Evaluating the Few-Shot Performance of Large Language Models for Classifying Clinical Risk Factors in Mental Health Text

This study benchmarks Gemini, GPT, Llama, and Mistral across three binary classification tasks involving family abuse, substance use, and prior suicide attempts.