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Roleplaying with Structure: Synthetic Therapist-Client Conversation Generation from Questionnaires

arXiv — cs.CL•Thursday, October 30, 2025 at 4:00:00 AM
PositiveArtificial Intelligence
A new AI-driven approach is transforming mental health therapy by generating synthetic counseling dialogues from structured client profiles and psychological questionnaires. This innovation addresses the challenge of limited authentic therapy dialogues due to privacy regulations and the rarity of recorded clinical sessions. Grounded in Cognitive Behavioral Therapy principles, this method not only enhances the accessibility of therapeutic conversations but also holds the potential to improve mental health support for many individuals.
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