VisEditBench - Consistency Harmonization: leaderboard
VisEditBench (arXiv 2608.10408v1, Table 2): zero-shot visualization code editing pass rate on the 59 tasks with the Consistency Harmonization editing intent. A pass needs executable code, task accuracy of at least 4.5 of 5, readability and visual quality of 4.0 and visual similarity of 90 under a GPT-4o evaluator (Gemini 2.5 Pro for GPT-4o outputs). Percent; higher is better.
Metric: Pass rate (%). Source: arxiv.org. Saturation forecast: Around April 2027. 20 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 | 66.1 | #105 |
| 2 | Claude Sonnet 4.6 | 64.4 | #94 |
| 3 | GPT-5 Mini | 55.93 | #193 |
| 4 | GPT-4o | 47.46 | #357 |
| 5 | Claude Sonnet 4.5 | 42.38 | #148 |
| 6 | Gemma 3 27B | 42.37 | #606 |
| 7 | Pixtral-12B | 30.51 | #805 |
| 8 | Gemma 3 12B | 28.81 | #674 |
| 9 | Gemma 3 4B | 16.95 | #1088 |
| 10 | Gemini 3 Flash | 15.25 | #103 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=viseditbench-consistency-harmonization · How It Works · Data refreshed daily, snapshot 2026-11-05.