There is a small body of recent research on automatically learning probabilistic models of scripts from large corpora of raw text (Manshadi et al., 2008;Chambers and Jurafsky, 2008;Chambers and Jurafsky, 2009;Jans et al., 2012).
this work uses a very impoverished representation of events that only includes a verb and a single dependent entity.