CARTE - France (National): 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 192 questions about France at the national level; higher is better.

Metric: Accuracy (%) on the 192 CARTE questions about national-level 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 Flash95.3#164
2Gemma 3 12B (IT)84.4#1837
3Qwen 3.5 9B84.4#803
4Mistral Nemo Instruct (2407)81.8#2947
5aya-expanse-8B78.6#3885
6Qwen 3.5 4B76.6#1175
7Llama 3.1 8B Instruct76#4246
8Mistral 7B Instruct (v0.3)75#6653
9EuroLLM-9B-Instruct75#3589
10Mistral 7B Instruct (v0.2)67.2#7007
11Llama 3.2 3B Instruct64.1#7147
12Llama 3.2 1B Instruct52.6#9047
13Luth-LFM2-1.2B52.1#7549
14Lucie-7B42.2#8468
15Mistral-7B-v0.128.1#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-france-national · How It Works · Data refreshed daily, snapshot 2026-11-13.