Instruction: Propose an evaluation framework or methodology for assessing the fairness of LLMs across different demographic groups.
Context: This question assesses the candidate's ability to devise a comprehensive method for evaluating the equity and bias of LLM outputs, ensuring fairness across diverse user demographics.
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I would evaluate fairness with a scenario-based test set that spans demographic groups, linguistic styles, and task contexts likely to matter in deployment. The goal is not only to compare output tone, but to look for differential refusal, stereotyping, harmful assumptions, quality gaps, and disparate...