PhysicianBench
Professional Work · 2026-05-04
Stanford HealthRex Lab's 100 physician-validated agent tasks adapted from real primary-care-to-specialist consultations across 21 specialties, each run in its own HAPI FHIR R4 electronic health record through the publisher's minimal tool-calling agent. An agent must retrieve patient data, reason clinically, place FHIR orders and write documentation, and a task passes only when all of its 5-9 checkpoints pass. Pass@1 is the mean share of tasks completed over three independent runs.
Top models (higher is better)
| Model | Score |
|---|---|
| GPT-5.6 Sol | 50.0 |
| GPT-5.5 | 46.3 |
| Opus 4.6 | 31.7 |
| Opus 4.7 | 29.3 |
| GPT-5.4 | 27.7 |
| Sonnet 4.6 | 23.0 |
| DeepSeek-V4-Pro | 18.7 |
| Kimi K2.6 | 17.0 |
| MiMo-V2.5-Pro | 16.7 |
| Qwen3.6 Plus (2026-04-02) | 13.7 |
| MiniMax M2.7 | 8.7 |
| Gemini 3.1 Pro Preview | 6.0 |
| Grok 4.20 | 5.3 |