CARTE - Occitanie: leaderboard
Metric: Accuracy (%) on the 139 CARTE questions about Occitanie, 0-shot, five options per question (four answers and 'Je ne sais pas', which scores as wrong); questions generated by Gemini 3 Flash from human-selected French documents and filtered; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 27 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 91.6 |
| 2 | Gemma 3 12B (IT) | 75.5 |
| 3 | Qwen 3.5 9B | 68.3 |
| 4 | Llama 3.1 8B Instruct | 66.2 |
| 5 | Mistral Nemo Instruct (2407) | 64.7 |
| 6 | aya-expanse-8B | 61.2 |
| 7 | Qwen 3.5 4B | 59.7 |
| 8 | Mistral 7B Instruct (v0.3) | 57.6 |
| 9 | Mistral 7B Instruct (v0.2) | 53.2 |
| 10 | Llama 3.2 3B Instruct | 46 |
| 11 | Luth-LFM2-1.2B | 44.6 |
| 12 | Lucie-7B | 41 |
| 13 | Llama 3.2 1B Instruct | 38.8 |
| 14 | Mistral-7B-v0.1 | 28.8 |
| 15 | CroissantLLMChat-v0.1 | 25.9 |
Interactive version: theaggregate.ai/benchmark?slug=carte-occitanie · How It Works · Data refreshed daily, snapshot 2026-09-29.