PUMA Polish Multimodal - OCR: leaderboard

OCR category of PUMA (Polish Unified Multimodal Assessment), a culturally grounded Polish benchmark for vision-language models (Documents group; arXiv 2608.21853v1). Strict score, the percentage of answers meeting every verification rule, 0-100, higher is better, from the OPI-PIB/puma Space data.json; audio-pipeline rows and the auxiliary Soft score are excluded.

Metric: Strict Accuracy (%). Source: huggingface.co. Saturation forecast: Around February 2027. 80 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 4 Argon91#9
2Claude Fable 590#20
3Claude Opus 5.590#3
4Gemini 3.7 Flash90#24
5Muse Wonder89#18
6Claude Opus 4.788#51
7Gemini 3.8 Flash88#30
8GPT-6 Astra88#6
9GPT-6.1 Sol87#7
10Gemini 3.5 Flash86#66
11Gemini 3.6 Flash85#57
12Claude Sonnet 5.585#14
13Gemini 3 Flash84#103
14Muse Spark 1.284#69
15Gemini 3.1 Pro (Preview)81#64

No result here: #10 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=puma-polish-multimodal-ocr · How It Works · Data refreshed daily, snapshot 2026-11-05.