All of these previous approaches center around learning how to combine facts from a KB, i.e., in a structured form with pre-defined schema.
they work as part of a pipeline, and either rely on the output of a previous IE step (Banko et al., 2007), or on direct human annotation (Bollacker et al., 2008) which tends to be costly and biased in coverage.