4 artifacts matching
Long-Term Simulation Exposes Cognitive-Developmental Risks in AI Companions
Proposes a longitudinal evaluation framework (Theater-Stage-Judge) that uses persona-driven user simulation with dynamic psychological-state updating to assess the cognitive-developmental risks of AI…
Large Language Model–Based Chatbots and Agentic AI for Mental Health Counseling: Systematic Review of Methodologies, Evaluation Frameworks, and Ethical Safeguards
A systematic review synthesizing the methodologies, evaluation practices, and ethical/governance frameworks reported in studies of large language model chatbots and agentic AI used for mental-health…
Beyond Engagement: A Multidimensional Framework to Evaluate the Safe Development of Agentic AI in Mental Health
Introduces a nine-domain framework for evaluating the safe development of agentic AI systems used in mental health — spanning clinical validity, relational risk, and regulatory compliance — and appli…
EmoAgent: Assessing and Safeguarding Human-AI Interaction for Mental Health Safety
A multi-agent framework for evaluating and mitigating mental-health harm in interactions with character chatbots. EmoEval simulates virtual users — including those portraying mentally vulnerable indi…