Recently, reinforcement learning and adversarial learning are widely used to select the valid instances for relation extraction (Feng et al., 2018;Qin et al., 2018b,a).
the PR curve areas of BGRU+SDP and BGRU are about 0.332 and 0.337 respectively, while BGRU+StP increases it to 0.366.