The two-step approach would be the natural way of extending current PP attachment disambiguation methods to the more specific 4way attachment we propose here.
based on exploratory data analysis and general wisdom in machine learning, there is reason to believe that it is better to solve the 4-way classification problem directly rather than first solving a more general problem and then specialise the classification.