MobileJudgeBench (Simple Baseline Judge): leaderboard

Metric: Judge accuracy (%; share of 931 human-annotated mobile-agent trajectories, from 6 benchmarks, 4 agent models and 68 apps, whose success or failure the judge classifies correctly; the authors' simple baseline judge: 48 uniformly sampled screenshots at a 600 px long edge, no UI metadata or agent reasoning, greedy decoding). Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.

Top models

#ModelScore
1Gemini 3 Flash (Preview)90.9
2GPT-5 Mini90.8
3Claude Sonnet 4.586
4Qwen 2.5 VL 72B Instruct85.7
5GLM-4.6V84.9

Interactive version: theaggregate.ai/benchmark?slug=mobilejudgebench-simple-baseline-judge · How It Works · Data refreshed daily, snapshot 2026-09-26.