| 2026 | SIGIR | BEATS: Bootstrapping E-commerce Attribute Taxonomies for Search through Iterative Human-AI Collaboration. | Yung-Yu Shih, Shang-Yu Su, Tzu-I Ho, Dongzhe Wang, Yun-Nung Chen |
| 2022 | SIGdial | TREND: Trigger-Enhanced Relation-Extraction Network for Dialogues. | Po-Wei Lin, Shang-Yu Su, Yun-Nung Chen |
| 2020 | ACL | Towards Unsupervised Language Understanding and Generation by Joint Dual Learning. | Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen |
| 2020 | EMNLP | Lifelong Language Knowledge Distillation. | Yung-Sung Chuang, Shang-Yu Su, Yun-Nung Chen |
| 2020 | EMNLP | Dual Inference for Improving Language Understanding and Generation. | Shang-Yu Su, Yung-Sung Chuang, Yun-Nung Chen |
| 2019 | ACL | Dual Supervised Learning for Natural Language Understanding and Generation. | Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen |
| 2019 | ICASSP | Compound Variational Auto-encoder. | Shang-Yu Su, Shan-Wei Lin, Yun-Nung Chen |
| 2019 | ICASSP | Dynamically Context-sensitive Time-decay Attention for Dialogue Modeling. | Shang-Yu Su, Pei-Chieh Yuan, Yun-Nung Chen |
| 2019 | ICASSP | Modeling Melodic Feature Dependency with Modularized Variational Auto-encoder. | Yu-An Wang, Yu-Kai Huang, Tzu-Chuan Lin, Shang-Yu Su, Yun-Nung Chen |
| 2018 | EMNLP | Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning. | Shang-Yu Su, Xiujun Li, Jianfeng Gao, Jingjing Liu, Yun-Nung Chen |
| 2018 | NAACL | Natural Language Generation by Hierarchical Decoding with Linguistic Patterns. | Shang-Yu Su, Kai-Ling Lo, Yi Ting Yeh, Yun-Nung Chen |
| 2018 | NAACL | How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in Dialogues. | Shang-Yu Su, Pei-Chieh Yuan, Yun-Nung Chen |
| 2017 | ASRU | Dynamic time-aware attention to speaker roles and contexts for spoken language understanding. | Po-Chun Chen, Ta-Chung Chi, Shang-Yu Su, Yun-Nung Chen |
| 2017 | IJCNLP | Speaker Role Contextual Modeling for Language Understanding and Dialogue Policy Learning. | Ta-Chung Chi, Po-Chun Chen, Shang-Yu Su, Yun-Nung Chen |