iOSWorld (Vision+XML): leaderboard
iOSWorld is a mobile GUI-agent benchmark of 133 tasks across 26 purpose-built iOS apps sharing one user identity, spanning single-app, multi-app and long-horizon memory tasks. This board reports Task pass rate (%) over all 133 tasks with the accessibility tree added to vision (vision+XML), GPT-5.4-Mini judge, 50-step budget; higher is better.
Metric: Task pass rate (%) over all 133 tasks with the accessibility tree added to vision (vision+XML), GPT-5.4-Mini judge, 50-step budget; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.6 | 51.9 | #102 |
| 2 | Claude Sonnet 4.6 | 46.6 | #161 |
| 3 | GPT-5.4 | 39.8 | #123 |
| 4 | Gemini 3 Flash | 28.6 | #164 |
| 5 | GPT-5.4 Mini | 15.8 | #389 |
| 6 | Qwen 3.5 35B A3B | 10.5 | #482 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=iosworld-vision-plusxml · How It Works · Data refreshed daily, snapshot 2026-11-13.