For example, in the UPenn Treebank setup, we used section 00-20 as training data, section 21-22 as held-out data, and section 23-24 as test data.
the SLM is interpolated with a 3-gram model as shown in the equation:   We should note that the PPL result of the 3-gram model is 166.6.