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cs.CL2026
TACTICS: Taxonomy-Aware Intelligent Corpus Sampling for Machine Translation
Prasanth Bathala, Anubhav Shrimal, Sukhdeep Singh Kharbanda +3
Large-scale machine-translation (MT) systems are typically evaluated on random samples from a corpus whose distributional composition is an artifact of how it was assembled. Such a…
cs.CL2026
StalePO: Anchored Token-Level Preference Optimization using Legacy Post-Edits in Machine Translation
Rohit Dhaipule, Sukhdeep Singh Kharbanda, Prasanth Bathala +2
Machine translation systems are periodically upgraded to stronger models, but the available preference signal is human post-edits of an older system's outputs, which the newer mode…