HELM MedHELM - EHRSQL: leaderboard

HELM MedHELM EHRSQL task, generating executable SQL queries over electronic health records (execution accuracy).

Metric: EHRSQLExeAcc. Source: crfm.stanford.edu. Saturation forecast: Around 2028. 13 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o (2024-05-13)32#325
2O4 Mini (2025-04-16)29#179
3O3 Mini (2025-01-31)27.2#240
4GPT-523.3#98
5Gemini 2.5 Pro (Preview 05-06)21.3#147
6GPT-5 Mini (2025-08-07)19.3#172
7Gemini 2.0 Flash16.5#342
8Gemini 1.5 Pro (001)15.2#444
9Claude 3.5 Sonnet (20241022)14#291
10GPT-4o Mini (2024-07-18)11.2#558
11Claude 3.7 Sonnet (20250219)8.1#201
12DeepSeek R17.6#251
13Llama 3.3 70B Instruct7.4#534

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=helm-medhelm-ehrsql · How It Works · Data refreshed daily, snapshot 2026-10-20.