Baihan Lin

Language model depression assessments are overwhelmingly driven by the LM's configuration, not the patient's symptoms, leading to 40% disagreement between even high-performing raters.

Language models scoring psychiatric questionnaires often mimic item wording, not individual psychological states, a critical distinction revealed by a novel representational similarity analysis.