After that, we describe two improvements to the PRA method to make it more suitable for the task of link prediction in knowledge bases.
traditional logical inference methods are too brittle to be used to make complex inferences from automatically-extracted knowledge, and probabilistic inference methods (Richardson and Domingos, 2006) suffer from scalability problems.