Particularly, in the case of WordNet, each node (synset) has 36 synsets in its V 2 on average, and half of the nodes do not have any neighbors at all.
raw WordNet similarities are still the best, but the path2vec models are consistently the second after them (and orders of magnitude faster), outperforming other graph embedding baselines.