VisualPuzzles — leaderboard
Multimodal reasoning benchmark testing visual puzzle-solving without relying on object recognition. Evaluates spatial reasoning, pattern completion, and logical deduction on visual inputs.
Metric: Overall Accuracy (%). Source: neulab.github.io. Status: saturation imminent. 36 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Human Expert | 89.3 |
| 2 | Median Human | 75 |
| 3 | O4 Mini | 57 |
| 4 | O3 | 54 |
| 5 | Gemini 3 Pro (Preview) | 52.7 |
| 6 | O1 | 51.8 |
| 7 | Gemini 2.5 Pro | 49.5 |
| 8 | Claude 3.7 Sonnet | 48.3 |
| 9 | Claude 3.7 Sonnet (Thinking) | 48.2 |
| 10 | Claude Sonnet 4 (Thinking) | 47.3 |
| 11 | Gemini 1.5 Pro | 45 |
| 12 | Gemini 2.0 Flash | 44.9 |
| 13 | Gemini 2.5 Flash (Thinking) | 44.6 |
| 14 | Claude 3.5 Sonnet | 42.4 |
| 15 | Gemini 2.0 Flash (Thinking) | 42.2 |
Interactive version: theaggregate.ai/benchmark?slug=visualpuzzles · How the rankings work · Data refreshed daily, snapshot 2026-07-22.