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End-to-End Task-Oriented Dialog Modeling with Semi-Structured Knowledge Management



Silin Gao , Ryuichi Takanobu , Minlie Huang

* Submitted to IEEE/ACM TASLP, regular paper. arXiv admin note: substantial text overlap with arXiv:2105.06041 

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HyKnow: End-to-End Task-Oriented Dialog Modeling with Hybrid Knowledge Management



Silin Gao , Ryuichi Takanobu , Wei Peng , Qun Liu , Minlie Huang

* Findings of ACL-IJCNLP 2021, long paper 

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Robustness Testing of Language Understanding in Dialog Systems



Jiexi Liu , Ryuichi Takanobu , Jiaxin Wen , Dazhen Wan , Weiran Nie , Hongyan Li , Cheng Li , Wei Peng , Minlie Huang


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ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning



Yujia Qin , Yankai Lin , Ryuichi Takanobu , Zhiyuan Liu , Peng Li , Heng Ji , Minlie Huang , Maosong Sun , Jie Zhou

* preprint 

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Bridging the Gap between Conversational Reasoning and Interactive Recommendation



Wenchang Ma , Ryuichi Takanobu , Minghao Tu , Minlie Huang


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MultiWOZ 2.3: A multi-domain task-oriented dataset enhanced with annotation corrections and co-reference annotation



Ting Han , Ximing Liu , Ryuichi Takanobu , Yixin Lian , Chongxuan Huang , Wei Peng , Minlie Huang


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Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation



Ryuichi Takanobu , Qi Zhu , Jinchao Li , Baolin Peng , Jianfeng Gao , Minlie Huang

* SIGDIAL 2020 long paper 

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Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition



Ryuichi Takanobu , Runze Liang , Minlie Huang

* ACL 2020 long paper 

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