For data consisting of unannotated sentences so-called incomplete data the iterative method of the EM algorithm (Dempster et al., 1977) has to be employed.
since even complete-data estimation for log-linear models requires iterative methods, an application of EM to log-linear models results in an algorithm which is expensive since it is doubly-iterative.