Second, we explore a novel use of Expectation-Maximization (Dempster et al., 1977) that iteratively reestimates a parsing model using the augmenting heuristics as a starting point.
the EM algorithm we use is a variant of the Inside-Outside algorithm (Baker, 1979;Lari and Young, 1990;Hwa, 1998).