We can thus formulate the interpolation step of modified Kneser-Ney smoothing using our notation asP MKN  .
our skip n-grams correspond to n-grams of which we only use k words, after having applied the skip operators Interpolation with lower order models is motivated by the problem of data sparsity in higher order models.