VG-GUI-Bench (10 Uniform Frames): leaderboard

Metric: Step accuracy (%; 0.3 for the right action type plus up to 0.7 for its arguments, over the 1,071 steps of 100 mobile GUI episodes; ten uniformly sampled tutorial frames). Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)61.68
2GPT-5 Mini58.4
3Kimi K2.558.22
4Claude Sonnet 4.645.8
5Seed 2.0 Pro39.78
6Qwen 3 VL 235B A22B26.88

Interactive version: theaggregate.ai/benchmark?slug=vg-gui-bench-10-uniform-frames · How It Works · Data refreshed daily, snapshot 2026-09-26.