... is stillabout 15% faster than our second baseline, whichclassification problem into several binary classifiers, described as PT4 by Tsoumakas and Katakis (?).4In our dataset, our method takes ... returned class (dialogue act label) Cj,i(and associated score, which in the case of our maxi-mum entropy classifier is the conditional probabilityScore(Cj,i) = P (Cj,i|Tj,i)). Then we assign ... dialogue act labels as classes.The basic idea is to find the best segmentation(that is, the one with the highest score) of the portionof the input text up to the ithword. The base case Siwould...