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

NAACL 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 RESULT LEADERBOARD
Dialogue State Tracking Second dialogue state tracking challenge Liu et al. Request - # 4
Area 90 # 2
Food 84 # 2
Price 92 # 2
Joint 72 # 4