The joint HMM alignments are generated from competitive posterior 7 We used a standard training regimen: 5 iterations of model 1, 5 iterations of HMM, 3 iterations of Model 3, and 3 iterations of Model 4.  thresholding (DeNero and Klein, 2007).
second, we perform lossaugmented inference to obtainâ.