PLCC - Overall: leaderboard

PLCC (Polish Linguistic and Cultural Competency benchmark, Dadas et al. 2025): 600 open-ended questions about Polish language and culture, 100 in each of six categories. Score is the mean of the six category accuracies (0-100, higher is better), reported only for models evaluated on all six, as on the site.

Metric: Mean category accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 244 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 4 Argon97.33#9
2Gemini 3.1 Pro (Preview)97#64
3Gemini 3.8 Flash97#30
4GPT-6.1 Sol96.83#7
5Gemini 3.7 Flash96.67#24
6Gemini 3.5 Flash96.33#66
7GPT-6 Astra96.33#6
8Gemini 3 Pro (Preview)95.83#71
9GPT-5.5 (High)95.83#33 (GPT-5.5)
10Gemini 3.6 Flash95.5#57
11Claude Fable 5.195.17#10
12Claude Fable 595#20
13GPT-5.6 Sol (Medium)94.67#22 (GPT-5.6 Sol)
14GPT-5.5 (Low)94.5#33 (GPT-5.5)
15GPT-6.1 Terra94#15

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