The execution time for PML is about 8 times longer than kNN for 1.7k training sentences, but PML ultimately runs faster than kNN on all 39.8K training sentences (and, extrapolating from the graph in Figure 6, on any larger datasets).
pML seems generally more suitable for large training data.