VenusBench-Mobile - Vague Instructions: leaderboard
Metric: Task success rate (%) on the 16 vague-instruction (underspecified requests such as an omitted app name) tasks on VenusBench-Mobile, user-intent-driven Android tasks in emulated apps (screenshot-only observations, step-by-step GUI actions, task-specific verification functions with an MLLM checker where visual or semantic judgment is needed); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | MAI-UI-8B | 25 |
| 2 | GUI-Owl-7B | 18.8 |
Interactive version: theaggregate.ai/benchmark?slug=venusbench-mobile-vague-instructions · How It Works · Data refreshed daily, snapshot 2026-10-07.