Towards Multilingual LLM Evaluation for European Languages

Understand

The rise of Large Language Models (LLMs) has revolutionized natural language processing across numerous languages and tasks.

• However, evaluating LLM performance in a consistent and meaningful way across multiple European languages remains challenging, especially due to the scarcity of language-parallel multilingual benchmarks.
• We introduce a multilingual evaluation approach tailored for European languages.
• We employ translated versions of five widely-used benchmarks to assess the capabilities of 40 LLMs across 21 European languages.