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To what extent can non-native pronunciation and perceptual patterns be described as a result of cue weighting transfer from the learners' L1?

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The short answer

Non-native pronunciation and perceptual errors can substantially — but not completely — be explained by learners carrying over the acoustic "cue weights" they rely on in their first language (L1) into how they process and produce sounds in a second language (L2). Across many studies of different sound systems (stress, tone, vowels, consonants), learners systematically over-rely on the cue that matters most in their L1 and under-rely on the cue that matters most in the target language, but this transfer is graded, partially reversible with experience/training, and coexists with substantial individual variation not fully explained by L1 background alone.

Answered for language learning in general. No specific language was set for this question, so the findings are drawn from general second-language research rather than one language’s literature.

L1 cue weights carry over to L2 perception

Multiple studies directly testing the Cue-Weighting Transfer Hypothesis found that learners initially perceive L2 contrasts using the same relative balance of acoustic cues they use in their L1, even when that balance is not optimal for the L2 sound system.4,5,8,13

In plain terms

'Cue weighting' means how much a listener leans on each of several acoustic signals (like pitch, duration, or a consonant's voice-onset-time) to tell two sounds apart. If a language uses cue A heavily and cue B rarely, learners often default to using cue A heavily in a new language too, even if that language actually needs cue B more.

Example

Dutch listeners learning English lexical stress relied more on pitch and less on vowel quality than native English listeners, mirroring the fact that Dutch stress cues rely more on pitch, whereas English relies heavily on vowel quality.

Effect appears across very different sound domains

Cue-weighting transfer shows up consistently whether the sound distinction involves consonants, vowels, lexical stress, tone, or larger phrase-level prosody, and across many different L1-L2 pairings (Korean-English, Mandarin-English, Japanese-English, Swedish-Japanese, Arabic-English, Chinese-English).1,2,3,4,5,8,9,10,13,19,23

Deficits are often selective, not global

Where cue-weighting transfer has been tested carefully, learners' problems tend to be narrow and specific to the exact acoustic cue mismatched between L1 and L2, rather than a general inability to process the target language's sounds.1

Example

Chinese-English learners were just as good as native speakers at detecting word and sentence boundaries, but specifically struggled at the phrase-boundary level, where they leaned too heavily on pitch (like Chinese tone) and too little on the pre-boundary lengthening that English speakers rely on.

Cue weighting can transfer across different sound features, not just the same one

Transfer isn't limited to using the 'same' acoustic cue for the 'same' kind of contrast — a listening skill built around one L1 phonological feature (like lexical pitch accent) can help or hinder perception of an unrelated L2 feature (like stress) if the two rely on similar underlying cue-weighting strategies.5

Example

Korean speakers from a dialect with lexical pitch accents (Gyeongsang Korean) outperformed Korean speakers from a dialect without pitch accents (Seoul Korean) at perceiving English stress contrasts, suggesting their existing skill at weighting pitch cues transferred over.

Cue weighting shifts with proficiency and training, but unevenly

As learners gain L2 proficiency or receive targeted phonetic training, their cue weights gradually shift toward the target-language pattern, but different cues shift at different rates and full native-like weighting is not always reached.3,4,6,8,10,18,21

Example

In one training study, Mandarin-speaking learners of English relied heavily on vowel duration at first; after explicit instruction about how spectral quality (not duration) distinguishes English 'bead' from 'bid,' they reduced reliance on duration and increased reliance on the spectral cue, though the shift varied by learner.

Explicit and perceptual training can reweight cues

Deliberate training — including explicit rule-based instruction, high-variability phonetic training, and input manipulated to make the L1 cue unreliable — has been shown to shift learners' cue weighting toward native-like patterns, indicating the transferred weighting is not fixed.6,18,20,21

Example

Training Chinese English learners on 'duration-equalized' vowels (removing the option to rely on duration) pushed them to attend more to the spectral quality cue that actually distinguishes the vowels in English.

Individual variation is large and not fully explained by L1 alone

Even within one L1 group learning the same L2 contrast, individual learners often show quite different cue-weighting strategies, and these individual patterns tend to be stable over time; L1 background sets a starting tendency but does not fully determine any one learner's pattern.2,11,14,22

Example

Korean learners of English studying stop consonant contrasts showed considerable person-to-person differences in whether they relied mainly on voice onset time, mainly on pitch, or both equally — and this personal pattern stayed consistent across separate testing sessions weeks apart.

