Generative models with rich features have also been considered in the past (Berg-Kirkpatrick et al., 2010).
though weakly-supervised approaches, such as distantly supervised methods and bootstrapping (Mintz et al., 2009;Agichtein and Gravano, 2000), reduce the amount of necessary supervision, they still require examples for every relation considered.