Differences like this lead to differences in what is successful in each setting and what is not.
while all our proposed schemes are embedding oblivious, for concreteness, we describe and evaluate them for the Holographic Embedding or HolE (Nickel et al., 2016b) which models the label probability as: where Intuitively, the k-th dimension of circular correlation captures how related a is to b when the dimensions of the latter are shifted (circularly, via the mod operation) by k. [a • b] 0 is simply the dot product of a and b.