CARTE - Occitanie: leaderboard

CARTE (Culturally Anchored Regional-Territorial Evaluation, 2026) is a French multiple-choice benchmark on regionally differentiated knowledge about France, with four answer options plus an I do not know option, evaluated 0-shot. This board is accuracy in percent on the 139 questions about the Occitanie region; higher is better.

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 February 2027. 27 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash91.6#164
2Gemma 3 12B (IT)75.5#1837
3Qwen 3.5 9B68.3#803
4Llama 3.1 8B Instruct66.2#4246
5Mistral Nemo Instruct (2407)64.7#2947
6aya-expanse-8B61.2#3885
7Qwen 3.5 4B59.7#1175
8EuroLLM-9B-Instruct59#3589
9Mistral 7B Instruct (v0.3)57.6#6653
10Mistral 7B Instruct (v0.2)53.2#7007
11Llama 3.2 3B Instruct46#7147
12Luth-LFM2-1.2B44.6#7549
13Lucie-7B41#8468
14Llama 3.2 1B Instruct38.8#9047
15Mistral-7B-v0.128.8#6862

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=carte-occitanie · How It Works · Data refreshed daily, snapshot 2026-11-13.