Abstract:We present an event structure ontology empirically derived from inferential properties annotated on sentence- and document-level semantic graphs. We induce this ontology jointly with semantic role, entity type, and event-event relation ontologies using a document-level generative model, identifying sets of types that align closely with previous theoretically-motivated taxonomies.