In summary, the large gap between human and system performances along with the FR superiority over more sophisticated LE approaches from prior work unambiguously calls for the next generation of distributional models tailored for graded lexical entailment in particular.
we acknowledge that this definition is vague, and the actual disambiguation process was left to the annotators and their intuition as native speakers.