HELM VHELM - Math Vista - College (Multiple Choice): leaderboard
VHELM (Stanford CRFM HELM for vision-language models, run v2.1.2) MathVista items at grade level college in multiple choice format: mathematical reasoning over plots, charts, diagrams and photos; 55 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
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.5 Pro (Preview 03-25) | 92.73 | #126 |
| 2 | O4 Mini (2025-04-16) | 90.91 | #183 |
| 3 | O3 (2025-04-16) | 89.09 | #125 |
| 4 | Gemini 2.0 Flash (Preview) | 89.09 | #376 |
| 5 | GPT-4.1 Mini | 87.27 | #363 |
| 6 | Gemini 2.0 Flash | 87.27 | #351 |
| 7 | GPT-4.1 (2025-04-14) | 87.27 | #257 |
| 8 | Llama 4 Maverick Instruct FP8 | 85.45 | #424 |
| 9 | Gemini 2.0 Pro (Preview 02-05) | 83.64 | #318 |
| 10 | Gemini 1.5 Flash (002) | 81.82 | #587 |
| 11 | Claude 3.5 Sonnet (20240620) | 81.82 | #308 |
| 12 | GPT-4o (2024-11-20) | 81.82 | #392 |
| 13 | O1 (2024-12-17) | 81.82 | #157 |
| 14 | GPT-4 Turbo | 80 | #417 |
| 15 | GPT-4.5 | 80 | #278 |
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-multiple-choice · How It Works · Data refreshed daily, snapshot 2026-11-05.