MobileGym-Bench - Operation Tasks: leaderboard

Metric: Success rate (%; 170 of the 256 test tasks, state-checked; open models: mean of four runs with re-sampled task parameters; proprietary models: one run (two for Gemini 3.1 Pro)). Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)56.8
2Seed 2.0 Pro52.4
3Qwen 3.6 Plus41.2
4uitars-1.5-7B14
5Qwen 3 VL 4B Instruct12.9

Interactive version: theaggregate.ai/benchmark?slug=mobilegym-bench-operation-tasks · How It Works · Data refreshed daily, snapshot 2026-09-25.