And we also obtain the same conclusion as  that mixed-label LCRF performs better than isolated prediction.
for the comparison between the 2-layer FCRF and the cross-product LCRF, although the 2-layer FCRF performs better than the cross-product LCRF on disfluency prediction, it does worse on punctuation prediction.