HALF: Harm-Aware LLM Fairness Evaluation Aligned with Deployment

Ali Mekky, Omar El Herraoui, Preslav Nakov +1

Large language models (LLMs) are increasingly deployed across high-impact domains, from clinical decision support and legal analysis to hiring and education, making fairness and bi…