Welcome

lines

Hi! I am Wei Lai (赖玮). I am an assistant professor in the Linguistics Department at California State University, Long Beach. My research interests lie at the intersection of phonetics, sociolinguistics, and psycholinguistics, including speech perception and production, sound change, and the social-cognitive mechanisms involved in processing sociolinguistic variation. I also have a long-standing interest in the production and perception of lexical tones and speech prosody.

I received my Ph.D. in Linguistics in 2021 from the . The title of my doctoral dissertation is "The online adjustment of speaker-specific phonetic beliefs in multi-speaker speech perception". My dissertation advisor was Meredith Tamminga. After graduation, I continued my academic research as a postdoctoral scholar in Duane Watson's lab, in the Department of Psychology and Human Development at Vanderbilt University.

Before joining CSULB, I spent several years in industry as a language engineer on the Bedrock Data Team at Amazon Web Services. This experience informs my interest in teaching computational linguistics, advocating for linguists’ contributions to the tech industry, and advising students on navigating linguistic careers in big tech.

Download my CV

RESEARCH

I study the acoustic and perceptual aspects of speech, with a particular focus on speech variability. Using acoustic measurements of lab-elicited speech and speech corpora, I investigate how speakers encode linguistic information across different contexts and how listeners use social and contextual information to interpret variable speech signals. I also have a long-standing interest in suprasegmental aspects of speech, including pitch, timing, intensity, and voice quality, especially in lexical tones and speech prosody.

My main research areas are outlined below:

Integration of social-indexical cues in linguistic processing

Illustration of social-indexical cues in speech processingIn spoken language, linguistic meaning and information about a talker's social identity are closely interwoven. Listeners may find an interlocutor's speech more or less intelligible depending on their opinions of the speaker, and may hear different phonemes in the same ambiguous signal depending on the speaker's perceived identity. This work connects speech perception with social cognition: how is social-indexical information represented and associated with linguistic variants, and how do listeners use these associations to form expectations and interpret their interlocutors' speech?

Flexibility of speech perception: compensation, adaptation, generalization

Illustration of speech perception and adaptationThe acoustic realization of a phoneme can vary substantially with the linguistic environment, acoustic surroundings, social context, speaking style, speech rate, talker identity, and lexical properties. Listeners can adjust their phoneme category boundaries in response to coarticulatory, phonotactic, lexical, and semantic contexts. They can also learn talker-specific phonetic distributions and generalize what they learn to new talkers. This research investigates the linguistic and social structures that shape perceptual compensation, adaptation, and generalization.

Acoustics and perception of lexical tone variation

Illustration of lexical tone variationMuch research has examined the acoustics of tonal contrasts and the typology of tone systems, but tone variability remains less explored. Tone is primarily realized through fundamental frequency (F₀), which varies with a talker's sex and vocal state. My work investigates how talker sex, vocal effort, and tonal contrasts are jointly encoded in F₀, and how listeners resolve the ambiguity caused by acoustic overlap. I am also interested in how lexical and prosodic structures shape tonal variation, how to model that variation, and how neutral tones change over time across lexical items.

Measurement and perception of intonation and prosody

Illustration of intonation and prosodyI am interested in the typology, phonologization, acoustics, perception, and modeling of intonation and prosody. One strand of my research examines how to measure prosodic parameters to reveal the underlying structure of prosody while separating it from unrelated sources of F₀ variation. Another uses perception to investigate how prosodic patterns give rise to contrasting interpretations of an utterance.

PUBLICATIONS

Journal Papers

2026

  • Delin Deng, Miriam Lense, Stephen Camarata, Julie Mazzone, Doriana Lacitignola, Wei Lai, and Duane Watson (2026). Prosodic Imitation in Children with Down Syndrome: Evidence from Sentence Repetition and Pitch Contour Modeling. American Journal of Speech-Language Pathology, 35(2), 730–742.

2025

  • Aini Li and Wei Lai (2025). Gender effects in Mandarin creaky voice evaluation: a matched-guise study. Linguistics Vanguard, 11(1), 375–383.

