The skip-chain CRF (Sutton and McCallum, 2004), another variant of linear-chain CRF, attaches additional edges on top of a linear-chain CRF for better modeling of long range dependencies between states with similar observations.
such a model usually requires known long range dependencies in advance and may not be readily applicable to our task where such clues are not explicit.