Thus, in the neural path-based method, paths(w 1 , w 2 ) for these word pairs is padded with an empty path, like UNK-lemma/UNK-POS/UNK-dep/UNK-dir.
this process makes path-based classifiers unable to distinguish between semanticallyrelated pairs with no co-occurrences and those that have no semantic relation.