HELM VHELM - Exams V - French (Natural Science): leaderboard

VHELM (Stanford CRFM HELM for vision-language models, run v2.1.2) Exams-V questions in French on natural science: school exam multiple-choice questions rendered as images that combine text, formulas and figures; 19 questions, prefix quasi-exact match. Percent correct, 0-100, higher is better.

Metric: Prefix Quasi-Exact Match (%). Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 48 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro (Preview 03-25)100#126
2O4 Mini (2025-04-16)100#183
3O3 (2025-04-16)100#125
4O1 (2024-12-17)89.47#157
5Gemini 2.0 Flash84.21#351
6Gemini 1.5 Pro (002)84.21#368
7GPT-4.1 (2025-04-14)84.21#257
8GPT-4o (2024-08-06)84.21#343
9GPT-4o (2024-11-20)78.95#392
10GPT-4.1 Mini73.68#363
11Claude 3.5 Sonnet (20241022)73.68#302
12Gemini 1.5 Flash (002)73.68#587
13GPT-4o Mini (2024-07-18)73.68#568
14GPT-4 Turbo73.68#417
15Gemini 2.0 Flash (Preview)73.68#376

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

Interactive version: theaggregate.ai/benchmark?slug=helm-vhelm-exams-v-french-natural-science · How It Works · Data refreshed daily, snapshot 2026-11-05.