It is known that the categorical QLMs do not perform well for vocabulary mismatches because categorical distribution cannot consider semantic relationships between words.
several expansion techniques such as query expansion (Bai et al., 2005), translation QLMs (Berger and Lafferty, 1999), and latent variable models (Wei and Croft, 2006) have been proposed in order to take semantic relationships between document and target query into account.