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They are not "English-first". Deepseek-R1, for example, reasons in Chinese when you ask it a question in Chinese.

I've seen one of the ChatGPT models produce the occasional Chinese phrase even when otherwise reasoning in English about a problem given in English.

Does that apply in other languages too, like French?