EuroEval Swedish

How well a model handles Swedish, as the unweighted mean of EuroEval's primary metric over its 8 Swedish datasets (swerec, suc3, scala_sv, multi_wiki_qa_sv, swedn, skolprov, swedish_facts, winogrande_sv). 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.173
Top resultBest result on this test.77.6%GPT-6 Astra
Top-3 spreadPoints from first to third.1.7 pts
YearYear of release.N/A

Result and price

020406080100$0.03$0.1$0.3$1$3$10$30$100RESULTOUTPUT PRICE PER 1M TOKENS · LOG SCALE

Results

181 results
#ModelResultThe score from the source.
01GPT-6 Astra77.6% ±0.5
02Gemini 3.7 Flash76.6% ±0.5
03Gemini 3.6 Flash75.9% ±0.4
04GPT-5.6 Sol74.9% ±0.5
05GLM-5.3-Flash72.8% ±0.8
07GPT-5.6 Terra70.6% ±0.5
11GPT-5.6 Luna66.9% ±0.5
12Qwen3.6 27B FP866.6% ±0.6
13GPT-5 mini66.0% ±0.7
17Qwen3.8-27B64.9% ±0.7
18Claude Sonnet 4.664.5% ±0.7
19GPT-4.163.8% ±0.7
20GPT-5.263.5% ±0.6
21Qwen3.5 35B A3B FP863.4% ±0.7
22Gemma 4 31B63.1% ±0.8
25GPT-5 nano62.3% ±0.5
26GPT-OSS 120B61.3% ±0.9
32Gemma 4 26B A4B58.8% ±0.6
34Gemma 3 27B Pt58.4% ±0.4
36Gemma 3 27B58.0% ±0.2
39Gemma 4 12B IT57.3% ±0.8
42Qwen3.5 9B Base56.5% ±0.8
46Gemma 3 12B Pt55.0% ±0.3
47Qwen3.5 9B54.6% ±0.9
48Qwen3 4B Thinking54.6% ±0.2
52Borealis 27B53.8% ±0.7
53Gemma 3 12B53.8% ±0.3
54Borealis Open 27B53.8% ±0.7
55Claude Haiku 4.553.7% ±0.5
61Gemma 4 31B50.3% ±1.2
62Borealis Open 12B50.2% ±0.8
63Borealis 12B50.0% ±0.8
66Apertus V1.5 70B49.8% ±0.8
68Qwen3.5 4B48.9% ±1.1
73Ministral 3 8B Base48.1% ±0.8
74Gemma 4 E4B IT48.1% ±0.8
75Qwen3.5 4B Base47.0% ±0.8
77Domyn Small V1.045.6% ±0.9
78Nesso 4B44.8% ±0.3
80Gemma 4 26B A4B44.4% ±0.9
83Olmo 3 32B44.0% ±0.4
85EuroLLM 22B43.3% ±0.5
90Lynx Instruct 30B42.7% ±1.0
91Gemma 4 12B42.0% ±1.0
92EuroLLM 9B41.4% ±0.4
94Gemma 4 E2B IT41.1% ±0.8
95Exaone 4.0 32B41.0% ±1.0
96Llama 3.1-8B40.6% ±0.4
97Qwen3.5 2B Da Task40.0% ±0.9
100Qwen3.5 2B38.0% ±0.8
101Gemma 3 4B37.8% ±0.5
102Gemma 3 4B Pt37.1% ±0.4
103Borealis 4B36.8% ±0.6
104NorwAI Mixtral 8x7B36.5% ±0.8
105Aya Expanse 8B36.1% ±0.7
106DFM Mimir35.8% ±0.7
107Olmo 3 7B35.7% ±0.3
109Borealis Open 4B33.9% ±0.8
111Llama 3.2 3B Instruct33.0% ±0.3
113Apertus V1.1 4B32.3% ±0.8
114SmolLM3 3B Base32.2% ±0.4
118Occiglot 7B Eu531.0% ±0.4
119Qwen3.5 2B Base30.7% ±0.9
120Olmo 3 7B Instruct30.1% ±0.3
121LFM2.5 8B A1B Base30.0% ±0.8
124NorOLMo 13B29.3% ±1.2
125Gemma 4 E4B29.2% ±1.1
127Qwen3.5 0.8B28.7% ±0.7
133Apertus V1.1 1.5B25.4% ±0.8
134YuLan Mini Instruct24.3% ±0.3
135Luciole 23B Base23.7% ±0.8
138Gemma 3 1B Pt22.8% ±0.4
139Borealis 1B22.3% ±0.5
140Borealis Open 1B22.0% ±0.4
141Llama 3.2 1B21.8% ±0.3
142Luciole 8B Base21.7% ±0.9
143Aya 23 8B21.6% ±0.9
144Gemma 3 1B IT21.4% ±0.4
146Qwen3.5 0.8B Base20.0% ±0.6
147Norbloom 7B Scratch19.9% ±0.7
148Apertus V1.1 0.5B19.6% ±1.1
150Gemma 4 E2B19.3% ±0.8
153Salamandra 7B15.4% ±0.4
155Pleias 1.2B Preview15.2% ±0.6
156Pleias 3B Preview15.1% ±0.8
157LFM2.5-8B-A1B14.3% ±1.2
158Gemma 3 270M13.6% ±1.2
159LFM2 1.2B12.4% ±0.4
160Llama 3.2 1B Instruct12.3% ±0.6
161LFM2 700M10.7% ±0.4
162Luciole 1B Base10.4% ±0.8
164Gemma 3 270M IT9.6% ±0.6
166Ling Mini 2.08.9% ±0.7
168SmolLM2 360M7.1% ±0.6
169LFM2 350M6.9% ±0.4
174SmolLM2 135M5.8% ±0.4
175Borealis 270M5.7% ±0.6
178Monad2.8% ±0.5