Intriguingly, there is some evidence that a negatively weighted total dependency length feature can go too far in minimizing dependency length, in the absence of other informative features to counterbalance it.
the DEPLEN-GLOBAL model in Table 8 has significantly lower dependency length than the corpus, but in the richer models with discriminative synactic and dependency ordering features, there are no significant differences.