The lower-order models used in KN smoothing, however, are very poor estimates of the probabilities for N-grams that have been observed in the training corpus, so they are Figure 1: General language model smoothing schema not suitable for use in coarse-to-fine search.
two versions of every language model below the highest-order model would be needed to use KN smoothing in this case.