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By their very nature, every book that seeks to describe how technology
works face challenges during its creation. Dealing with beta software and
attempting to resolve the difference between how the software works and
how the developers say it will work in the final version is a problem faced by
any author, which is one reason why it is often best to wait to finalize text
after you have a chance to work with released software. Looking back at this
project, in some ways, this has been the hardest book of the seven that I
have written about Exchange.
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Phrase-based decoding produces state-of-theart translations with no regard for syntax. We add syntax to this process with a cohesion constraint based on a dependency tree for the source sentence. The constraint allows the decoder to employ arbitrary, non-syntactic phrases, but ensures that those phrases are translated in an order that respects the source tree’s structure. In this way, we target the phrasal decoder’s weakness in order modeling, without affecting its strengths.