 This second limitation is often not an issue in practice, since many common usages of HMM's do not require such predictive probabilities.A variant of the previously described discriminative model is the linear-chain conditional random field.This uses an undirected graphical model (aka Markov random field) rather than the directed graphical models of MEMM's and similar models.