VisEditBench - Consistency Harmonization: leaderboard
Metric: Pass rate (%). Source: arxiv.org. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 | 66.1 |
| 2 | Claude Sonnet 4.6 | 64.4 |
| 3 | GPT-5 Mini | 55.93 |
| 4 | GPT-4o | 47.46 |
| 5 | Claude Sonnet 4.5 | 42.38 |
| 6 | Gemma 3 27B | 42.37 |
| 7 | Qwen 3 VL 4B | 37.28 |
| 8 | Pixtral-12B | 30.51 |
| 9 | Gemma 3 12B | 28.81 |
| 10 | Gemma 3 4B | 16.95 |
| 11 | Gemini 3 Flash | 15.25 |
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-consistency-harmonization · How It Works · Data refreshed daily, snapshot 2026-09-19.