For example, the training dataset used for the state-ofthe-art system of <cite>Hermann et al. (2014)</cite> contains only 4,458 labeled targets, which is approximately 40 times less than the number of annotated targets in Ontonotes 4.0 (Hovy et al., 2006) , a standard NLP dataset, containing PropBank-style verb annotations.