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There are three primary strategies for handling attribute-level inconsistencies in knowledge graphs: Conflict Ignorance (retaining different values or delegating to the user application), Conflict Avoidance (applying a unique strategy such as prioritizing trusted sources), and Conflict Resolution (applying a decision strategy such as selecting the most frequent or most recent value).

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