With 1.6M NIST training sentences, gibbs takes nearly a week to run 1000 iterations.
the parallelized variational and variational-hybrid approaches, which we implement in MapReduce (Dean and Ghemawat, 2004;Wolfe et al., 2008;Zhai et al., 2012), take less than a day to converge.