Doc-PP - OCR Input - Implicit Query Faithfulness (With Policy): leaderboard
Usefulness under a non-disclosure policy in Doc-PP (Jang, Chang and Lee, ACL 2026 Findings) with the report given as Mistral OCR output instead of page images: a GPT-5-mini judge checks the response to a summary-style question against a per-question checklist of required content that excludes the protected value. The score is the percent of checklist criteria met; higher is better.
Metric: Faithfulness (%; content-checklist criteria met, implicit queries under a non-disclosure policy, Mistral OCR input). Source: arxiv.org. Saturation forecast: Around February 2027. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.2 (Thinking) | 70.6 | #172 (GPT-5.2) |
| 2 | Qwen 3 VL 235B A22B (Thinking) | 63.8 | #451 |
| 3 | Gemini 3 Pro (Preview) | 61.4 | #111 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=doc-pp-ocr-input-implicit-query-faithfulness-with-policy · How It Works · Data refreshed daily, snapshot 2026-11-12.