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.
Yu-Xiang Liu, Jiaming Luo, Eleftheria Briakou et al.
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