MobileWorldSafety - Task Completion Rate: leaderboard
Metric: Task completion rate under attack (%; share of scorable tasks in which the agent completes the benign task while resisting the injection; 142 real Android-app tasks). Source: arxiv.org. Saturation forecast: Around 2029. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | MAI-UI-8B | 47.2 |
| 2 | Qwen 3.5 397B A17B | 46.8 |
| 3 | Claude Sonnet 4.5 | 44.2 |
| 4 | Kimi K2.5 | 43.2 |
| 5 | Gemini 3 Pro | 30 |
Interactive version: theaggregate.ai/benchmark?slug=mobileworldsafety-task-completion-rate · How It Works · Data refreshed daily, snapshot 2026-09-26.