Reasoning Beyond Transcription: Audio Language Models on Child Stuttering Speech
Results show that while ALMs extract high-level meaning from stuttered speech, reasoning degrades significantly with increased usage, and instruction-guided models are instruction-guided to focus on the child, preserve clinically relevant disfluencies, and avoid adult-speech leakage.
C. Okocha, Christan Grant, Zoey Liu
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