At the same time, the simplicity of our two-stage approach keeps inference time down to just the inference time of two sequential CRFs, when compared to approaches such as those of<cite> Finkel et al. (2005)</cite> who report that their inference time with Gibbs sampling goes up by a factor of about 30, compared to the Viterbi algorithm for the sequential CRF.