We propose a complete framework of companion teaching, and develop various teaching schemes which combine different teaching strategies and teaching heuristics together, to answer the questions of "how" and "when" to teach to achieve affordable dialogue policy learning (section 2).
a novel failure prognosis based teaching heuristic is proposed, where Mul-tiTask Learning (MTL) is utilized to predict the dialogue success reward (section 3).