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Bilingual alignment transfers to multilingual alignment for unsupervised parallel text mining

Bilingual alignment transfers to multilingual alignment for unsupervised parallel text mining

This work presents methods for learning cross-lingual sentence representations using paired or unpaired bilingual texts. We hypothesize that the cross-lingual alignment strategy is transferable, and therefore a model trained to align only two languages can encode multilingually more aligned representations. We thus introduce dual-pivot transfer: training on one language pair …