Abstract: Highlights•Compare popular knowledge retrieval methods to extract associations from KGs.•Propose a novel semantics-based method to extract object-action/state associations.•Analyze information in ConceptNet, ATOMIC, WebChild, YAGO, DBpedia for associations.•Deliver a dataset of positive and negative object-action/state associations.
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