The authors evaluated their system on a set of example sentences compiled from the Master Metaphor List (Lakoff et al., 1991), whereby highly conventionalized metaphors (they call them dead metaphors) are taken to be negative examples.
they do not deal with literal examples as such: essentially, the distinction they are making is between the senses included in Word-Net, even if they are conventional metaphors, and those not included in WordNet.