Rethinking Evidence Hierarchies in Medical Language Benchmarks: A Critical Evaluation of HealthBench

Fred Mutisya, Shikoh Gitau, Nasubo Ongoma +2

HealthBench, a benchmark designed to measure the capabilities of AI systems for health better (Arora et al., 2025), has advanced medical language model evaluation through physician…