ADeptS-Bench - Attack Success (Mobile): leaderboard
Metric: Attack success rate (%, lower is better; share of the 358 malicious mobile tasks in which the model performs the unsafe action; paired benign and malicious GUI tasks with visual threats (phishing overlays, misleading buttons, prompt injection), graded on the next action against ground-truth boxes; mean of 10 runs at temperature 0.1). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 27.7 |
| 2 | Gemini 3.1 Pro (Preview) | 29.6 |
| 3 | GPT-5.4 | 36.7 |
| 4 | Qwen 3 VL 235B A22B | 78.1 |
Interactive version: theaggregate.ai/benchmark?slug=adepts-bench-attack-success-mobile · How It Works · Data refreshed daily, snapshot 2026-09-29.