The key difference, however, is that in our MRF representation, we can explicitly model various types of word-word, sense-sense and word-sense relations as edge potentials.
we can naturally encode relations that encourage the same assignment (e.g., synonym) as well as the opposite assignment (e.g., antonym) of the polarity labels.