AppleAnalysisAI ModelsAugust 20, 2026

Apple researchers propose LINK for multilingual knowledge transfer

LINK improves cross-lingual knowledge transfer by swapping random English words in pretraining data with word-level translations, needing only a bilingual vocabulary and no extra training stages. Evaluated on eight languages across five model sizes, it delivered up to a 2x speedup in training to reach equivalent downstream performance.

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