Long Chain-of-Thought Reasoning Across Languages

ArXi:2508.14828v3 Announce Type: replace-cross While large reasoning models have shown remarkable ability to generate long chains-of-thought (CoTs) in English, we still lack understanding of how these long-form reasoning abilities transfer to the vast majority of the world's languages. In this work, we systematically investigate four key stages of model development--scaling, pre