2024

  • Yi Zhang, Lishan Li, Wei Lai and Xiaoying Xu (2024). The influence of dialect loss on tone perception: Diminishing voice quality cues in preserved tone contrast. The Journal of the Acoustical Society of America, 156(6), 3707-3722.
  • Wei Lai and Meredith Tamminga (2024). Phonetics–phonology mapping in the generalization of perceptual learning. Journal of Phonetics, 103, 101295. Paper

2023

  • Aini Li, Wei Lai and Jianjing Kuang (2023). Creaky voice identification in Mandarin: The effects of prosodic position, tone, pitch range and creak locality. The Journal of the Acoustical Society of America, 154(1), 126-140. Paper
  • Esteban Buz, Nichole Dwyer, Wei Lai, Duane Watson and Rene Gifford (2023). Integration of fundamental frequency and voice-onset-time to voicing categorization: Listeners with normal hearing and bimodal hearing configurations. The Journal of the Acoustical Society of America, 153(3), 1580-1590. Paper

2022

  • Wei Lai and Aini Li (2022). Integrating the phonological and phonetic aspects of Mandarin Tone 3 sandhi in auditory sentence disambiguation. Laboratory Phonology, 13 (1), pp. 1-31. Paper Data
  • Wei Lai, Lacey Wade and Meredith Tamminga (2022). Individual differences in simultaneous perceptual compensation for coarticulatory and lexical cues. Linguistics Vanguard. 2022 May 5. Paper Data

2021

  • Lacey Wade, Wei Lai and Meredith Tamminga (2021). The reliability of individual differences in VOT imitation. Language and Speech, 64 (3), pp. 576-593. Paper

2020

  • Wei Lai and Jianjing Kuang (2020). The effect of speaker gender on Cantonese tone perception. The Journal of the Acoustical Society of America, 147 (6), pp. 4119-4132. Paper
  • Wei Lai, Peter Racz and Gareth Roberts (2020). Experience with a linguistic variant affects the acquisition of its sociolinguistic meaning: An alien-language-learning experiment. Cognitive Science. 44 (4), e12832. Paper Data
  • Meredith Tamminga, Robert Wilder, Wei Lai and Lacey Wade (2020). Perceptual learning, talker specificity and sound change. Papers in Historical Phonology, 5, 90-122. Paper

2018

  • Jiahong Yuan, Wei Lai, Chris Cieri and Mark Liberman (2018). Using Forced Alignment for Phonetics Research. Chinese Language Resources and Processing: Text, Speech and Language Technology. Springer. Paper

2017

  • Ya Li, Jianhua Tao, Wei Lai and Xiaoying Xu (2017). Quantitative intonation modeling of interrogative sentences for Mandarin speech synthesis. Speech Communication, 89, 92-102. Paper

2015

  • Ya Li, Jianhua Tao, Keikichi Hirose, Xiaoying Xu and Wei Lai (2015). Hierarchical stress modeling and generation in Mandarin for expressive Text-to-Speech. Speech Communication, 72, 59-73. Paper

Conference Papers

2026

  • Wei Lai, Delin Deng, and Duane Watson (2026). Speech Rate Convergence as a Function of Prior Stance Agreement and Perceived Social Dynamics. In Proc. of Speech Prosody 2026 (pp. 244–248).
  • Wei Lai, Mark Liberman, Azia Knox, Meredith Cola, Riccardo Fusaroli, Julia Parish-Morris, and Sunghye Cho (2026). Prosody during tongue twisters in verbally fluent autistic children: Sex differences and correlations with symptom severity. In Proc. of Speech Prosody 2026 (pp. 653–657).

2022

  • Wei Lai, Aini Li (2022). The perceptual generalization of normalized cue distributions across speakers. In Proc. of CogSci 2022 (pp. 1138-1144). Paper
  • Aini Li, Wei Lai, and Jianjing Kuang (2022). How do listeners identify creak? The case of Mandarin. In Proc. of Speech Prosody 2022 (pp. 480-484). Paper

2020

  • Wei Lai, Aini Li (2020). Integrating the application and realization of Mandarin 3rd tone sandhi in the resolution of sentence ambiguity. In Proc. of Interspeech 2020 (pp. 1918-1922). Paper

2019

  • Wei Lai, Mark Liberman and Qianxin He (2019). Compensation for F0 variation with vocal effort and vowel height in Cantonese tone perception. In Proc. ICPhS 2019. (pp. 1972-1976). Paper
  • Wei Lai, Peter Racz and Gareth Roberts (2019). Unexpectedness makes a sociolinguistic variant easier to learn: An alien-language-learning experiment. In Proc. CogSci 2019. (pp. 604-610). Paper

2018

  • Wei Lai (2018). Voice Gender Effect on Tone Categorization and Pitch Perception. In Proc. TAL2018, Sixth International Symposium on Tonal Aspects of Languages. (pp. 103-107). Paper

