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This paper proposes CoPiT, a cognitively motivated pivot-based translation pipeline for digraphic Mongolian that routes translation through the better-resourced Cyrillic script to improve translation from the low-resource Traditional script, achieving significant BLEU and COMET gains and releasing a new multi-script parallel dataset.