For instance, Mooney (1990) describes an early attempt to acquire causal chains, and Smith and Arnold (2009) use a graph-based algorithm to learn temporal script structures.
to our knowledge, such approaches have never been shown to generalize sufficiently for wide coverage application, and none of them was rigorously evaluated.