Abstract: Highlights•Formally defines the task as Open-World Semi-Supervised Relation Extraction.•Propose a cluster-aware novel relation discovery method to adaptively capture the number of relation types.•Propose a novel SIND model that can extract mixed relation types in real-life scenarios.
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