Mind's Eye - Mental Composition: leaderboard
Metric: Accuracy (%) on the mental composition (net to solid) 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 | 51.8 |
| 2 | Qwen 2.5 VL 32B Instruct | 49.5 |
| 3 | O3 | 43.1 |
| 4 | Qwen 2.5 VL 7B Instruct | 36.4 |
| 5 | GPT-4o | 35 |
Interactive version: theaggregate.ai/benchmark?slug=mind-s-eye-mental-composition · How It Works · Data refreshed daily, snapshot 2026-10-07.