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NRC Systems for the 2020 Inuktitut-English News Translation Task

2020-11-01WMT (EMNLP) 2020Unverified0· sign in to hype

Rebecca Knowles, Darlene Stewart, Samuel Larkin, Patrick Littell

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Abstract

We describe the National Research Council of Canada (NRC) submissions for the 2020 Inuktitut-English shared task on news translation at the Fifth Conference on Machine Translation (WMT20). Our submissions consist of ensembled domain-specific finetuned transformer models, trained using the Nunavut Hansard and news data and, in the case of Inuktitut-English, backtranslated news and parliamentary data. In this work we explore challenges related to the relatively small amount of parallel data, morphological complexity, and domain shifts.

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