Previous studies in unsupervised methods for parsing have concentrated on the use of inside-outside algorithm (Lari and Young, 1990;Carroll and Rooth, 1998).
there are several limitations of the inside-outside algorithm for unsupervised parsing, see (Marcken, 1995) for some experiments that draw out the mismatch between minimizing error rate and iteratively increasing the likelihood of the corpus.