In this experiment, we used all sentences that incorporated positive instance noun-verb pairs to learn constructional and lexical preferences.
below, we outline the two methods, the first of which uses hand-generated templates to identify candidates for each role type, while the second employs a supervised learning technique to dynamically identify templates predictive of the different role types.