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EuroEval Swedish (generative)

Swedish-language rank score across sentiment, NER, linguistic acceptability, reading comprehension, summarisation (SweDN), knowledge (Skolprov) and common-sense tasks; lower is better.

The best 15 · 25 models tested

Top 15 · best setting per model · 25 models, 28 results (28 independent)

Measured by independent testersIndependent Reported by the makerVendor-reported

Lower is better here: the shortest bar is the best result.

EuroEval Swedish (generative) leaderboard
Thinking levelSetting
1GPT-6 AstraOpenAI1.2Defaultgpt-6-astra (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
2Gemini 3.7 FlashGoogle (Gemini / DeepMind)1.2Defaultgemini/gemini-3.7-flash (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
3GLM-5.3-FlashZ.ai (Zhipu)1.3Defaultzai-org/GLM-5.3-Flash (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
4Gemini 3.6 FlashGoogle (Gemini / DeepMind)1.3Defaultgemini/gemini-3.6-flash (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
5GPT-5.6 SolOpenAI1.3Defaultgpt-5.6-sol (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
6DeepSeek V4.1 FlashDeepSeek1.4No reasoningdeepseek/deepseek-flash#no-thinking (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
7GPT-5.6 TerraOpenAI1.5Defaultgpt-5.6-terra (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
8Gemini 3 Flash PreviewGoogle (Gemini / DeepMind)1.5Defaultgemini/gemini-3-flash-preview#thinking (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
9GPT-5.4 MiniOpenAI1.5Highopenai/gpt-5.4-mini-2026-03-17#high (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
10Qwen3.6 27BQwen (Alibaba)1.5DefaultQwen/Qwen3.6-27B-FP8 (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
11Qwen3.8 27BQwen (Alibaba)1.6DefaultQwen/Qwen3.8-27B (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
12Gemma 4 31B ITGoogle (Gemini / DeepMind)1.6Defaultgoogle/gemma-4-31B-it (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
13Claude Sonnet 4.6Anthropic1.6Defaultclaude-sonnet-4-6 (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
14GPT-5.6 LunaOpenAI1.6Defaultopenai/gpt-5.6-luna (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
15Qwen3.5-35B-A3BQwen (Alibaba)1.6DefaultQwen/Qwen3.5-35B-A3B-FP8 (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
16Gemini 3.1 Flash-LiteGoogle (Gemini / DeepMind)1.6Defaultgemini/gemini-3.1-flash-lite-preview (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
17Gemini 3.5 Flash-LiteGoogle (Gemini / DeepMind)1.7Defaultgemini/gemini-3.5-flash-lite (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
18GPT-5.4OpenAI1.7No reasoningopenai/gpt-5.4-2026-03-05#none (zero-shot, val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
19Gemma 4 26B A4B ITGoogle (Gemini / DeepMind)1.8Defaultgoogle/gemma-4-26B-A4B-it (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
20Gemma 4 12B ITGoogle (Gemini / DeepMind)1.8Defaultgoogle/gemma-4-12B-it (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
21gpt-oss-120bOpenAI1.8Defaultopenai/gpt-oss-120b (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
22gpt-oss-20bOpenAI2Mediumopenai/gpt-oss-20b#mediumIndependent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
23Apertus 1.5 70BSwiss AI Initiative (EPFL, ETH Zurich, CSCS)2.1Defaultswiss-ai/Apertus-v1.5-70B (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
24Ministral 3 14BMistral AI2.1Defaultmistralai/Ministral-3-14B-Instruct-2512 (val)Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026
25EuroLLM 22B Instruct (2512)EuroLLM (UTTER project consortium)2.3Defaultutter-project/EuroLLM-22B-Instruct-2512Independent testIndependentEuroEval (Alexandra Institute) ↗—29 Sep 2026