Transfer can run in the other direction too

Cue-weighting transfer is not always L1-to-L2; extensive L2 experience can also reshape how bilinguals perceive or produce sounds in their native language, especially for immigrants and heritage speakers with a lot of L2 exposure.7,15,17

Example

Russian expatriates living in the US who spoke a lot of English started leaning more heavily on vowel duration (an English-style cue) even when categorizing sounds in their native Russian, sometimes more than native English speakers themselves did.

Perception and production of a cue often move together

When a learner's ability to perceive an L2 sound cue improves, their production of that same cue in speech tends to improve too, suggesting cue weighting is a shared mechanism linking listening and speaking skill rather than two separate problems.12

Example

Indonesian learners of Mandarin who got better at perceiving the pitch-direction cue that distinguishes Mandarin tones also got better at producing that same cue in their own speech, within a matter of weeks.

Familiarity with an accent changes how listeners judge it

How harshly native or non-native listeners judge foreign-accented pronunciation depends partly on how familiar they are with that particular accent, which is thought to relate to their own L1 phonetic knowledge — but this is a separate, less direct piece of evidence than the direct cue-weighting experiments.16

What to do with this

  • If you want to fix a specific pronunciation or listening problem, first identify which acoustic cue you are probably over- or under-using because of your native language — for example, if your L1 uses vowel length to mark contrasts, you may be leaning on duration in English when you should be listening for vowel quality instead.
  • Targeted phonetic training that makes the 'wrong' cue unreliable (so you're forced to notice the right one) and explicit instruction explaining which cue actually matters in the target language both show real, if partial, success at reweighting perception — so seeking out minimal-pairs practice or lessons that explicitly name the relevant acoustic cue (pitch, duration, vowel quality, etc.) rather than just repeating words is likely to help more than undirected listening alone.
  • Because individual patterns vary a lot even among people with the same native language, it's worth diagnosing your own pattern (through targeted listening exercises) rather than assuming a generic 'L1 speakers of X always do Y' fix will apply to you personally.
  • Progress is typically partial and cue-specific, so expect some aspects of a contrast (pitch) to shift with practice while others (timing) lag behind.

Now pick something to do it with

Each of these opens an overview of the apps, courses and immersion material worth a look for that — filtered to exactly what the advice above points you at:

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Worth knowing

  • Nearly all of this evidence comes from tightly controlled laboratory perception/production experiments using synthesized or manipulated speech sounds, often testing narrow, specific contrasts (like one vowel pair or one stress pattern) rather than pronunciation or listening comprehension as a whole.
  • Findings are drawn from a specific set of L1-L2 pairings (mostly Korean, Mandarin, Japanese, Dutch, Swedish, Arabic speakers learning English or another target language), so how far they generalize to other language pairs is unclear.
  • The Cue-Weighting Transfer Hypothesis is explicitly described in several sources as still being 'refined' and tested, and some studies report inconclusive or mixed results (for instance, one study on Swedish learners of Japanese prosody notes prior findings were inconclusive due to methodological limitations).
  • Individual variation is consistently large, meaning cue-weighting transfer describes a strong tendency at the group level rather than a rule that predicts any single learner's behavior.

Want a deeper literature dive?

There’s enough published research here to go wider than the usual pass. Available on the Pro plan.

