When Does Reasoning Help in Machine Translation? A Hierarchical Analysis of LRM Reasoning Traces

Yuxiang Liu, Jiaming Luo, Eleftheria Briakou +1

Large Reasoning Models increasingly use intermediate traces for machine translation, but it remains unclear when such reasoning helps or hurts. We analyze reasoning traces across m…