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Steven Bethard, James H. Martin, Sara Klingenstein. Finding Temporal Structure in Text: Machine Learning of Syntactic Temporal Relations. Int. J. Semantic Computing, 1(4):441-457, 2007. [doi]
Abstract is missing.