Reasoning makes translations worse

LLM reasoning has a simple appeal: give the model more room to think, and the answer should improve. That intuition works well enough in domains like math, coding, and planning that it is tempting to apply it everywhere. Machine translation seems like an obvious candidate. Translation is not just word substitution: a good translator resolves ambiguity, preserves tone, chooses between literal and…