The input to the system consists of two sentences, s 1 = {x 1 1 , x 1 2 , ...x 1 n } and s 2 = {x 2 1 , x 2 2 , ...x 2 m } containing e 1 and e 2 respectively.
these embeddings do not encode the full richness of temporal information needed for this task.