WN18 collects word relations from WordNet (Miller, 1995), and FB15k is taken from Freebase (Bollacker et al., 2008); both have filtered out low frequency entities.
it is reported in Toutanova and Chen (2015) that both WN18 and FB15k have information leaks because the inverses of some test triples appear in the training set.