Sci-MMR (Direct Visual Reasoning): leaderboard
Metric: Accuracy (%). Source: arxiv.org. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.5 | 67.7 |
| 2 | Claude Opus 4.8 | 54.9 |
| 3 | Kimi K2.7 | 50.6 |
| 4 | Gemini 3.1 Pro (Preview) | 50.2 |
| 5 | MiniMax-M3 | 45.5 |
| 6 | GLM-5V Turbo | 41.3 |
| 7 | Qwen 3.7 Plus | 31.5 |
Interactive version: theaggregate.ai/benchmark?slug=sci-mmr-direct-visual-reasoning · How It Works · Data refreshed daily, snapshot 2026-09-20.