Here, we present the method for optimizing I p e (x,y) , which can also be applied to I p d (x,y) .
to the parameter sharing techniques in most multi-task learning work (Collobert et al., 2011;Ando and Zhang, 2005), parameter θ for the parser and parameter φ for generator are independent in our framework.