 6.4.04) [Computer program]. http://www.praat.org/
Burnham, D., Kasisopa, B., Reid, A., Luksaneeyanawin, S., Lacerda, F., Attina, V., Rattanasone, N. X., Schwarz, I., & Webster, D. (2015). Universality and language-specific experience in the perception of lexical tone and pitch. Applied Psycholinguistics, 36(6), 1459–1491. https://doi.org/10.1017/S0142716414000496
Burnham, K. P., & Anderson, D. R. (2002). Model selection and multimodel inference: A practical information-theoretic approach (2nd ed.). Springer. https://doi.org/10.1007/b97636
Cámara-Arenas, E., Tejedor-García, C., Tomas-Vázquez, C. J., & Escudero-Mancebo, D. (2023). Automatic pronunciation assessment vs. automatic speech recognition: A study of conflicting conditions for L2-English. Language Learning & Technology, 27(1), 1–19. https://doi.org/10.64152/10125/73512
Chiu, C.-W., & Chen, T.-P. (2023). Speech rate and young EFL learners' listening comprehension. English Language Teaching, 16(7), 74–80. https://doi.org/10.5539/elt.v16n7p74
Coulange, S., Kato, T., Rossato, S., & Masperi, M. (2024). Enhancing language learners' comprehensibility through automated analysis of pause positions and syllable prominence. Languages, 9(3), 78–93. https://doi.org/10.3390/languages9030078
Cutler, A., Dahan, D., & Van Donselaar, W. (1997). Prosody in the comprehension of spoken language: A literature review. Language and Speech, 40(2), 141–201. https://doi.org/10.1177/002383099704000203
De Jong, N. H., & Wempe, T. (2009). Praat script to detect syllable nuclei and measure speech rate automatically. Behavior Research Methods, 41(2), 385–390. https://doi.org/10.3758/brm.41.2.385
Derwing, T. M. (1990). Speech rate is no simple matter. Studies in Second Language Acquisition, 12(3), 303–313. https://doi.org/10.1017/S0272263100009189
Derwing, T. M., & Munro, M. J. (2001). What speaking rates do non-native listeners prefer? Applied Linguistics, 22(3), 324–337. https://doi.org/10.1093/applin/22.3.324
Ernestus, M., Kouwenhoven, H., & van Mulken, M. (2017). The direct and indirect effects of the phonotactic constraints in the listener's native language on the comprehension of reduced and unreduced word pronunciation variants in a foreign language. Journal of Phonetics, 62, 50–64. https://doi.org/10.1016/j.wocn.2017.02.003
Fang, L., Liu, W., Wu, R., Schwieter, J. W., & Wang, R. (2024). The role of prosodic sensitivity and executive functions in L2 reading: The moderated mediation effect. Bilingualism: Language and Cognition, 1–12. https://doi.org/10.1017/S1366728924000129
Fang, L., Xie, Y., Yu, K., Wang, R., & Schwieter, J. W. (2021). An examination of prosody and second language sentence processing through pause insertion. International Journal of Bilingualism, 25(5), 1473–1485. https://doi.org/10.1177/13670069211018753
Field, J. (2008). Listening in the language classroom. Cambridge University Press. https://doi.org/10.1017/CBO9780511575945
Fujita, R. (2017). Effects of speech rate and background noise on EFL learners listening comprehension of different types of materials. The Journal of Asia TEFL, 14(4), 638–653. https://doi.org/10.18823/asiatefl.2017.14.4.4.638
Gandour, J., Potisuk, S., & Dechongkit, S. (1994). Tonal coarticulation in Thai. Journal of Phonetics, 22(4), 477–492. https://doi.org/10.1016/S0095-4470(19)30296-7
Gilakjani, A. P., & Ahmadi, M. R. (2011). A study of factors affecting EFL learners' English listening comprehension and the strategies for improvement. Journal of Language Teaching and Research, 2(5), 977–988. https://doi.org/10.4304/jltr.2.5.977-988
Griffiths, R. (1990). Speech rate and NNS comprehension: A preliminary study in time-benefit analysis. Language Learning, 40(3), 311–336. https://doi.org/10.1111/j.1467-1770.1990.tb00666.x
Griffiths, R. (1992). Speech rate and listening comprehension: Further evidence of the relationship. TESOL Quarterly, 26(2), 385–390. https://doi.org/10.2307/3587015
Hayati, A. (2010). The effect of speech rate on listening comprehension of EFL learners. Creative Education, 1(2), 107–114. https://doi.org/10.4236/ce.2010.12016
Hisagi, M., Higby, E., Zandona, M., Acosta, A. P., Kent, J., & Tajima, K. (2024). Impact of speech rate on perception of vowel and consonant duration by bilinguals and monolinguals. JASA Express Letters, 4(5), Article 055201. https://doi.org/10.1121/10.0025862
Hulstijn, J. (2011). Language proficiency in native and nonnative speakers. Studies in Second Language Acquisition, 33(4), 499–521. https://doi.org/10.1017/S0272263111000487
Iwasaki, S., & Ingkaphirom, P. (2005). A reference grammar of Thai. Cambridge University Press.
Kahng, J. (2014). Exploring utterance and cognitive fluency of L1 and L2 English speakers: Temporal measures and stimulated recall. Language Learning, 64(4), 809–854. https://doi.org/10.1111/lang.12084
Kallio, H., Suni, A., & Šimko, J. (2022). Fluency-related temporal features and syllable prominence as prosodic proficiency predictors for learners of English with different language backgrounds. Language and Speech, 65(3), 571–597. https://doi.org/10.1177/002383092110401
Kormos, J. (2006). Speech production and second language fluency. Routledge.
