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Many online services provide functionalities for sharing one’s participation and captured media at real-world events. In a previous work [3], we constructed the EventMedia dataset aggregating heterogeneous sources of information and producing linked data. In this work, we carry out an event-oriented data reconciliation experiment in the web of data, and we propose two adapted extensions to a semi-automatic alignment tool named SILK [2].