As shown by Feng and Hirst (2012; 2014), for a pair of discourse units of interest, the sequential information from contextual units is crucial for determining structures.
it is well motivated to use CRF, which is a discriminative probabilistic graphical model, to make predictions for a sequence of units surrounding the pair of interest.