MobileJudgeBench (AgentRewardBench 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 AgentRewardBench judge adapted to mobile trajectories, greedy decoding). Source: arxiv.org. Saturation forecast: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 89.3 |
| 2 | Claude Sonnet 4.5 | 87.2 |
| 3 | GLM-4.6V | 86.1 |
| 4 | Qwen 2.5 VL 72B Instruct | 84.9 |
| 5 | GPT-5 Mini | 82.8 |
Interactive version: theaggregate.ai/benchmark?slug=mobilejudgebench-agentrewardbench-judge · How It Works · Data refreshed daily, snapshot 2026-09-26.