Although we are only examining the 13.7% of temporal relations that are co-ordinated with a signal, it is important to note the performance of conventional classification approaches on this subset of temporal relations.
the error reduction relative to the baseline that is achieved without signal features is much lower on relations that use signals than on nonsignalled relations (Table 1).