138 citations · 480 across the 46 of their papers we have counts for
10 papers · 1 filter
Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems
Ting-Rui Chiang, Yun-Nung Chen
Solving math word problems is a challenging task that requires accurate natural language understanding to bridge natural language texts and math expressions. Motivated by the intui…
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…
BCWS: Bilingual Contextual Word Similarity
Ta-Chung Chi, Ching-Yen Shih, Yun-Nung Chen
This paper introduces the first dataset for evaluating English-Chinese Bilingual Contextual Word Similarity, namely BCWS (https://github.com/MiuLab/BCWS). The dataset consists of 2…
CLUSE: Cross-Lingual Unsupervised Sense Embeddings
Ta-Chung Chi, Yun-Nung Chen
This paper proposes a modularized sense induction and representation learning model that jointly learns bilingual sense embeddings that align well in the vector space, where the cr…
Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue Acts
Chih-Wen Goo, Yun-Nung Chen
Neural abstractive summarization has been increasingly studied, where the prior work mainly focused on summarizing single-speaker documents (news, scientific publications, etc). In…
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…
xSense: Learning Sense-Separated Sparse Representations and Textual Definitions for Explainable Word Sense Networks
Ting-Yun Chang, Ta-Chung Chi, Shang-Chi Tsai +1
Despite the success achieved on various natural language processing tasks, word embeddings are difficult to interpret due to the dense vector representations. This paper focuses on…
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…