From the curves, one can see that as the order increases, classification accuracy increases and testing entropy decreases, presumably because the longer context better captures the regularities of the text.
at some point accu-  Figure 2: The entropy of different n-gram models racy begins to decrease and entropy begins to increase as the sparse data problems begin to set in.