Underneath the Numbers: Quantitative and Qualitative Gender Fairness in LLMs for Depression Prediction

Micol Spitale, Jiaee Cheong, Hatice Gunes

Recent studies show bias in many machine learning models for depression detection, but bias in LLMs for this task remains unexplored. This work presents the first attempt to invest…