However, their chunk-based approach was very weak-only chunks were considered as possible candidates; hence, it is not very surprising that the boundaries of the arguments could not be reliably found.
our shallow parse-based system does not have these restrictions on the argument boundaries and therefore performs much better at this stage, providing a more fair comparison.