CARTE - Hauts-de-France: 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 125 questions about the Hauts-de-France region; higher is better.

Metric: Accuracy (%) on the 125 CARTE questions about Hauts-de-France, 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: Estimated already saturated. 27 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash95.2#164
2Qwen 3.5 9B81.6#803
3Mistral Nemo Instruct (2407)77.6#2947
4Gemma 3 12B (IT)75.2#1837
5Mistral 7B Instruct (v0.3)74.4#6653
6Llama 3.1 8B Instruct73.6#4246
7Qwen 3.5 4B72#1175
8EuroLLM-9B-Instruct72#3589
9aya-expanse-8B70.4#3885
10Mistral 7B Instruct (v0.2)68#7007
11Llama 3.2 3B Instruct56#7147
12Llama 3.2 1B Instruct45.6#9047
13Luth-LFM2-1.2B45.6#7549
14Lucie-7B43.2#8468
15Mistral-7B-v0.128#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-hauts-de-france · How It Works · Data refreshed daily, snapshot 2026-11-13.