WindowsWorld (Set-of-Marks) - Intermediate Checkpoints: leaderboard
Metric: Intermediate checkpoint score (%): share of each task's human-verified intermediate checkpoints reached, averaged over the 169 feasible Level 1 to 3 tasks of WindowsWorld (persona-driven Windows desktop tasks across 17 applications, executed with a unified PyAutoGUI action space and level-specific step budgets of 15, 25, 40 and 20), the model observing Set-of-Marks annotated screenshots, states judged by a human-validated Qwen3-VL-Plus judge; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 39.38 |
| 2 | Gemini 3 Pro (Preview) | 33.88 |
| 3 | Claude Sonnet 4.5 | 4.9 |
| 4 | GPT-5.2 | 4.57 |
Interactive version: theaggregate.ai/benchmark?slug=windowsworld-set-of-marks-intermediate-checkpoints · How It Works · Data refreshed daily, snapshot 2026-10-07.