BizGenEval (Hard) - Layout Control: leaderboard
Metric: Checklist score (0-100): for each generated image a Gemini 3 Flash Preview judge answers the prompt's 10 human-verified hard yes/no questions, the image scores max(0, 1 - 0.2 x errors), so five or more errors give 0, and scores are averaged and shown as a percentage, on the 100 layout-control prompts of BizGenEval (20 per document type: slides, webpages, posters, charts, scientific figures); one image per prompt at the official default settings, resolution set to the nearest supported aspect ratio of the reference design; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 26 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Nano Banana Pro | 72.2 | |
| 2 | Nano Banana 2 | 68.4 | |
| 3 | Seedream 5.0 Lite | 67.6 | |
| 4 | GPT Image 1.5 | 51.6 | |
| 5 | Wan2.6-T2I | 46.4 | |
| 6 | Seedream 4.5 | 35.4 | |
| 7 | EMU3.5 | 30.4 | |
| 8 | Hunyuan-Image-2.1 | 29 | |
| 9 | HunyuanImage 3.0 | 27.8 | |
| 10 | Seedream 4.0 | 27.6 |
Interactive version: theaggregate.ai/benchmark?slug=bizgeneval-hard-layout-control · How It Works · Data refreshed daily, snapshot 2026-10-11.