To make the translation model estimation methods presented here as general as possible, I shall assume a totally uninformative concept representation--the trans distribution itself.
i shall assume that each different pair of word sequence types is deterministically generated from a different concept, so that trans(.1i,~i]C) is zero for all concepts except one.