One option would be retraining the module using a corpus adapted to the new criteria, which would require a costly re-annotation effort.
we opted by developing a set of hand written constraints, inspired on the approach proposed in (Lee et al., 2013), the winner system in CoNLL-2011, that defines ten sieves of decreasing precision rules, applied in a cascaded schema.