Note that if our probabilities are calculated from the full set of n-gram counts for the corpus being segmented and the set of possible segmentations S is not constrained, a segmentation with a smaller number of breaks will generally be preferred over one with more breaks.
in practice we will be greatly constraining S and also using probabilities based on only a subset of all the information in the corpus.