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Companion repo for A 2×2 Controlled Ablation of Data Quality and Capacity in Transformer MT. Contains the QE-filtered fine-tuning pipeline (Section 7), CometKiwi-22 scoring/filtering scripts, and the full paper LaTeX source. Pretraining lives in Machine_translation