CARTE - Pays de la Loire: 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 133 questions about the Pays de la Loire region; higher is better.

Metric: Accuracy (%) on the 133 CARTE questions about Pays de la Loire, 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 Flash83.9#164
2Gemma 3 12B (IT)69.2#1837
3Mistral Nemo Instruct (2407)69.2#2947
4Llama 3.1 8B Instruct61.7#4246
5Qwen 3.5 9B61.7#803
6Qwen 3.5 4B60.2#1175
7aya-expanse-8B57.1#3885
8Mistral 7B Instruct (v0.3)53.4#6653
9Mistral 7B Instruct (v0.2)51.9#7007
10EuroLLM-9B-Instruct47.4#3589
11Luth-LFM2-1.2B45.9#7549
12Llama 3.2 3B Instruct44.4#7147
13Llama 3.2 1B Instruct42.9#9047
14Lucie-7B29.3#8468
15Mistral-7B-v0.123.3#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-pays-de-la-loire · How It Works · Data refreshed daily, snapshot 2026-11-13.