multilingual-pretraining

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How to Use Parallel Data for Multilingual Pretraining

arXiv cs.CL ↗ · 2026-10-22 Cached

The paper proposes Parallel Pretraining (PPT), which concatenates documents with their translations in the same training sequence, and finds that a two-stage PPT-then-standard-pretraining approach consistently improves general language understanding and cross-lingual performance over standard pretraining at matched token budgets.

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