Human Creativity Benchmark - Ad Images (Refinement) - Prompt Adherence: leaderboard
Human Creativity Benchmark (Hopkins et al., 2026): professional creatives rate anonymized advertising images at the Refinement stage, where a near-final design needs targeted edits. The score is the mean 1-5 rating of how faithful the output is to the prompt, over the evaluators and prompts of this domain and stage; higher is better.
Metric: Mean expert Likert rating (1-5) of faithfulness to the prompt; advertising images at the Refinement stage, rated by professional creatives. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT Image 1.5 | 4.13 | |
| 2 | Nano Banana Pro (Gemini 3 Pro Image Preview) | 4.03 | |
| 3 | Seedream 4.5 | 4 | |
| 4 | Flux 2 Pro | 3.63 |
Interactive version: theaggregate.ai/benchmark?slug=human-creativity-benchmark-ad-images-refinement-prompt-adherence · How It Works · Data refreshed daily, snapshot 2026-11-12.