VisEditBench - Constraint Satisfaction: leaderboard
Metric: Pass rate (%). Source: arxiv.org. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 80.76 |
| 2 | Claude Sonnet 4.5 | 67.31 |
| 3 | GPT-5 Mini | 67.3 |
| 4 | GPT-4o | 63.46 |
| 5 | GPT-5 | 59.61 |
| 6 | Gemma 3 27B | 26.92 |
| 7 | Pixtral-12B | 15.38 |
| 8 | Gemma 3 12B | 13.46 |
| 9 | Qwen 3 VL 4B | 7.69 |
| 10 | Gemini 3 Flash | 5.77 |
| 11 | Gemma 3 4B | 3.85 |
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-constraint-satisfaction · How It Works · Data refreshed daily, snapshot 2026-09-19.