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Our work for the NTCIR-11 Temporalia challenge, Temporal Query Intent Classification sub-task: predicting the temporal orientation of search engine user queries. We tackled the task as a machine learning classification problem, by proposing th use of temporal-oriented attributes specifically designed to minimise the sparsity of the models.