The answer
Not necessarily. A multilingual model can learn representations across several languages, and its internal vectors are not simply an English translation hidden behind the interface.
What language do large language models understand?
Does an LLM translate every language into English internally?
More FAQs in What language do large language models understand?
Binary is how computers represent data at a low level. A token ID is a vocabulary index that can itself be stored using binary digits.
Differences in training examples, tokenization efficiency, evaluation coverage, and later fine-tuning can make the same model substantially more capable in some languages than in others.
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