Khái niệm cốt lõi
Utilizing LLMs for mental health screening and psychotherapeutic interventions.
Tóm tắt
A team from Columbia University and Kensington Wellness developed CaiTI, a conversational AI therapist leveraging large language models (LLMs) for mental health self-care. CaiTI screens day-to-day functioning using natural conversations, providing personalized interventions like cognitive behavioral therapy (CBT) and motivational interviewing. The system was tested in studies with positive results, demonstrating its ability to understand users and provide effective interventions. Collaboration with licensed psychotherapists ensured the system's accuracy and effectiveness in mimicking real therapy sessions. The paper discusses the challenges faced in designing CaiTI, emphasizing privacy-awareness, user-friendliness, and personalization.
Thống kê
CaiTI screens across 37 dimensions.
200 million smart speakers worldwide in 2023.
GPT-4 has over a trillion parameters.
Trích dẫn
"We propose a Conversational AI Therapist with psychotherapeutic Interventions (CaiTI), a platform that leverages large language models (LLMs) and smart devices to enable better mental health self-care."
"CaiTI can accurately understand and interpret user responses."
"With the psychotherapists, we implement CaiTI and conduct 14-day and 24-week studies."