When Does Reasoning Help in Machine Translation? A Hierarchical Analysis of LRM Reasoning Traces
HMS is introduced, a scalable framework that induces coarse- and fine-grained reasoning structures without predefined taxonomies and reveals a shared organization--understanding/planning, translating/drafting, and refining/verifying--alongside domain-specific variation.