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Automatic temporal ordering of events described in discourse has been of great interest in recent years. Event orderings are
conveyed in text via various linguistic mechanisms including the use of expressions such as “before”, “after” or “during”
that explicitly assert a temporal relation – temporal signals. We investigate the role of temporal signals in temporal relation extraction and provide a quantitative analysis of these expressions in the TimeBank annotated corpus.