In the case of model 2 with the random-split initializer, SDA significantly outperformed EM (comparing both matches and crossing brackets per sentence under a binomial sign test, p < 10 −6 ); we see a > 5% reduction in average crossing brackets per sentence.
our strategy of using DA but modifying it to accept an initializer worked as desired in this case, yielding our best overall performance.