Dialogue Learning with Human Teaching and Feedback in End-to-End Trainable Task-Oriented Dialogue Systems

HLT 2018 Bing LiuGokhan TurDilek Hakkani-TurPararth ShahLarry Heck

In this work, we present a hybrid learning method for training task-oriented dialogue systems through online user interactions. Popular methods for learning task-oriented dialogues include applying reinforcement learning with user feedback on supervised pre-training models... (read more)

PDF Abstract
Task Dataset Model Metric name Metric value Global rank Compare
Dialogue State Tracking Second dialogue state tracking challenge Liu et al. Request - # 4
Dialogue State Tracking Second dialogue state tracking challenge Liu et al. Area 90 # 2
Dialogue State Tracking Second dialogue state tracking challenge Liu et al. Food 84 # 2
Dialogue State Tracking Second dialogue state tracking challenge Liu et al. Price 92 # 2
Dialogue State Tracking Second dialogue state tracking challenge Liu et al. Joint 72 # 4