PriMobiBench - User Profile Construction: leaderboard

Metric: Profile success rate (%; share of the ground-truth attributes of 50 synthetic user profiles that the model correctly infers after reading every screenshot of a MobiLeak trajectory (320 trajectories across 16 Android apps with 2,960 inserted privacy elements in 25 attribute types), judged for semantic entailment by GPT-5-mini; chain-of-thought prompting, the protocol of the decomposition and mitigation experiments). Source: arxiv.org. Saturation forecast: Around December 2026. 5 models tracked.

Top models

#ModelScore
1GPT-5 Mini69.5
2GLM-4.5V60.3
3Gemma 3 27B47.6
4Qwen 2.5 VL 7B40.1

Interactive version: theaggregate.ai/benchmark?slug=primobibench-user-profile-construction · How It Works · Data refreshed daily, snapshot 2026-09-26.