UniEditBench (Image) - Text Alignment: leaderboard
Metric: Text alignment score (1-5): the edit does what the instruction asks; 633 image-editing samples over nine operations, each edit scored on a 1-5 Likert scale by the authors' Qwen3-VL-8B evaluator distilled from Qwen3-VL-235B-A22B (the second entry of each 4B/8B cell); higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 17 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | UniEditBench Hunyuan (checkpoint unspecified) | 4.61 |
| 2 | Qwen-Image-Edit | 4.35 |
| 3 | Step1X-Edit | 3.87 |
| 4 | UniWorld-V2 | 3.85 |
| 5 | FLUX.1-Kontext-dev | 3.71 |
| 6 | BAGEL-7B-MoT | 3.7 |
| 7 | BAGEL-7B-MoT (Thinking) | 3.64 |
| 8 | OmniGen2 | 3.6 |
| 9 | LaVida-O | 3.59 |
| 10 | VAREdit | 3.55 |
Interactive version: theaggregate.ai/benchmark?slug=unieditbench-image-text-alignment · How It Works · Data refreshed daily, snapshot 2026-10-07.