On the other hand, previous studies on temporal relation extraction focus on mining sentence-level information or enforcing coherence on different temporal relation types among various mentions in the same sentence or neighboring sentences, largely ignoring those discourse-level temporal relations in nonadjacent sentences.
only a few studies apply global inference models to exploit temporal relations in discourse level.