Large Language Model-based Chatbots and Agentic AI for Mental Health Counseling: A Systematic Review of Methodologies, Evaluation Frameworks, and Ethical Safeguards (Preprint) | Synapse
March 3, 2026Open Access
Large Language Model-based Chatbots and Agentic AI for Mental Health Counseling: A Systematic Review of Methodologies, Evaluation Frameworks, and Ethical Safeguards (Preprint)
Key Points
Chatbots leveraging large language models may enhance mental health counseling approaches, offering more accessible support.
The review highlights the importance of rigorous evaluation frameworks in assessing chatbot effectiveness and user experience.
Methodologies analyzed include various design features, assessment metrics, and ethical considerations for implementing AI in therapy.
Future applications of chatbots must prioritize ethical safeguards to ensure safety and efficacy in mental health interventions.