Beyond the Response: Examining Reasoning and Execution Fidelity in Large Language Models for Mental Health. - Sarvech Qadir; Congning Ni; Mihir Sachin Vaidya; Hyeyoung Ryu; Shelagh Mulvaney; Murat Kantarcioglu; Laurie Lovett Novak; Bradley A. Malin; Susannah Leigh Rose; Zhijun Yin (FAccT, 2026)

Disentangling Prompt Element Level Risk Factors for Hallucinations and Omissions in Mental Health LLM Responses. - Congning Ni; Sarvech Qadir; Bryan D. Steitz; Mihir Sachin Vaidya; Qingyuan Song; Lantian Xia; Shelagh Mulvaney; Siru Liu; Hyeyoung Ryu; Leah Hecht; Amy Bucher; Christopher Symons; et al. (CoRR, 2026)

MHGraphBench: Knowledge Graph-Grounded Benchmarking of Mental Health Knowledge in Large Language Models. - Weixin Liu; Congning Ni; Shelagh Mulvaney; Susannah L. Rose; Murat Kantarcioglu; Bradley A. Malin; Zhijun Yin (CoRR, 2026)