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WiCleanData is introduced, a refined version of Wikidata with a consistent tax- onomy and free from type constraint violations, designed an automated pipeline that first cleans the taxonomy with language model assistance, then simplifies type constraints by hierarchical aggregation, and finally filters facts accordingly.