19 citations · 85 across the 20 of their papers we have counts for
5 papers · 1 filter
Dynamically Context-Sensitive Time-Decay Attention for Dialogue Modeling
Shang-Yu Su, Pei-Chieh Yuan, Yun-Nung Chen
Spoken language understanding (SLU) is an essential component in conversational systems. Considering that contexts provide informative cues for better understanding, history can be…
Modeling Melodic Feature Dependency with Modularized Variational Auto-Encoder
Yu-An Wang, Yu-Kai Huang, Tzu-Chuan Lin +2
Automatic melody generation has been a long-time aspiration for both AI researchers and musicians. However, learning to generate euphonious melodies has turned out to be highly cha…
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation
Shang-Yu Su, Yun-Nung Chen
Natural language generation (NLG) is a critical component in spoken dialogue system, which can be divided into two phases: (1) sentence planning: deciding the overall sentence stru…
Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning
Shang-Yu Su, Xiujun Li, Jianfeng Gao +2
This paper presents a Discriminative Deep Dyna-Q (D3Q) approach to improving the effectiveness and robustness of Deep Dyna-Q (DDQ), a recently proposed framework that extends the D…
Natural Language Generation by Hierarchical Decoding with Linguistic Patterns
Shang-Yu Su, Kai-Ling Lo, Yi-Ting Yeh +1
Natural language generation (NLG) is a critical component in spoken dialogue systems. Classic NLG can be divided into two phases: (1) sentence planning: deciding on the overall sen…