HELM VHELM - Math Vista - High School (Multiple Choice): leaderboard
VHELM (Stanford CRFM HELM for vision-language models, run v2.1.2) MathVista items at grade level high school in multiple choice format: mathematical reasoning over plots, charts, diagrams and photos; 275 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 | O3 (2025-04-16) | 92.73 | #125 |
| 2 | O4 Mini (2025-04-16) | 89.45 | #183 |
| 3 | O1 (2024-12-17) | 87.64 | #157 |
| 4 | Gemini 2.5 Pro (Preview 03-25) | 81.45 | #126 |
| 5 | Gemini 2.0 Pro (Preview 02-05) | 80.73 | #318 |
| 6 | Gemini 2.0 Flash (Preview) | 77.82 | #376 |
| 7 | Llama 4 Maverick Instruct FP8 | 76.73 | #424 |
| 8 | Gemini 2.0 Flash | 75.64 | #351 |
| 9 | Gemini 1.5 Pro (002) | 72 | #368 |
| 10 | Gemini 2.0 Flash Lite | 72 | #455 |
| 11 | GPT-4.5 | 68.36 | #278 |
| 12 | Claude 3.5 Sonnet (20241022) | 67.64 | #302 |
| 13 | Claude 3.5 Sonnet (20240620) | 64 | #308 |
| 14 | GPT-4.1 (2025-04-14) | 61.82 | #257 |
| 15 | GPT-4o (2024-05-13) | 58.18 | #337 |
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-high-school-multiple-choice · How It Works · Data refreshed daily, snapshot 2026-11-05.