HELM VHELM - Math Vista - College (Free Form): leaderboard

VHELM (Stanford CRFM HELM for vision-language models, run v2.1.2) MathVista items at grade level college in free form format: mathematical reasoning over plots, charts, diagrams and photos; 57 questions, exact match. Percent correct, 0-100, higher is better.

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

Top models

#ModelScoreOverall rank
1O3 (2025-04-16)57.89#125
2O4 Mini (2025-04-16)56.14#183
3Gemini 2.0 Flash50.88#351
4Gemini 2.5 Pro (Preview 03-25)50.88#126
5O1 (2024-12-17)50.88#157
6Gemini 2.0 Pro (Preview 02-05)49.12#318
7GPT-4.1 (2025-04-14)45.61#257
8Gemini 1.5 Pro (002)43.86#368
9Gemini 2.0 Flash (Preview)42.11#376
10Gemini 2.0 Flash Lite40.35#455
11GPT-4.538.6#278
12GPT-4.1 Mini36.84#363
13Claude 3.5 Sonnet (20241022)36.84#302
14GPT-4o (2024-08-06)35.09#343
15GPT-4o (2024-11-20)35.09#392

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-math-vista-college-free-form · How It Works · Data refreshed daily, snapshot 2026-11-05.