Automatically Deriving Event Ontologies for a CommonSense Knowledge Base

James Allen, Will De Beaumont, Lucian Galescu, Jansen Orfan, Mary Swift, Choh Teng
unpublished
We describe work aimed at building commonsense knowledge by reading word definitions using deep understanding techniques. The end result is a knowledge base allowing complex concepts to be reasoned about using OWL-DL reasoners. We show that we can use this system to automatically create a mid-level ontology for WordNet verbs that has good agreement with human intuition with respect to both the hypernym and causality relations. We present a detailed error analysis that reveals areas of future
more » ... k needed to enable high-performance learning of conceptual knowledge by reading.
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