VisEditBench - Quality Improvement: leaderboard
Metric: Pass rate (%). Source: arxiv.org. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 79.73 |
| 2 | GPT-5 | 75.45 |
| 3 | GPT-4o | 67.34 |
| 4 | Claude Sonnet 4.5 | 65.34 |
| 5 | GPT-5 Mini | 64.64 |
| 6 | Gemma 3 27B | 56.76 |
| 7 | Qwen 3 VL 4B | 50.9 |
| 8 | Gemma 3 12B | 47.97 |
| 9 | Pixtral-12B | 47.07 |
| 10 | Gemma 3 4B | 25 |
| 11 | Gemini 3 Flash | 19.28 |
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-quality-improvement · How It Works · Data refreshed daily, snapshot 2026-09-19.