PriMobiBench - User Profile Construction: leaderboard
PriMobiBench (2026) measures how completely a vision-language model can reconstruct a user profile from the screenshots a mobile GUI agent captures during routine tasks in 16 Android apps, a privacy risk once screenshots reach a cloud model. Share of the ground-truth profile attributes inferred correctly under chain-of-thought prompting, in percent, judged by GPT-5-mini; higher means more is extracted.
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: Estimated already saturated. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 Mini | 69.5 | #349 |
| 2 | GLM-4.5V | 60.3 | #739 |
| 3 | Gemma 3 27B | 47.6 | #1638 |
| 4 | Qwen 2.5 VL 7B | 40.1 | #1796 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=primobibench-user-profile-construction · How It Works · Data refreshed daily, snapshot 2026-11-12.