EuroEval French

How well a model handles French, as the unweighted mean of EuroEval's primary metric over its 8 French datasets (allocine, eltec, scala_fr, fquad, orange_sum, include_fr, multiloko_fr, hellaswag_fr). The primary metric differs by task — MCC for classification, knowledge and common-sense reasoning, micro-F1 without MISC for entity recognition, F1 for reading comprehension, chrF++ for summarization, METEOR for simplification — and is always the first of the two the board prints. Only models measured on every dataset are included, so each mean covers the same ground. Most rows are the validation split; some older open-weight rows are the test split, which EuroEval ranks in the same table.

ModelsModels with a result.170
Top resultBest result on this benchmark.77.1%Gemini 3.7 Flash
Top-3 spreadPoints from first to third.1.0 pts
YearYear of release.—

Result and price

41 of 178 results

Results

178 results
#ModelResultThe score from the source.
01Gemini 3.7 Flash77.1% ±0.3
02GPT-6 Astra76.3% ±0.4
03GPT-6.1 Sol76.1% ±0.4
04Gemini 3.6 Flash75.6% ±0.3
07GPT-5.6 Sol72.0% ±0.4
08GLM-5.3-Flash71.1% ±0.4
09GPT-6 Sol70.4% ±0.4
10GPT-5.6 Luna68.9% ±0.4
10GPT-5.6 Terra68.9% ±0.4
12Claude Sonnet 4.668.5% ±0.4
20Qwen3.6 27B FP867.0% ±0.5
22Qwen3.8-27B66.8% ±0.4
26Qwen3.5 35B A3B FP864.2% ±0.5
29GPT-6 Luna62.7% ±0.4
30GPT-4.1Above fitFar above this model's index.62.3% ±0.3
32GPT-5.262.0% ±0.4
33Gemma 4 12B IT61.9% ±0.5
38GPT-5 mini60.1% ±0.4
45Llama 3.1 70BAbove fitFar above this model's index.58.4% ±0.5
45GPT-OSS 120B58.4% ±0.4
49Gemma 3 27B Pt58.0% ±0.5
52Claude Haiku 4.557.6% ±0.4
53Gemma 3 27BAbove fitFar above this model's index.57.5% ±0.3
54Ministral 3 8B Base57.3% ±0.6
57GLM-4.7-Flash57.1% ±0.6
60Qwen3.5 9B55.5% ±0.6
61Gemma 3 12B55.4% ±0.3
62Qwen3 4B Thinking55.3% ±0.3
67Apertus V1.5 70B54.7% ±0.5
68Gemma 3 12B Pt54.5% ±0.4
70Exaone 4.0 32B53.9% ±0.6
70GPT-5 nano53.9% ±0.5
73Gemma 4 E4B IT53.7% ±0.5
80Nesso 4B52.1% ±0.4
82Qwen3.5-4B51.5% ±0.5
89Gemma 4 E2B IT47.5% ±0.6
90Aya Expanse 8B47.4% ±0.6
92Qwen3.5 9B Base46.7% ±1.0
94Qwen3.5 2B46.1% ±0.6
95Llama 3.1 8BAbove fitFar above this model's index.45.9% ±0.5
98DFM Mimir V1.545.1% ±0.4
100EuroLLM 9B Instruct44.4% ±0.3
100Gemma 3 4B44.4% ±0.6
103AMALIA 9B SFT44.0% ±0.5
104EuroLLM 22B 251243.9% ±0.4
105AMALIA 9B DPO43.7% ±0.5
105EuroLLM 9B43.7% ±0.4
107SmolLM3 3B Base43.2% ±0.5
108Gemma 4 12B42.8% ±0.9
111LFM2.5 8B A1B Base42.1% ±0.6
112Gemma 3 4B Pt41.9% ±0.5
113DFM Mimir40.2% ±0.4
116Llama 3.2 3B Instruct39.2% ±0.4
117Apertus V1.1 4B38.7% ±0.7
120Occiglot 7B Eu537.4% ±0.4
121Qwen3.5 4B Base37.0% ±0.8
121Luciole 23B Base37.0% ±0.7
125Domyn Small V1.035.9% ±1.2
129Aya 23 8B33.0% ±0.7
130Luciole 8B Base32.5% ±0.6
131Qwen3.5 0.8B31.7% ±0.6
132YuLan Mini Instruct31.6% ±0.3
134Apertus V1.1 1.5B30.4% ±0.6
135Gemma 4 E4B30.1% ±0.9
136LFM2.5-8B-A1B29.6% ±0.8
137Qwen3.5 2B Base29.3% ±0.8
141Salamandra 7B25.2% ±0.4
142LFM2 1.2B24.5% ±0.3
143TildeOpen 30B24.4% ±0.5
144Gemma 4 E2B24.3% ±0.8
144Gemma 3 1B Pt24.3% ±0.4
146Llama 3.2 1B24.2% ±0.4
147Gemma 3 1B IT24.0% ±0.4
148Qwen3.5 0.8B Base23.8% ±0.8
151LFM2 700M23.2% ±0.3
152Pleias 3B Preview22.9% ±0.5
153Apertus V1.1 0.5B22.0% ±0.6
154Pleias 1.2B Preview21.6% ±0.7
156Luciole 1B Base20.8% ±0.8
157SmolLM2 360M17.5% ±0.6
159Gemma 3 270M16.4% ±0.8
160Llama 3.2 1B Instruct15.7% ±0.6
161Nesso 0.4B Agentic15.6% ±0.9
163LFM2 350M14.1% ±0.6
165Pleias 350M Preview13.7% ±0.4
166MiniCPM5-1B11.7% ±0.9
167Gemma 3 270M IT10.9% ±0.8
168SmolLM2 135M9.8% ±0.6
171Zagreus 0.4B Ita8.2% ±0.7
172Ling Mini 2.07.6% ±0.9
176Monad1.8% ±0.2
177Muse 3B0.6% ±0.5