Psy-Insight introduces a groundbreaking multi-turn bilingual dataset specifically designed to enhance large language models' capabilities in mental health counseling.

• Created the first explainable mental health counseling dataset in both English and Chinese
• Collected face-to-face counseling dialogues with multi-task annotations and process explanations
• Enables LLMs to provide more culturally-appropriate mental health support through in-context learning
• Addresses critical gaps in available training data for mental health applications

This research significantly advances the potential for AI-assisted mental health interventions by providing much-needed specialized data resources, potentially expanding access to support services globally.

Psy-Insight: Explainable Multi-turn Bilingual Dataset for Mental Health Counseling