A melhor maneira de prever o futuro é inventš-lo. -- Alan Kaye
Long Chain-of-Thought Reasoning Across LanguagesJosh Barua, Seun Eisape, Kayo Yin, Alane Suhrhttps://arxiv.org/abs/2508.14828 https://arxiv.org/pdf/2508.…
Long Chain-of-Thought Reasoning Across LanguagesScaling inference through long chains-of-thought (CoTs) has unlocked impressive reasoning capabilities in large language models (LLMs), yet the reasoning process remains almost exclusively English-centric. We construct translated versions of two popular English reasoning datasets, fine-tune Qwen 2.5 (7B) and Qwen 3 (8B) models, and present a systematic study of long CoT generation across French, Japanese, Latvian, and Swahili. Our experiments reveal three key findings. First, the efficacy of us…