PLCC - Geography: leaderboard
PLCC (Polish Linguistic and Cultural Competency benchmark, Dadas et al. 2025) category of 100 open-ended questions on Polish natural and man-made geography, socio-political geography (population, borders, administrative units) and native fauna and flora. Each answer is graded by rule-based acceptance conditions with binary credit; accuracy 0-100, higher is better.
Metric: Accuracy (%). Source: huggingface.co. Saturation forecast: Estimated already saturated. 244 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 100 | #64 |
| 2 | Gemini 3 Pro (Preview) | 100 | #71 |
| 3 | Gemini 3.5 Flash | 100 | #66 |
| 4 | Gemini 3.8 Flash | 100 | #30 |
| 5 | Gemini 3.7 Flash | 100 | #24 |
| 6 | Gemini 3.6 Flash | 99 | #57 |
| 7 | Gemini 4 Argon | 99 | #9 |
| 8 | Claude Fable 5.1 | 99 | #10 |
| 9 | GPT-5.6 Sol (Medium) | 99 | #22 (GPT-5.6 Sol) |
| 10 | GPT-5.5 (Low) | 99 | #33 (GPT-5.5) |
| 11 | GPT-6 Astra | 98 | #6 |
| 12 | Claude Fable 5 | 98 | #20 |
| 13 | GPT-6.1 Sol | 98 | #7 |
| 14 | GPT-5.5 (High) | 98 | #33 (GPT-5.5) |
| 15 | Muse Wonder | 98 | #18 |
Interactive version: theaggregate.ai/benchmark?slug=plcc-geography · How It Works · Data refreshed daily, snapshot 2026-11-05.