Morning Edition · Friday, June 19, 2026Published at 6:56 AM EDT · New York
Fine-tuning seven models on Arabic, researchers test whether zero-shot gains in related languages come from linguistic kinship or shared task structure.

A new paper, Disentangling Linguistic Relatedness from Task Alignment in Cross-Lingual Transfer, addresses a question that matters for anyone building multilingual systems with limited resources: when you fine-tune a model in one language a…
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