To alleviate this constraint, a few works have attempted to make full use of the non-syntactic rules by extending their syntax-based models to more general frameworks. For example, forest-to-string transformation rules have been integrated into the tree-to-string translation framework by (Liu et al., 2006;<cite> Liu et al., 2007)</cite> .