To evaluate the policy learning process precisely, we proposed two measurements, Risk Index (RI) and Hitting Time (HT), to quantify the degree of safety and efficiency.
through multitask learning, we managed to optimize the predicted remaining turns and dialogue success reward explicitly, based on which we developed a novel Failure Prognosis based Teaching (FPT) heuristic to better utilize the fixed teaching budget and make the teaching affordable.