With the exception of one system (Bethard, 2013) that uses a restricted set of temporal values, all system outputs are as skewed as in the training data.
systems tend to predict the values BEFORE, AFTER, and SIMUL-TANEOUS for e-e pairs, IS INCLUDED for e-t pairs, and BEFORE, INCLUDES, IS INCLUDED, and AFTER for e-dct pairs.