VisEditBench - Robustness and Generalization: leaderboard
Metric: Pass rate (%). Source: arxiv.org. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 86.2 |
| 2 | Claude Sonnet 4.5 | 75 |
| 3 | GPT-5 Mini | 71.55 |
| 4 | GPT-4o | 57.76 |
| 5 | GPT-5 | 56.89 |
| 6 | Gemma 3 27B | 23.28 |
| 7 | Gemini 3 Flash | 9.48 |
| 8 | Gemma 3 12B | 6.89 |
| 9 | Pixtral-12B | 5.17 |
| 10 | Qwen 3 VL 4B | 1.72 |
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-robustness-and-generalization · How It Works · Data refreshed daily, snapshot 2026-09-19.