Moreover, the 2-layer FCRF and the cross-product LCRF perform slightly better than the mix-label LCRF and the soft-cascade approach, suggesting that modelling at a finer label granularity is potentially beneficial.
the soft cascade approach is more efficient than the joint approach when a higher clique order is used.