HELM MedHELM - n2c2 CT Matching: leaderboard

HELM MedHELM n2c2 cohort-selection task, matching patients to clinical-trial eligibility criteria from notes.

Metric: EM. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 13 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5 Mini (2025-08-07)89.53#172
2O3 Mini (2025-01-31)89.53#240
3GPT-589.15#98
4O4 Mini (2025-04-16)87.6#179
5DeepSeek R186.43#251
6Claude 3.5 Sonnet (20241022)83.33#291
7GPT-4o (2024-05-13)82.95#325
8Llama 3.3 70B Instruct81.4#534
9Claude 3.7 Sonnet (20250219)81.4#201
10Gemini 2.5 Pro (Preview 05-06)80.62#147
11Gemini 1.5 Pro (001)79.07#444
12GPT-4o Mini (2024-07-18)78.29#558
13Gemini 2.0 Flash71.71#342

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-n2c2-ct-matching · How It Works · Data refreshed daily, snapshot 2026-10-20.