2017

  • Wei Lai (2017). Auditory-visual integration of talker gender in Cantonese tone perception. In Proc. of Interspeech 2017. (pp. 664-668). Paper

2016

  • Wei Lai, Mark Liberman, Jiahong Yuan and Xiaoying Xu (2016). Prosodic strength intrinsic to lexical items: A corpus study on tone reduction in Tone4+ Tone4 words in Mandarin Chinese. In Chinese Spoken Language Processing (ISCSLP), 10th International Symposium. (pp. 1-5). IEEE. Paper
  • Wei Lai, Jiahong Yuan, Ya Li, Xiaoying Xu, and Mark Liberman (2016). The Rhythmic Constraint on Prosodic Boundaries in Mandarin Chinese Based on Corpora of Silent Reading and Speech Perception. In Proc. of Interspeech 2016 (pp. 87-91). (best student paper award). Paper
  • Wei Lai and Laura Dilley (2016). Cross-linguistic generalization of the distal rate effect: Speech rate in context affects whether listeners hear a function word in Chinese Mandarin. In Proceedings of Speech Prosody (Vol. 8, pp. 1124-1128). Paper
  • Wei Lai and Jianjing Kuang (2016). Prosodic grouping in Chinese trisyllabic structures by multiple cues -- coarticulation, tone sandhi and consonant lenition. Tonal Aspects of Languages 2016, 157-161. Paper
  • Jiahong Yuan, Xiaoying Xu, Wei Lai and Mark Liberman (2016). Pauses and pause fillers in Mandarin monologue speech: The effects of sex and proficiency. Proceedings of Speech Prosody 2016, 1167-1170. Paper

2015

  • Jiahong Yuan, Xiaoying Xu, Wei Lai, Weiping Ye, Xinru Zhao and Mark Liberman (2015). Sentence selection for automatic scoring of Mandarin proficiency. In Proceedings of the Eighth SIGHAN Workshop on Chinese Language Processing (pp. 21-25). Paper

2014

  • Wei Lai, Xiaoying Xu, Ya Li, Che, H., Shanfeng Liu, and Jianhua Tao (2014). Phonological influences on the realization of final lowering: Evidence from dialogue Chinese Mandarin. In 17th Oriental Chapter of the International Committee for the Co-ordination and Standardization of Speech Databases and Assessment Techniques (pp. 1-6). IEEE. Paper
  • Wei Lai, Ya Li, Che, H., Shanfeng Liu, Jianhua Tao, and Xiaoying Xu (2014). Final lowering effect in questions and statements of Chinese Mandarin based on a large-scale natural dialogue corpus analysis. Proc. 7th Speech Prosody, 653-657. Paper
  • Ya Li, Jianhua Tao, Keikichi Hirose, Wei Lai and Xiaoying Xu (2014). Hierarchical stress generation with Fujisaki model in expressive speech synthesis. Proc. 7th Speech Prosody, 1032-1036. Paper

PRESENTATIONS

2026

  • Lishan Li and Wei Lai. Competing pathways of low-tone merger in Guangzhou Cantonese. New Ways of Analyzing Variation (NWAV) 54. Montreal, Quebec, Canada. (talk)
  • Wei Lai, Delin Deng, and Duane Watson. Speech rate convergence as a function of prior stance agreement and perceived social dynamics. The 13th International Conference on Speech Prosody. Philadelphia, PA. (talk)
  • Wei Lai, Mark Liberman, Azia Knox, Meredith Cola, Riccardo Fusaroli, Julia Parish-Morris, and Sunghye Cho. Prosody during tongue twisters in verbally fluent autistic children: Sex differences and correlations with symptom severity. The 13th International Conference on Speech Prosody. Philadelphia, PA. (talk)

2025

  • California State University, Long Beach. Listeners' long-term and short-term knowledge about speech variability. Department of Linguistics. Feb 18. (invited talk)
  • Johns Hopkins University. Listeners' long-term and short-term knowledge about speech variability. Department of Cognitive Science. Jan 27. (invited talk)
  • Delin Deng, Wei Lai, Van Liceralde, Ben Schultz and Duane Watson. Speech rate convergence: the role of social factors. 2025 American Association for Applied Linguistics (AAAL) Annual Meeting. Denver, CO. (talk)

