While self-training has worked in several domains, the early results on self-training for parsing were negative (Steedman et al., 2003;Charniak, 1997).
more recent results have shown that it can indeed improve parser performance (Bacchiani et al., 2006;McClosky et al., 2006a;McClosky et al., 2006b).