With limited training data, a more constrained model tends to perform better.
Manning, et al. An Introduction to Information Retrieval. April 1, 2009. Cambridge University Press, Cambridge, England. p. 241
Manning, et al. An Introduction to Information Retrieval. April 1, 2009. Cambridge University Press, Cambridge, England. p. 241