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OCR-MetaReasoning - Layout Semantics: leaderboard

Metric: Answer Score (%). Source: arxiv.org. 18 models tracked.

Top models

#ModelScore
1GPT-5.4 (Medium)77.6
2Gemini 3.1 Pro (Preview) (Thinking)76.2
3GPT-5.4 Mini (Medium)73.6
4Kimi K2.5 (Non-reasoning)70.2
5Claude Sonnet 4.6 (Thinking)69.9
6Qwen 3 VL 235B A22B Instruct69.5
7Qwen 3 VL 235B A22B (Thinking)69.2
8GPT-5.4 (Non-reasoning)69.1
9Grok 4.20 (Non-reasoning)61.9
10GPT-5.4 Mini (Non-reasoning)61
11Qwen 3 VL 8B (Thinking)60.6
12Qwen 3 VL 30B A3B (Thinking)60.5
13GLM-4.6V (Reasoning)60.3
14Qwen 3 VL 30B A3B Instruct55.1
15Qwen 3 VL 8B Instruct49.9

Interactive version: theaggregate.ai/benchmark?slug=ocr-metareasoning-layout-semantics · How It Works · Data refreshed daily, snapshot 2026-09-19.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.
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