VisEditBench - Correctness Repair: leaderboard
Metric: Pass rate (%). Source: arxiv.org. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 70.34 |
| 2 | GPT-5 | 61.6 |
| 3 | Claude Sonnet 4.5 | 60.83 |
| 4 | GPT-4o | 56.08 |
| 5 | GPT-5 Mini | 55.51 |
| 6 | Qwen 3 VL 4B | 51.11 |
| 7 | Gemma 3 27B | 49.24 |
| 8 | Pixtral-12B | 44.68 |
| 9 | Gemma 3 12B | 42.97 |
| 10 | Gemma 3 4B | 30.79 |
| 11 | Gemini 3 Flash | 17.96 |
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-correctness-repair · How It Works · Data refreshed daily, snapshot 2026-09-19.