Moving Beyond Medical Exams: A Clinician-Annotated Fairness Dataset of Real-World Tasks and Ambiguity in Mental Healthcare - Lamparth, Max; Grabb, Declan; Franks, Amy; Gershan, Scott; Kunstman, Kaitlyn; Lulla, Aaron; Roots, Monika; Sharma, Manu; Shrivastava, Aryan; Vasan, Nina; Waickman, Colleen (International Conference on Learning Representations, 2026)