However, the trigram is defined as the joint probabil- rather than the commonly used conditional probability 1 2 .
the so-called trigram in Qu and Grefenstette (2004) is basically a substring unigram probability, which we refer to as the n-gram (n-character) sum model (SUM) in this paper.