2023

  • Duane Watson, Ebony Pearson, Van Liceralde and Wei Lai. Word perception across regional dialects: Processing the pin-pen merger. The 64th Annual Meeting of the Psychonomic Society. San Francisco, CA. (talk)
  • Ebony Pearson, Van Liceralde, Wei Lai and Duane Watson. Stick a pen in it: Greater phonological competition in speakers with the pin-pen merger. The Architectures and Mechanisms for Language Processing Conference. San Sebastian, Spain. (poster)
  • Wei Lai and Aini Li. Generalizing across various phonetics-to-phonology mapping systems. The 98th Linguistic Society of America Annual Meeting, Denver, CO. (talk)
  • Aini Li and Wei Lai. How do listeners evaluate creak: A matched-guise study in Mandarin Chinese. The 98th Linguistic Society of America Annual Meeting, Denver, CO. (talk)

2022

  • Wei Lai and Aini Li. The perceptual generalization of normalized cue distributions across speakers. The 44th Annual Meeting of the Cognitive Science Society. Toronto, Canada. (talk)
  • Aini Li and Wei Lai. The social meanings of creaky voice in Mandarin Chinese: a matched-guise study. New Ways of Analyzing Variation-Asia Pacific 7 (NWAV-AP7), Chulalongkorn University, Bangkok, Thailand. (talk)
  • Aini Li and Wei Lai. A matched-guise study of Mandarin creaky voice. New Ways of Analyzing Variation (NWAV) 50. San Jose, CA. (talk)
  • Wei Lai, Sunghye Cho, Mark Liberman, Azia Knox, Alison Russel, Maggie Rose Pelella, Meredith Cola, Kimberly Tena, Juhi Pandy, Robert T. Schultz, and Julia Parish-Morris. Girls with Autism Speed up More in a Tongue Twister Task. Annual Meeting of the International Society for Autism Research (INSAR). Austin, Texas. (poster)
  • Sunghye Cho, Riccardo Fusaroli, Kimberly Tena, Azia Knox, Maggie Rose Pelella, Judith Miller, Alison Russell, Alison Hulick, Michaela Leuzzi, Ani Nenkova, Wei Lai, Jennifer Uzokwe, Kevin Walker, Christopher Cieri, James Fiumara, Juhi Pandey, Christopher Chatham, Robert Schultz, Mark Liberman, Julia Parish-Morris. Children with ASD Describe Pictures Differently Than Matched Non-Autistic Peers. Annual Meeting of the International Society for Autism Research (INSAR). Austin, Texas. (poster)
  • Aini Li, Wei Lai and Jianjing Kuang. How do listeners identify creak? The case of Mandarin. The 11th International Conference on Speech Prosody. Lisbon, Portugal. (talk)
  • Aini Li, Wei Lai and Jianjing Kuang. How do listeners identify creak? The effects of tone, pitch range, prosodic position and creak locality in Mandarin. The 96th Annual Meeting of the Linguistic Society of America. Washington, DC. (poster)

2020

  • Villanova University. Coping with habitual and situational speech variability in speech perception. Psychological and Brain Sciences. April 30. (invited talk).
  • The Chinese University of Hong Kong. A psycholinguistic study on Chinese tone variation. Department of Chinese Language and Literature. April 3. (invited talk).
  • Saarland University. Encoding and decoding information through structured speech variability. Department of Language Science and Technology. Jan 21. (invited talk).
  • Wei Lai and Aini Li. Integrating phonetic and phonological aspects of Mandarin 3rd tone sandhi in the auditory disambiguation of short and long sentences. 17th Conference on Laboratory Phonology. Vancouver, Canada. (poster)
  • Wei Lai and Aini Li. The integration of Mandarin third tone sandhi in auditory sentence disambiguation. Conference on Human Sentence Processing (CUNY). Boston, MA. (poster)

2019

  • Wei Lai, Mark Liberman and Qianxin He. Compensation for F0 variation with vocal effort and vowel height in Cantonese tone perception International Congress of Phonetic Sciences ICPhS 2019, Melbourne, Australia. 2019. (talk)
  • Meredith Tamminga, Lacey Wade and Wei Lai. The search for predictors of individual differences in VOT imitation. The 48th New Ways of Analyzing Variation. Eugene, Oregon. (talk)
  • Wei Lai, Peter Racz and Gareth Roberts. Unexpectedness makes a sociolinguistic variant easier to learn: An alien-language-learning experiment. The 41st Annual Meeting of the Cognitive Science Society, Montreal, Canada. 2019. (talk)
  • Wei Lai and Meredith Tamminga. Individual differences in simultaneous compensation for coarticulatory and lexical cues. The 5th Workshop of Sound Change, UC Davis, CA. (talk)
  • Wei Lai, Peter Racz and Gareth Roberts. Experience with a linguistic variant affects the acquisition of its sociolinguistic meaning: An alien-language-learning experiment. 93rd Linguistic Society of America, New York City, NY. (talk)

