As observed by (Isozaki et al., 2004), incorporating both top-down (root find) and bottomup (base-NP) can yield better improvement over the Yamada's parsing algorithm.
in this way, we can simply adopt a sequential tagger to auto-assign the relation labels after the whole sentence is parsed.