Rethinking Supervised Learning and Reinforcement Learning in Task-Oriented Dialogue Systems

Ziming Li, Julia Kiseleva, Maarten de Rijke

Dialogue policy learning for task-oriented dialogue systems has enjoyed great progress recently mostly through employing reinforcement learning methods. However, these approaches h…