| 2024 | CVPR | Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding. | Peng Jin, Ryuichi Takanobu, Wancai Zhang, Xiaochun Cao, Li Yuan |
| 2021 | ACL | HyKnow: End-to-End Task-Oriented Dialog Modeling with Hybrid Knowledge Management. | Silin Gao, Ryuichi Takanobu, Wei Peng, Qun Liu, Minlie Huang |
| 2021 | ACL | Robustness Testing of Language Understanding in Task-Oriented Dialog. | Jiexi Liu, Ryuichi Takanobu, Jiaxin Wen, Dazhen Wan, Hongguang Li, Weiran Nie, Cheng Li, Wei Peng, Minlie Huang |
| 2021 | ACL | 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 |
| 2021 | EMNLP | CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation. | Wenchang Ma, Ryuichi Takanobu, Minlie Huang |
| 2020 | ACL | Multi-Agent Task-Oriented Dialog Policy Learning with Role-Aware Reward Decomposition. | Ryuichi Takanobu, Runze Liang, Minlie Huang |
| 2020 | ACL | ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems. | Qi Zhu, Zheng Zhang, Yan Fang, Xiang Li, Ryuichi Takanobu, Jinchao Li, Baolin Peng, Jianfeng Gao, Xiaoyan Zhu, Minlie Huang |
| 2020 | COLING | Joint Event Extraction with Hierarchical Policy Network. | Peixin Huang, Xiang Zhao, Ryuichi Takanobu, Zhen Tan, Weidong Xiao |
| 2020 | SIGdial | 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 |
| 2019 | AAAI | A Hierarchical Framework for Relation Extraction with Reinforcement Learning. | Ryuichi Takanobu, Tianyang Zhang, Jiexi Liu, Minlie Huang |
| 2019 | ACL | ConvLab: Multi-Domain End-to-End Dialog System Platform. | Sungjin Lee, Qi Zhu, Ryuichi Takanobu, Zheng Zhang, Yaoqin Zhang, Xiang Li, Jinchao Li, Baolin Peng, Xiujun Li, Minlie Huang, Jianfeng Gao |
| 2019 | EMNLP | Guided Dialog Policy Learning: Reward Estimation for Multi-Domain Task-Oriented Dialog. | Ryuichi Takanobu, Hanlin Zhu, Minlie Huang |
| 2019 | WWW | Aggregating E-commerce Search Results from Heterogeneous Sources via Hierarchical Reinforcement Learning. | Ryuichi Takanobu, Tao Zhuang, Minlie Huang, Jun Feng, Haihong Tang, Bo Zheng |
| 2018 | IJCAI | 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, Liqiang Nie |