VisEditBench - Refactor and Transformation: leaderboard
Metric: Pass rate (%). Source: arxiv.org. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 85.71 |
| 2 | Claude Sonnet 4.5 | 74.6 |
| 3 | GPT-5 | 69.84 |
| 4 | GPT-5 Mini | 58.73 |
| 5 | GPT-4o | 42.86 |
| 6 | Gemma 3 27B | 12.7 |
| 7 | Gemini 3 Flash | 9.52 |
| 8 | Gemma 3 12B | 7.94 |
| 9 | Pixtral-12B | 6.35 |
| 10 | Qwen 3 VL 4B | 4.76 |
| 11 | Gemma 3 4B | 3.18 |
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-refactor-and-transformation · How It Works · Data refreshed daily, snapshot 2026-09-19.