Previous work do not attempt to directly predict globally coherent temporal graphs, but instead focus on the the simpler problem of labeling pre-selected pairs of events (i.e., a task that directly lends itself to the use of standard classification techniques).
they do not consider the problem of linking pairs of events (i.e., of determining which pairs of events are related).