GPT-5.5 passes 46.3% of clinical tasks once, but only 28% across three runs

jonc101x · x · 2026-10-28

Stanford HAI's PhysicianBench shows GPT-5.5 completed 46.3% of clinical tasks on a single attempt, dropping to 28% when consistent success across three runs is required — a notable reliability gap.

The author also reflects on three years of building medical AI benchmarks (MedHELM, MedAgentBench, PhysicianBench, HealthAdminBench), noting a substantial gap between answering questions and completing real clinical workflows.

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