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um so thank you all for inviting me and uh I make some you know Iamp;#39;m going to talk about translation today and Iamp;#39;ll try to explain as best as I can but do stop me at any time and ask questions and if thereamp;#39;s something thatamp;#39;s not clear I donamp;#39;t mind you not explaining um so today Iamp;#39;m going to talk about direct models and you know this is not a new thing that I invented you know itamp;#39;s been around for a very long time and I think most of conditional models are direct models in some sense so maybe you know weamp;#39;ve applied this to a translation and gotten some good results so we call our system the direct model too and so weamp;#39;ve been using this term okay so let me just set the the stage so weamp;#39;re going to talk about some Source sequence this is some sentence and itamp;#39;ll be you know the symbols s for source and some Target sequence the T and what weamp;#39;re interested in doing is for the alignment problem we ha