More recently, neural network-based methods have been employed for event temporal relation extraction (Tourille et al., 2017a;Cheng and Miyao, 2017;Meng et al., 2017;Han et al., 2019a) which achieved impressive results.
they all treat the task as a pairwise classification problem.