1. A computer-implemented method for creating a disfluency translation lattice comprising: providing a plurality of weighted finite state transducers including a translation model, a language model, and a phrase segmentation model as input; performing a cascaded composition of the weighted finite state transducers to create a disfluency translation lattice; and storing the disfluency translation lattice to a computer-readable media.