Daniel Speicher

Imposing Category Trees Onto Word-Embeddings Using A Geometric Construction

We present a novel method to precisely impose tree-structured category information onto word-embeddings, resulting in ball embeddings in higher dimensional spaces (N-balls for short). Inclusion relations among N-balls implicitly encode subordinate relations among categories. The similarity measureme…