HELM VHELM - Mmmu - Mechanical Engineering: leaderboard
VHELM (Stanford CRFM HELM for vision-language models, run v2.1.2) MMMU Mechanical Engineering: college-level multiple-choice questions over images from the MMMU validation set for this subject; 30 questions, prefix quasi-exact match. Percent correct, 0-100, higher is better; a small sample.
Metric: Prefix Quasi-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) | 80 | #125 |
| 2 | Gemini 2.5 Pro (Preview 03-25) | 63.33 | #126 |
| 3 | O4 Mini (2025-04-16) | 63.33 | #183 |
| 4 | O1 (2024-12-17) | 63.33 | #157 |
| 5 | GPT-4.1 Nano | 56.67 | #730 |
| 6 | Gemini 2.0 Flash (Preview) | 56.67 | #376 |
| 7 | Gemini 2.0 Flash | 50 | #351 |
| 8 | Claude 3.5 Sonnet (20240620) | 50 | #308 |
| 9 | Gemini 2.0 Flash Lite | 50 | #455 |
| 10 | GPT-4o (2024-08-06) | 46.67 | #343 |
| 11 | Claude 3 Haiku (20240307) | 46.67 | #780 |
| 12 | Claude 3 Opus (20240229) | 46.67 | #428 |
| 13 | Gemini 2.0 Pro (Preview 02-05) | 46.67 | #318 |
| 14 | Claude 3.5 Sonnet (20241022) | 40 | #302 |
| 15 | Gemini 1.5 Pro (002) | 40 | #368 |
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-mmmu-mechanical-engineering · How It Works · Data refreshed daily, snapshot 2026-11-05.