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so let me just conclude this lecture with some results on the parsing problem using the re-ranking models that I just described to you in conjunction with the perceptron so in one set of experiments by myself and teri ku we started with a baseline model which was electrolyzed pcfg which at least at the time was very close to the state of the art in pausing and that schools around 88% precision and recall remember f measure is a kind of average of precision and recall in recovering sub constituents within a pass tree the rear rank model that I just described scores eighty nine and a half percent F measure which is about eleven percent relative error reduction so about eleven percent of the errors have been corrected by the rear Anki model so that's a fairly significant improvement given that these models are starting to reach quite high levels of accuracy this is actually a pretty significant improvement and indeed I had developed these less Clyde PCF G's during my PhD t

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