Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems

ACL 2019 Chien-Sheng WuAndrea MadottoEhsan Hosseini-AslCaiming XiongRichard SocherPascale Fung

Over-dependence on domain ontology and lack of knowledge sharing across domains are two practical and yet less studied problems of dialogue state tracking. Existing approaches generally fall short in tracking unknown slot values during inference and often have difficulties in adapting to new domains... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Multi-domain Dialogue State Tracking MULTIWOZ 2.0 TRADE Joint Acc 48.62 # 4