A Proactive Multi-Agent Dialogue Framework for Assessing Social Language Disorder Traits in Autism

In three linesTPA (Think, Plan, Ask) is a multi-agent framework that guides LLMs to proactively select questioning strategies for assessing Social Language Disorder (SLD) traits in autism. Tested on 484 clinical episodes (ADOS-2), TPA achieves 82.1% SLD trait coverage vs 65.5% for clinicians, with superior diagnostic efficiency (AUCC: 0.628 vs 0.458).

Summary generated by Claude — human-verified