A Weakly Supervised Method for Topic Segmentation and Labeling in Goal-oriented Dialogues via Reinforcement Learning. - Ryuichi Takanobu; Minlie Huang; Zhongzhou Zhao; Feng-Lin Li; Haiqing Chen; Xiaoyan Zhu 001; Liqiang Nie (IJCAI, 2018)

A Hierarchical Framework for Relation Extraction with Reinforcement Learning. - Ryuichi Takanobu; Tianyang Zhang; Jiexi Liu 002; Minlie Huang (AAAI, 2019)

ConvLab: Multi-Domain End-to-End Dialog System Platform. - Sungjin Lee; Qi Zhu 007; Ryuichi Takanobu; Zheng Zhang 020; Yaoqin Zhang; Xiang Li 001; Jinchao Li; Baolin Peng; Xiujun Li; Minlie Huang; Jianfeng Gao 001 (ACL (3), 2019)

Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog. - Ryuichi Takanobu; Hanlin Zhu; Minlie Huang (EMNLP/IJCNLP (1), 2019)

Aggregating E-commerce Search Results from Heterogeneous Sources via Hierarchical Reinforcement Learning. - Ryuichi Takanobu; Tao Zhuang; Minlie Huang; Jun Feng; Haihong Tang; Bo Zheng 007 (WWW, 2019)

Deep Conversational Recommender in Travel. - Lizi Liao; Ryuichi Takanobu; Yunshan Ma; Xun Yang 001; Minlie Huang; Tat-Seng Chua (CoRR, 2019)

Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition. - Ryuichi Takanobu; Runze Liang; Minlie Huang (ACL, 2020)

ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems. - Qi Zhu 007; Zheng Zhang 020; Yan Fang; Xiang Li 001; Ryuichi Takanobu; Jinchao Li; Baolin Peng; Jianfeng Gao 001; Xiaoyan Zhu 001; Minlie Huang (ACL (demo), 2020)

Joint Event Extraction with Hierarchical Policy Network. - Peixin Huang; Xiang Zhao 002; Ryuichi Takanobu; Zhen Tan; Weidong Xiao (COLING, 2020)

Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation. - Ryuichi Takanobu; Qi Zhu 007; Jinchao Li; Baolin Peng; Jianfeng Gao 001; Minlie Huang (SIGdial, 2020)

Recent Advances and Challenges in Task-oriented Dialog System. - Zheng Zhang 020; Ryuichi Takanobu; Minlie Huang; Xiaoyan Zhu 001 (CoRR, 2020)

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 011; Minlie Huang (CoRR, 2020)

Bridging the Gap between Conversational Reasoning and Interactive Recommendation. - Wenchang Ma; Ryuichi Takanobu; Minghao Tu; Minlie Huang (CoRR, 2020)

Robustness Testing of Language Understanding in Dialog Systems. - Jiexi Liu 002; Ryuichi Takanobu; Jiaxin Wen; Dazhen Wan; Weiran Nie; Hongyan Li; Cheng Li; Wei Peng 011; Minlie Huang (CoRR, 2020)

HyKnow: End-to-End Task-Oriented Dialog Modeling with Hybrid Knowledge Management. - Silin Gao; Ryuichi Takanobu; Wei Peng 011; Qun Liu 001; Minlie Huang (ACL/IJCNLP (Findings), 2021)

Robustness Testing of Language Understanding in Task-Oriented Dialog. - Jiexi Liu 002; Ryuichi Takanobu; Jiaxin Wen; Dazhen Wan; Hongguang Li; Weiran Nie; Cheng Li; Wei Peng 011; Minlie Huang (ACL/IJCNLP (1), 2021)

ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning. - Yujia Qin; Yankai Lin; Ryuichi Takanobu; Zhiyuan Liu 001; Peng Li 030; Heng Ji 001; Minlie Huang; Maosong Sun 001; Jie Zhou 016 (ACL/IJCNLP (1), 2021)

CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation. - Wenchang Ma; Ryuichi Takanobu; Minlie Huang (EMNLP (1), 2021)

MultiWOZ 2.3: A Multi-domain Task-Oriented Dialogue Dataset Enhanced with Annotation Corrections and Co-Reference Annotation. - Ting Han; Ximing Liu; Ryuichi Takanobu; Yixin Lian; Chongxuan Huang; Dazhen Wan; Wei Peng 011; Minlie Huang (NLPCC (2), 2021)

End-to-End Task-Oriented Dialog Modeling with Semi-Structured Knowledge Management. - Silin Gao; Ryuichi Takanobu; Minlie Huang (CoRR, 2021)

Manual-Guided Dialogue for Flexible Conversational Agents. - Ryuichi Takanobu; Hao Zhou 012; Yankai Lin; Peng Li 030; Jie Zhou 016; Minlie Huang (CoRR, 2022)

End-to-End Task-Oriented Dialog Modeling With Semi-Structured Knowledge Management. - Silin Gao; Ryuichi Takanobu; Antoine Bosselut; Minlie Huang (IEEE ACM Trans. Audio Speech Lang. Process., 2022)

Topic-Guided Conversational Recommender in Multiple Domains. - Lizi Liao; Ryuichi Takanobu; Yunshan Ma; Xun Yang 001; Minlie Huang; Tat-Seng Chua (IEEE Trans. Knowl. Data Eng., 2022)

Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding. - Peng Jin 001; Ryuichi Takanobu; Caiwan Zhang; Xiaochun Cao; Li Yuan 007 (CoRR, 2023)

Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding. - Peng Jin 001; Ryuichi Takanobu; Wancai Zhang; Xiaochun Cao; Li Yuan 007 (CVPR, 2024)