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Learning Translations via Matrix Completion

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arxiv 2406.13195 v1 pith:UXVIHZ52 submitted 2024-06-19 cs.CL

classification cs.CL
keywords bilingualmatrixcompletionlearningmodeltasktranslationsachieves
verification ladder T0 review T1 audit T2 compute T3 formal
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Bilingual Lexicon Induction is the task of learning word translations without bilingual parallel corpora. We model this task as a matrix completion problem, and present an effective and extendable framework for completing the matrix. This method harnesses diverse bilingual and monolingual signals, each of which may be incomplete or noisy. Our model achieves state-of-the-art performance for both high and low resource languages.

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