ViGoR-Bench - Rule Obey: leaderboard
Metric: Rule-obey rate (%): share of final outputs that follow the instruction's explicit constraints (for example no wall crossing in a maze), over ViGoR-Bench's 918 generative visual-reasoning tasks (physical, knowledge and symbolic reasoning: sorting, assembly, Sudoku, mazes, jigsaws, equations, function plots and more), judged by Gemini-2.5-Pro against the human-verified reference image or answer; image-to-image models without chain of thought; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 18 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Nano Banana Pro | 62 | |
| 2 | Nano Banana | 30.9 | |
| 3 | GPT-image-1 | 29.3 | |
| 4 | Seedream 4.0 | 28.7 | |
| 5 | Qwen-Image-Edit-2509 | 14.3 | |
| 6 | Lumina-DiMOO | 13.2 | |
| 7 | FLUX.1-Kontext-dev | 13.1 | |
| 8 | FLUX.2-dev | 11.5 | |
| 9 | LongCat-Image-Edit | 11.4 | |
| 10 | Qwen-Image-Edit-2511 | 11.1 |
Interactive version: theaggregate.ai/benchmark?slug=vigor-bench-rule-obey · How It Works · Data refreshed daily, snapshot 2026-10-11.