Zhang and Gildea (2004) found that their alignment method, which did not use external syntactic constraints, outperformed the model of Yamada and Knight (2001).
yamada and Knight's model could explain only the data that would pass the nogap test in our experiments with one constraining tree (first column of Table 3).