See plans

  1. [1]Lan Fang, Zilong Li, Keke Yu, John W. Schwieter, Ruiming Wang. Hearing Tones, Missing Boundaries: Cross-Level Selective Transfer of Prosodic Boundaries Among Chinese–English Learners. Behavioral Sciences 2025. doi.org/10.3390/bs15121605
  2. [2]Jessamyn Schertz, Taehong Cho, A. Lotto, N. Warner. Individual differences in phonetic cue use in production and perception of a non-native sound contrast. J. Phonetics 2015. doi.org/10.1016/j.wocn.2015.07.003
  3. [3]Lan Yu. The Perceptual Cue Weighting of English Tense-Lax Vowel Contrasts by First Language (L1) and Second Language (L2) Speakers of English. ProQuest LLC 2023. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:30575334
  4. [4]Annie Tremblay, Mirjam Broersma, Yuyu Zeng, Hyoju Kim, Jinmyung Lee, Seulgi Shin. Dutch listeners' perception of English lexical stress: A cue-weighting approach. The Journal of the Acoustical Society of America 2021. doi.org/10.1121/10.0005086
  5. [5]Hyoju Kim, Annie Tremblay. Testing the Cue-Weighting Transfer Hypothesis with Korean listeners’ perception of English lexical stress. The Journal of the Acoustical Society of America 2020. doi.org/10.1121/1.5147839
  6. [6]Ziyue Zheng, Elizabeth Wonnacott. Effects of Explicit Phonetic Instruction in Shaping Second-Language Perceptual Cue Weighting: Evidence from English /I:/-/ɪ/. Journal of Speech, Language, and Hearing Research 2026. doi.org/10.1044/2025_jslhr-25-00389
  7. [7]Olga Dmitrieva, Jenna Conklin, Yulia Nigmatulina. Transferring cue-weighting from second language into first language: Group trends and individual differences. Journal of the Acoustical Society of America 2016. doi.org/10.1121/1.4970626
  8. [8]Kakeru Yazawa, James Whang, Mariko Kondo, Paola Escudero. Language-dependent cue weighting: An investigation of perception modes in L2 learning. Second Language Research 2019. doi.org/10.1177/0267658319832645
  9. [9]Natsumi Goto, S. Ishihara, Mitsuhiko Ota. L1 Swedish transfer of stress and F0 peak alignment in L2 Japanese prosody. Proceedings of the International Conference on Speech Prosody 2026. doi.org/10.21437/speechprosody.2026-59
  10. [10]Hesham Aldamen, Mutasim Al-Deaibes, Rami Alsharefeen, Mohamad Almashour. Cue weighting in the perception and production of English stop voicing by Arabic-speaking learners: phonological context and immediate post-instruction adjustment. Frontiers in Language Sciences 2026. doi.org/10.3389/flang.2026.1799496
  11. [11]Jieun Lee. Individual Differences in Non-Native Phonological Contrast Learning: The Role of Perceptual Sensitivity to Sub-Phonemic Variation in Native Categories. ProQuest LLC 2022. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:29210884
  12. [12]Keith K. W. Leung, Yu-An Lu, Yue Wang. Examining Speech Perception–Production Relationships Through Tone Perception and Production Learning Among Indonesian Learners of Mandarin. Brain Sciences 2025. doi.org/10.3390/brainsci15070671
  13. [13]Kim, Hyoju. Tracking the Time Course of Phonetic Cue Integration in the Perception of Korean Stop Contrasts by Korean and English Listeners. ProQuest LLC 2023. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:30491474
  14. [14]Kaori Idemaru, Lori L. Holt, Howard Seltman. Individual differences in cue weights are stable across time: The case of Japanese stop lengths. The Journal of the Acoustical Society of America 2012. doi.org/10.1121/1.4765076
  15. [15]Yuhyeon Seo. Cross-Linguistic Influence in L1 Phonetic Categories in Korean Heritage Speakers and Long-Term Immigrants. ProQuest LLC 2024. https://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:31285311
  16. [16]Nikola Anna Eger, Eva Reinisch. THE ROLE OF ACOUSTIC CUES AND LISTENER PROFICIENCY IN THE PERCEPTION OF ACCENT IN NONNATIVE SOUNDS. Studies in Second Language Acquisition 2017. doi.org/10.1017/s0272263117000377
  17. [17]Miroo Lee. Perceptual Flexibility during Second Language Learning: The Role of Language Experience in Korean-English Bilinguals' Pitch Perception. ProQuest LLC 2024. https://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:31358000
  18. [18]<p>Qin Yuan<sup>1,2</sup>, John Archibald<sup>2</sup></p>. Modified Input Training and Cue Reweighting in Second Language Vowel Perception. Frontiers in Educational Research 2022. doi.org/10.25236/fer.2022.050613
  19. [19]Zhu, Wenhui, Lee, Sun-Hee, Zhang, Xinting. Language-Dependent Cue Weighting in Distinctive Feature: Evidence from the Perception of Mandarin High Vowels by Native English Speakers. Asian-Pacific Journal of Second and Foreign Language Education 2023. doi.org/10.1186/s40862-023-00204-6
  20. [20]Lee, Jinmyung. Testing the Transfer of the Online /I/-/[Near-close near-front unrounded vowel]/ Training Effect in Korean L2 Learners of English: From Speech Perception to Spoken Word Recognition. ProQuest LLC 2022. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:29392716
  21. [21]Cristina Aliaga-García. The effect of auditory and articulatory phonetic training on the perception and production of L2 vowels by Catalan-Spanish learners of English. LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) 2017. http://hdl.handle.net/10803/471451
  22. [22]Donghyun Kim, Meghan Clayards, E. Kong. Individual differences in perceptual adaptation to unfamiliar phonetic categories. J. Phonetics 2020. doi.org/10.1016/j.wocn.2020.100984
  23. [23]Ling, Wenyi. The Perception, Processing and Learning of Mandarin Lexical Tone by Second Language Speakers. ProQuest LLC 2021. http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:28772988