2018

  • Wei Lai, Peter Racz and Gareth Roberts. Prior experience with a linguistic variant affects the acquisition of its social meaning: An experimental simulation using alien language learning. New Ways of Analyzing Variation 47, New York City, NY. (talk)
  • Wei Lai. Gender stereotypes affect the perception of tone and pitch. New Ways of Analyzing Variation 47, New York City, NY. (talk)
  • Wei Lai. Voice gender effect on tone categorization and pitch perception. 6th International Symposium on Tonal Aspects of Languages. Berlin, Germany. (talk)
  • Wei Lai and Mark Liberman. A rhythmic constraint on prosodic boundaries in Mandarin Chinese based on corpora of silent reading and speech perception. 92nd Linguistic Society of America, Salt Lake City, UT. (talk)
  • Wei Lai. Auditory-visual integration of talker gender in Cantonese tone perception. 92nd Linguistic Society of America, Salt Lake City, UT. (talk)
  • Meredith Tamminga, Lacey Wade and Wei Lai. Stability and variability in phonetic flexibility. 92nd Linguistic Society of America, Salt Lake City, UT. (talk)

2016

  • Wei Lai, Jiahong Yuan, Ya Li, Xiaoying Xu and Mark Liberman. The rhythmic constraint on prosodic boundaries in Mandarin Chinese based on corpora of silent reading and speech perception. Interspeech 2016. San Francisco, CA. (talk) (best student award)
  • Wei Lai, Mark Liberman, Jiahong Yuan and Xiaoying Xu. Prosodic strength intrinsic to lexical items: A corpus study on tone reduction in Tone4+Tone4 words in Mandarin Chinese. 10th Chinese Spoken Language Processing (ISCSLP). Tianjin, China. (poster)
  • Wei Lai and Laura Dilley (2016). Cross-linguistic generalization of the distal rate effect: Speech rate in context affects whether listeners hear a function word in Chinese Mandarin. 8th Speech Prosody. Boston, MA. (poster)
  • Wei Lai and Jianjing Kuang (2016). Prosodic grouping in Chinese trisyllabic structures by multiple cues -- coarticulation, tone sandhi and consonant lenition. Tonal Aspects of Languages 2016. Buffalo, NY. (poster)

2014

  • Wei Lai, Xiaoying Xu, Ya Li, Hao Che, Shanfeng Liu, and Jianhua Tao (2014). Phonological influences on the realization of final lowering: Evidence from dialogue Chinese Mandarin. 17th Co-ordination and Standardization of Speech Databases and Assessment Techniques (COCOSDA) . Phuket, Thailand. (talk)
  • Wei Lai, Ya Li, Che, H., Shanfeng Liu, Jianhua Tao, and Xiaoying Xu. Final lowering effect in questions and statements of Chinese Mandarin based on a large-scale natural dialogue corpus analysis. 7th Speech Prosody. Dublin, Ireland. (poster)
  • Ya Li, Jianhua Tao, Keikichi Hirose, Wei Lai and Xiaoying Xu. Hierarchical stress generation with Fujisaki model in expressive speech synthesis. 7th Speech Prosody. Dublin, Ireland. (poster)

Teaching

lines

Teaching [t/d] deletion. Photo credit: Desen Lin.

California State University, Long Beach
Spring 2027 LING620 - Seminar in Phonetics and Phonology
Spring 2027 LING100 - Nature of Language (2 sections)
Fall 2026 LING424 - Laboratory Phonetics
Fall 2026 LING350 - Computational Linguistics
Fall 2026 LING100 - Nature of Language
Fall 2025 LING424 - Laboratory Phonetics
Fall 2025 LING100 - Nature of Language (2 sections)
University of Pennsylvania
Summer 2020 Instructor for LING120 - Introduction to Sociolinguistics.
Spring 2018 TA for LING210 - Introduction to Language Change.
Fall 2017 Recitation TA for LING001 - Introduction to Linguistics.
Spring 2017 Recitation TA for LING001 - Introduction to Linguistics.

Resources