GMA - Subtask Completion: leaderboard
Average share of programmatically verified subtasks a mobile GUI agent completes per task on the 300 GMA tasks across seven custom Android applications, in percent; higher is better.
Metric: Average score (%; share of each task's programmatically verified subtasks completed, averaged over tasks; 300 tasks in seven custom Android applications, vision-only agent seeing raw screenshots (two most recent kept), MobileWorld action space plus call_user and answer, Qwen3.7-Plus user simulator, 150-step budget; all four difficulty tiers). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3.8 Max | 80.35 | #55 |
| 2 | GPT-5.6 Sol | 75.86 | #30 |
| 3 | Seed 2.1 Pro | 74.42 | #135 |
| 4 | Claude Opus 4.7 | 72.33 | #79 |
| 5 | GPT-5.5 | 71.14 | #49 |
| 6 | Claude Sonnet 4.6 | 68.13 | #161 |
| 7 | Gemini 3.5 Flash | 65.91 | #101 |
| 8 | Qwen 3.7 Plus | 63.78 | #207 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=gma-subtask-completion · How It Works · Data refreshed daily, snapshot 2026-11-13.