Using punctuation to divide input sentences into two groups, DBM-2 scored higher: 40.9, up from 39.0% accuracy (see Table 2).
other orthogonal dependency grammar induction techniques -including ones based on universal rules (Naseem et al., 2010) -may also benefit in combination with DBMs.