Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings

Matt Le
Matt Le
Laetitia Papaxanthos
Laetitia Papaxanthos

Meeting of the Association for Computational Linguistics, 2019.

Cited by: 29|Views54
EI

Abstract:

We consider the task of inferring is-a relationships from large text corpora. For this purpose, we propose a new method combining hyperbolic embeddings and Hearst patterns. This approach allows us to set appropriate constraints for inferring concept hierarchies from distributional contexts while also being able to predict missing is-a rel...More

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