2 papers
cs.CY2026
Remembering Is Not Enough: Evaluating Timing and Omission in Longitudinal AI Mental Health Support
Eli Min, Mohit Chandra, Aamogh Sawant +8
Evaluations of large language models (LLMs) for mental health support commonly focus on the clinical appropriateness of individual responses, potentially overlooking failures that…
cs.HC2026
Seeing Is Not Knowing: The Epistemic Limits of LLM-Based Mental Health Inference from Youth Social Media Conversations
Xiaohan Ding, Mengting Tu, Andrew H. Zhao +3
Adolescents increasingly use social media for private conversations, sharing experiences and seeking support. These interactions generate digital traces, prompting efforts to infer…