Using the linguistic constraints encoded in the scoring function only to eliminate roots, while maintaining the ranking proposed by SNoW, yields much lower accuracy.
when we use only the list of roots as the single constraint when combining the three classifiers, thereby implementing only a filter of infeasible results, we obtain a precision of 65.24%, recall of 73.87%, and an F-score of 69.29%.