PerceptRL Single-turn - MMStar: leaderboard
PerceptRL tests visual understanding and spatial reasoning, with separate results for single-turn answers and agents using tools. Accuracy (%).
Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Not forecast. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3.5 Plus | 82.2 | #131 |
| 2 | Gemini 3 Flash | 81.5 | #103 |
| 3 | Kimi K2.6 | 79.2 | #111 |
| 4 | Qwen 3.6 35B A3B | 78.7 | #233 |
| 5 | Kimi K2.5 | 78.5 | #148 |
| 6 | Gemini 2.5 Pro | 77.9 | #156 |
| 7 | Doubao Seed 2.0 Mini | 77.5 | #160 |
| 8 | Claude Opus 4.7 | 77.1 | #51 |
| 9 | Claude Opus 4.8 | 75.4 | #39 |
| 10 | Grok 4.5 | 75 | #53 |
| 11 | Qwen 3.5 Flash | 74.9 | #235 |
| 12 | Claude Opus 4.6 | 74.3 | #65 |
| 13 | Grok 4.3 | 74 | #196 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=perceptrl-single-turn-mmstar · How It Works · Data refreshed daily, snapshot 2026-10-29.