Mind's Eye - Mental Transformation: leaderboard
Metric: Accuracy (%) on the mental transformation (polycube rotation) task of Mind's Eye (4-option multiple choice, 100 procedurally generated items, chain-of-thought prompt, answers extracted by an LLM evaluator; keys uniformly distributed over the options); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 35.6 |
| 2 | GPT-4o | 32.7 |
| 3 | Qwen 2.5 VL 32B Instruct | 27.6 |
| 4 | Qwen 2.5 VL 7B Instruct | 25.7 |
| 5 | O3 | 25.1 |
Interactive version: theaggregate.ai/benchmark?slug=mind-s-eye-mental-transformation · How It Works · Data refreshed daily, snapshot 2026-10-07.