This research introduces a Multi-Agent Deductive Planning (MADP) framework that significantly improves AI-powered mental health support by integrating multiple CBT elements.

• Leverages collaborative multi-agent systems that specialize in different CBT elements (emotions, behaviors, cognition)
• Implements a deductive planning mechanism for logical, comprehensive responses
• Achieves state-of-the-art performance in mental health support tasks
• Creates more well-structured, coherent, and therapeutic responses than single-agent approaches

This innovation matters for mental healthcare by enhancing the quality and effectiveness of automated support systems, potentially expanding access to CBT-informed guidance for those facing mental health challenges.

MADP: Multi-Agent Deductive Planning for Enhanced Cognitive-Behavioral Mental Health Question Answer