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How can we build Natural Language Processing models for new domains and new languages? In this talk I will survey some recent advances to address this ubiquitous challenge, from crosslingual transfer to learning models under distant supervision from disparate sources, multitasklearning and data selection.

SyntaxFest 2019 Invited talk - Transferring NLP models across languages and domains