  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.