Ladd, D. R. (2008). Intonational phonology (2nd ed.). Cambridge University Press. https://doi.org/10.1017/CBO9780511808814
Lesnov, R., Wolhein Nava, S., & Bogorevich, V. (2020). Can successful L2 pronunciation facilitate listening comprehension? The role of speech rate and pitch range. In O. Kang, S. Staples, K. Yaw, & K. Hirschi (Eds.), Proceedings of the 11th Pronunciation in Second Language Learning and Teaching Conference (pp. 250–260). Iowa State University. https://www.iastatedigitalpress.com/psllt/article/id/15429/download/pdf
Liu, L., Lai, R., Singh, L., Kalashnikova, M., Wong, P. C. M., Kasisopa, B., Chen, A., Onsuwan, C., & Burnham, D. (2022). The tone atlas of perceptual discriminability and perceptual distance: Four tone languages and five language groups. Brain and Language, 229, Article 105106. https://doi.org/10.1016/j.bandl.2022.105106
Liu, Y. (2020). Effects of metacognitive strategy training on Chinese listening comprehension. Languages, 5(2), 21. https://doi.org/10.3390/languages5020021
Lyu, S., Põldver, N., Kask, L., Wang, L., & Kreegipuu, K. (2024). Native language background affects the perception of duration and pitch. Brain and Language, 256, Article 105460. https://doi.org/10.1016/j.bandl.2024.105460
Medina, A., Socarrás, G., & Krishnamurti, S. (2020). L2 Spanish listening comprehension: The role of speech rate, utterance length, and L2 oral proficiency. The Modern Language Journal, 104(2), 439–456. https://doi.org/10.1111/modl.12639
Microsoft. (n.d.-a). Transparency note and use cases for pronunciation assessment - Azure AI services. Microsoft Learn. Retrieved September 26, 2025, from https://learn.microsoft.com/en-us/legal/cognitive-services/speech-service/pronunciation-assessment/transparency-note-pronunciation-assessment
Microsoft. (n.d.-b). Use pronunciation assessment. Microsoft Learn. Retrieved September 26, 2025, from https://learn.microsoft.com/en-us/azure/ai-services/speech-service/how-to-pronunciation-assessment?pivots=programming-language-javascript#pronunciation-score-calculation
Moxon, S. (2024). ALL-Talk: Enhancing EFL pronunciation with Microsoft Azure speech services. ABAC Journal, 44(4), 139–161. https://doi.org/10.59865/abacj.2024.58
Pellegrino, F., Coupe, C., & Marsico, E. (2011). A cross-language perspective on speech information rate. Language, 87(3), 539–558. https://doi.org/10.1353/lan.2011.0057
Pickering, M. J., & Garrod, S. (2004). Toward a mechanistic psychology of dialogue. Behavioral and Brain Sciences, 27(2), 169–226. https://doi.org/10.1017/S0140525X04000056
Plonsky, L., & Oswald, F. L. (2014). How big is "big"? Interpreting effect sizes in L2 research. Language Learning, 64(4), 878–912. https://doi.org/10.1111/lang.12079
Reed, M., & Liu, D. (2020). Technology-enhanced L2 listening: Triangulating perception, production, and metalinguistic awareness. In O. Kang, S. Staples, K. Yaw, & K. Hirschi (Eds.), Proceedings of the 11th Pronunciation in Second Language Learning and Teaching Conference, Northern Arizona University (pp. 173–185). Iowa State University. https://www.iastatedigitalpress.com/psllt/article/15422/galley/13503/view/
Rukthong, A. (2021). Complex interplay of cognitive and strategic processing in EFL listening: Implications for teaching, rEFlections, 28(3), 313–332. https://doi.org/10.61508/refl.v28i3.254570
Shockley, K., Sabadini, L., & Fowler, C. A. (2004). Imitation in shadowing words. Perception & Psychophysics, 66(3), 422–429. https://doi.org/10.3758/BF03194890
Stevens, J. P. (2012). Applied Multivariate Statistics for the Social Sciences (5th ed.). Routledge. https://doi.org/10.4324/9780203843130
Sweller, J. (1994). Cognitive load theory, learning difficulty, and instructional design. Learning and Instruction, 4(4), 295–312. https://doi.org/10.1016/0959-4752(94)90003-5
Tavakoli, P., & Skehan, P. (2005). Strategic planning, task structure and performance testing. In R. Ellis (Ed.), Planning and Task Performance in a Second Language (pp. 239–273). John Benjamins Publishing Company. https://doi.org/10.1075/lllt.11.15tav
Thomson, R. I. (2015). Fluency. In M. Reed & J. M. Levis (Eds.), The handbook of English pronunciation (pp. 209–226). John Wiley & Sons. https://doi.org/10.1002/9781118346952
Trofimovich, P., & Baker, W. (2006). Learning second language suprasegmentals: Effect of L2 experience on prosody and fluency characteristics of L2 speech. Studies in Second Language Acquisition, 28(1), 1–30. https://doi.org/10.1017/S0272263106060013
Vandergrift, L. (2007). Recent developments in second and foreign language listening comprehension research. Language Teaching, 40(3), 191–210. https://doi.org/10.1017/S0261444807004338
Vandergrift, L., & Goh, C. C. M. (2012). Teaching and learning second language listening: Metacognition in action. Routledge.
Wang, Y., & Treffers-Daller, J. (2017). Explaining listening comprehension among L2 learners of English: The contribution of general language proficiency, vocabulary knowledge and metacognitive awareness. System, 65, 139–150. https://doi.org/10.1016/j.system.2016.12.013
Zhao, Y. (1997). The effects of listeners' control of speech rate on second language comprehension. Applied Linguistics, 18(1), 49–68. https://doi.org/10.1093/applin/18.1.49
Downloads
Published
How to Cite
Issue
Section
Categories
License
Copyright (c) 2026 PASAA

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.


