AtelierEval - Prompt Constraint Coverage - Open-Ended Creation (Novice Prompting): leaderboard
Metric: Prompt checklist coverage (%; share of each task's expert constraint checklist that the written prompt specifies, checked by a GPT-5.4 AtelierJudge; 120 open-ended creation tasks: abstract, narrative requests to turn into an executable prompt; direct natural-language prompting). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.2 | 95.8 |
| 2 | Claude Sonnet 4.5 | 94.4 |
| 3 | Qwen 3 VL 235B A22B | 92.4 |
| 4 | Gemini 3 Pro (Preview) | 87.8 |
| 5 | GPT-4.1 | 86.3 |
| 6 | GPT-4.1 Nano | 84.3 |
| 7 | Gemini 2.0 Flash | 82.8 |
| 8 | Qwen 3 VL 8B | 82.8 |
Interactive version: theaggregate.ai/benchmark?slug=ateliereval-prompt-constraint-coverage-open-ended-creation-novice-prompting · How It Works · Data refreshed daily, snapshot 2026-09-26.