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The 2019 WMT Biomedical translation task involved translating Medlineabstracts. We approached this using transfer learning to obtain a series ofstrong neural models on distinct domains, and combining them into multi-domainensembles. We further experiment with an adaptive language-model ensembleweighting scheme. Our submission achieved the best submitted results on bothdirections of English-Spanish.

UCAM Biomedical translation at WMT19: Transfer learning multi-domain ensembles