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Articulatory Entrainment and Coordination Complexity in Spontaneous Autistic and Non-autistic Dialogue

arXiv机器学习 2026-10-03 05:33 4 阅读 查看原文

Articulatory entrainment, the adaptation of vocal tract coordination to facilitate interaction remains underexplored in spontaneous dialogue, particularly among autistic speakers.

Many prior studies have utilized task-based, phoneme-level analyses with invasive measurement techniques.

Here, we introduce a speaker-independent framework to quantify articulatory entrainment in spontaneous dyadic conversations among autistic and non-autistic adults using acoustic-to-articulatory inversion and coordination complexity metrics.

We examine temporal changes in articulatory coordination across interaction.

Non-autistic dyads exhibit increasing coordination complexity and stronger entrainment over time, autistic dyads show moderate effects, and mixed dyads demonstrate the least alignment.

Greater articulatory entrainment correlates with higher self-reported conversational success, indicating increase in coordination complexity as a marker of effective social interaction.