Successful features include timexes, specific temporal (past, present, future) words from a commercial dictionary, but also ngrams, thus indicating that temporality may be embodied by multi-word terms, whose temporal orientation is unknown.
discovering the temporal orientation of words is a challenging issue that may benefit many text applications.