EuroEval French NLU - ScaLA FR: leaderboard

The "ScaLA FR" subtask of EuroEval French NLU. French-language EuroEval natural-language-understanding suite, separating NLU task performance from the broader all-task EuroEval aggregate.

Metric: Matthews correlation coefficient (%). Source: euroeval.com. Saturation forecast: Around January 2027. 377 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro (Preview)75.59#66
2Gemma 4 31B (IT)73.85#176
3Ministral-3-14B-Reasoning-251273.6#540
4Gemini 3.1 Flash Lite (Preview)72.61#194
5Gemini 3 Flash (Preview) (Non-reasoning)72.36#82 (Gemini 3 Flash (Preview))
6Claude Sonnet 4.672.12#90
7Gemini 3 Flash (Preview) (Thinking)71.28#82 (Gemini 3 Flash (Preview))
8Ministral-3-14B-Instruct-251270.67#615
9Gemma 4 26B A4B (IT)70.52#297
10Ministral-3-8B-Instruct-251268.28#661
11GPT-5.267.46#110
12Qwen 3.5 35B A3B Base67.36#310
13Llama 3.1 70B66.59#592
14NVIDIA-Nemotron-3-Nano-30B-A3B-BF1661.6#679
15gemma-3-27B-pt61.16#502

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=euroeval-french-nlu-scala-fr · How It Works · Data refreshed daily, snapshot 2026-10-20.