Unlabeled data has been shown to improve the accuracy of conjunctions within complex noun phrases Bergsma et al., 2011).
it has so far been less effective within full parsing -while first-order web-scale counts noticeably improved overall parsing in Bansal and Klein (2011), the accuracy on conjunctions actually decreased when the web-scale features were added (Table 4 in that paper).