The former convention during this sequence (AMTA 2002) took up the topic “From learn to actual Users”, and sought to discover why fresh study on data-driven laptop translation didn’t appear to be relocating to undefined. because it became out, the ?rst advertisement items of the data-driven examine stream have been simply over the horizon, andintheinterveningtwoyearstheyhavebeguntoappearinthemarketplace. Atthesame time,rule-basedmachinetranslationsystemsareintroducingdata-driventechniquesinto the combo of their items. computing device translation as a software program program has a 50-year heritage. There are more and more intriguing deployments of MT, a lot of as a way to be exhibited and mentioned on the convention. however the scale of industrial use hasn't ever approached the estimates of the latent call for. In gentle of this, we reversed the query from AMTA 2002, to examine the next move within the route to advertisement luck for MT. We took consumer wishes as our topic, and explored how or even if marketplace necessities are feeding into examine courses. The transition of analysis discoveries to functional use comprises te- nicalquestionsthatarenotassexyasthosethathavedriventheresearchcommunityand study investment. very important product matters comparable to approach customizability, computing source specifications, and value and ?tness for specific projects have to have interaction the creativeenergiesofallpartsofourcommunity,especiallyresearch,aswemovemachine translation from a distinct segment software to a extra pervasive language conversion procedure. Thesetopicswereaddressedattheconferencethroughthepaperscontainedinthesep- ceedings, or even extra speci?cally via numerous invited shows and panels.

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