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In this paper, we describe Exodus, a joint pilot project of the European Commission's Directorate-General for Translation (DGT) and the European Parliament's Directorate-General for Translation (DG TRAD) which explores the potential of deploying new approaches to machine translation in European institutions. We have participated in the English-to-French track of this year's WMT10 shared translation task using a system trained on data previously extracted from large in-house translation memories.