HamRaz introduces the first culturally-adapted Persian dataset for AI-powered Person-Centered Therapy, addressing critical gaps in non-Western mental health resources.

• Combines script-based dialogues with adaptive LLM role-playing to create authentic therapeutic conversations
• Specifically designed for Persian linguistic and cultural contexts, overcoming limitations of Western-centric mental health AI
• Enables development of culturally-sensitive AI counseling tools for Persian-speaking populations
• Creates new pathways for accessible mental health support in underserved regions

This research represents a significant advancement for medical AI applications by extending therapeutic support to linguistically diverse populations, potentially improving mental healthcare access for millions of Persian speakers worldwide.

HamRaz: A Culture-Based Persian Conversation Dataset for Person-Centered Therapy Using LLM Agents