Doc-PP - Implicit Query Faithfulness (With Policy): leaderboard
Metric: Faithfulness (%; content-checklist criteria met, implicit queries under a non-disclosure policy, page-image input). Source: arxiv.org. Saturation forecast: Around July 2028. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) (Non-reasoning) | 69 |
| 2 | GPT-5.2 (Thinking) | 68.7 |
| 3 | Qwen 3 VL 235B A22B (Thinking) | 63.4 |
| 4 | Qwen 3 VL 235B A22B Instruct | 61.6 |
| 5 | Gemini 3 Pro (Preview) | 60.5 |
| 6 | Mistral Large 3 | 60 |
Interactive version: theaggregate.ai/benchmark?slug=doc-pp-implicit-query-faithfulness-with-policy · How It Works · Data refreshed daily, snapshot 2026-09-25.