Other than the original n-gram model, we also test models with a variety of smoothing techniques to improve the perplexity.
linear interpolation (Stolcke 2002), Katz backoff (Katz 1987), and Kneser-Ney smoothing (Kneser and Ney 1995) have been known to enhance the performance of n-gram models.