Doc-PP - Implicit Query Leakage: leaderboard

Metric: Leakage Rate (%; responses revealing the protected value, implicit summary-style queries under a non-disclosure policy, page-image input). Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.

Top models

#ModelScore
1GPT-5.2 (Thinking)25.7
2Qwen 3 VL 235B A22B (Thinking)40.4
3Gemini 3 Pro (Preview)46.8
4Gemini 3 Flash (Preview) (Non-reasoning)64.6
5Mistral Large 376.8
6Qwen 3 VL 235B A22B Instruct93.5

Interactive version: theaggregate.ai/benchmark?slug=doc-pp-implicit-query-leakage · How It Works · Data refreshed daily, snapshot 2026-09-25.