Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings
Table 3: Reconstruction of Animals, Plants, and Vehicles subtrees in WordNet.
['[EMPTY]', '[BOLD] Animals All', '[BOLD] Animals Missing', '[BOLD] Animals Transitive', '[BOLD] Plants All', '[BOLD] Plants Missing', '[BOLD] Plants Transitive', '[BOLD] Vehicles All', '[BOLD] Vehicles Missing', '[BOLD] Vehicles Transitive']
In the following, we compare embedding and pattern-based methods on the task of reconstructing an entire subtree of WordNet, In addition to predicting the existence of single hypernymy relations, this allows us to evaluate the performance of these models for inferring full taxonomies and to perform an ablation for the prediction of missing and transitive relations. We follow previous work (