Predictive processing of music and language in autism: Evidence from Mandarin and English speakers.
Prediction “deficits” in autism vanish when you control for language background, so test the skill in the client’s strongest tongue.
01Research in Context
What this study did
Zhao et al. (2024) tested how autistic speakers predict upcoming words and melodies.
They compared Mandarin- and English-speaking autistic and neurotypical adults.
Each group listened to short sentences and tunes that ended in expected or unexpected ways while the team recorded brain waves.
What they found
Mandarin-speaking autistic adults did not show the normal brain jump to the next word.
Yet their brains tracked the next musical note just fine.
English-speaking autistic adults predicted both words and notes like their neurotypical peers.
Language background, not autism, drove the difference.
How this fits with other research
Qi et al. (2025) reviewed ten eye-tracking studies and saw the same pattern: autistic kids use verb meaning to guess the next noun, but only when language skills are matched.
Xie et al. (2025) pushed the age lower and found Mandarin-speaking preschoolers with autism predict nouns too, just a beat slower, backing the idea that prediction is possible when language level is even.
Howard et al. (2023) looked at English readers and saw zero prediction gap between autistic and non-autistic adults.
The clash with Zhao et al. (2024) melts away once you see the tasks: English word reading versus Mandarin sentence cloze; different languages, different cues.
Ventola et al. (2007) already showed musical global-local processing stays intact in autism, so the spared musical prediction in Chen’s study is no surprise.
Why it matters
Before you mark “weak prediction skills” on a report, ask what language the client hears every day and how well they know it.
Match instruction to the child’s actual language experience, not to a blanket autism label.
If you work with bilingual learners, probe both languages; strength in one can hide struggle in the other.
Want CEUs on This Topic?
The ABA Clubhouse has 60+ free CEUs — live every Wednesday. Ethics, supervision & clinical topics.
Join Free →Run a quick sentence-completion game in the child’s home language and again in the therapy language—note which one shows faster responses.
02At a glance
03Original abstract
Atypical predictive processing has been associated with autism across multiple domains, based mainly on artificial antecedents and consequents. As structured sequences where expectations derive from implicit learning of combinatorial principles, language and music provide naturalistic stimuli for investigating predictive processing. In this study, we matched melodic and sentence stimuli in cloze probabilities and examined musical and linguistic prediction in Mandarin- (Experiment 1) and English-speaking (Experiment 2) autistic and non-autistic individuals using both production and perception tasks. In the production tasks, participants listened to unfinished melodies/sentences and then produced the final notes/words to complete these items. In the perception tasks, participants provided expectedness ratings of the completed melodies/sentences based on the most frequent notes/words in the norms. While Experiment 1 showed intact musical prediction but atypical linguistic prediction in autism in the Mandarin sample that demonstrated imbalanced musical training experience and receptive vocabulary skills between groups, the group difference disappeared in a more closely matched sample of English speakers in Experiment 2. These findings suggest the importance of taking an individual differences approach when investigating predictive processing in music and language in autism, as the difficulty in prediction in autism may not be due to generalized problems with prediction in any type of complex sequence processing.
Autism research : official journal of the International Society for Autism Research, 2024 · doi:10.1002/aur.3133