HELM VHELM - Mm Star Reasoning: leaderboard
The "Mm Star Reasoning" subtask of HELM VHELM. Stanford HELM's VHELM project, the holistic evaluation of vision-language models: image-grounded question answering, OCR, chart and diagram reading, spatial reasoning, robustness, bias, fairness and toxicity scenarios scored under one ha...
Metric: PEM. Source: crfm.stanford.edu. Saturation forecast: Estimated already saturated. 48 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | O3 (2025-04-16) | 87.47 | #124 |
| 2 | Gemini 2.5 Pro (Preview 03-25) | 87.33 | #125 |
| 3 | O4 Mini (2025-04-16) | 87.07 | #182 |
| 4 | O1 (2024-12-17) | 84.27 | #153 |
| 5 | Gemini 2.0 Pro (Preview 02-05) | 80.8 | #306 |
| 6 | Gemini 2.0 Flash (Preview) | 80.27 | #369 |
| 7 | GPT-4.5 | 78.93 | #276 |
| 8 | Gemini 2.0 Flash | 78.53 | #345 |
| 9 | Gemini 1.5 Pro (002) | 76.67 | #352 |
| 10 | Gemini 2.0 Flash Lite | 76.27 | #455 |
| 11 | GPT-4.1 (2025-04-14) | 74.4 | #252 |
| 12 | GPT-4o (2024-05-13) | 74 | #328 |
| 13 | GPT-4o (2024-08-06) | 72.13 | #337 |
| 14 | GPT-4.1 Mini | 69.07 | #358 |
| 15 | GPT-4o (2024-11-20) | 68.27 | #379 |
No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=helm-vhelm-mm-star-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-24.