Our error analysis on the temporal evidence classification task revealed several issues that inform our future work aimed at further improving the performance on the subtask of temporal evidence classification, and the overall temporal relation extraction task.
we intend to deal with the challenging aspect of semantic inference over relations found in the evidence passage.