(1) In low (32) dimensions, we improve over Euclidean-based models by up to 6.1% in the mean reciprocical rank (MRR) metric.
we find that hierarchical relationships, such as WordNet's hypernym and member meronym, significantly benefit from hyperbolic space; we observe a 16% to 24% relative improvement versus Euclidean baselines.