English-based cross-lingual alignment predicts LLM translation quality as well as or better than direct source-target alignment, supporting the English-pivot hypothesis.
Cross-lingual Similarity of Multilingual Representations Revisited
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Predicting Multilingual Classification and Translation Performance of LLMs with Cross-Lingual Alignment $\unicode{x2013}$ Is English Enough?
English-based cross-lingual alignment predicts LLM translation quality as well as or better than direct source-target alignment, supporting the English-pivot hypothesis.