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Multilingual LLMs

Coverage of large language models built to work beyond English: dialect adaptation, regional cultural understanding, low-resource language data and multilingual evaluation, so readers can tell real multilingual ability from marketing claims.

The hard part of a multilingual model is not translating an interface into dozens of languages; it is answering correctly and naturally inside dialects, slang and local cultural context. Falcon-Emirati-7B specialises in the Emirati dialect, while Kolibri targets European sovereign deployment in German and English. Judging these models takes native-speaker evaluation and dialect benchmarks, not the language count on a spec sheet.