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Overview of the Ninth Dialog System Technology Challenge: DSTC9

Nov 12, 2020
Chulaka Gunasekara, Seokhwan Kim, Luis Fernando D'Haro, Abhinav Rastogi, Yun-Nung Chen, Mihail Eric, Behnam Hedayatnia, Karthik Gopalakrishnan, Yang Liu, Chao-Wei Huang, Dilek Hakkani-Tür, Jinchao Li, Qi Zhu, Lingxiao Luo, Lars Liden, Kaili Huang, Shahin Shayandeh, Runze Liang, Baolin Peng, Zheng Zhang, Swadheen Shukla, Minlie Huang, Jianfeng Gao, Shikib Mehri, Yulan Feng, Carla Gordon, Seyed Hossein Alavi, David Traum, Maxine Eskenazi, Ahmad Beirami, Eunjoon, Cho, Paul A. Crook, Ankita De, Alborz Geramifard, Satwik Kottur, Seungwhan Moon, Shivani Poddar, Rajen Subba


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Adapting Pretrained Transformer to Lattices for Spoken Language Understanding

Nov 02, 2020
Chao-Wei Huang, Yun-Nung Chen

* ASRU 2019 

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Real-time Tropical Cyclone Intensity Estimation by Handling Temporally Heterogeneous Satellite Data

Oct 28, 2020
Boyo Chen, Buo-Fu Chen, Yun-Nung Chen

* under review of AAAI 2021 

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Dual Inference for Improving Language Understanding and Generation

Oct 15, 2020
Shang-Yu Su, Yung-Sung Chuang, Yun-Nung Chen

* Published in Findings of EMNLP 2020. The first two authors contributed to this paper equally 

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What Do Position Embeddings Learn? An Empirical Study of Pre-Trained Language Model Positional Encoding

Oct 10, 2020
Yu-An Wang, Yun-Nung Chen

* Accepted by EMNLP 2020 

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Lifelong Language Knowledge Distillation

Oct 05, 2020
Yung-Sung Chuang, Shang-Yu Su, Yun-Nung Chen

* EMNLP 2020 long paper 

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Learning Spoken Language Representations with Neural Lattice Language Modeling

Jul 06, 2020
Chao-Wei Huang, Yun-Nung Chen

* Published in ACL 2020 as a short paper 

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Towards Unsupervised Language Understanding and Generation by Joint Dual Learning

Apr 30, 2020
Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen

* Accepted by ACL 2020 

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Learning Interpretable and Discrete Representations with Adversarial Training for Unsupervised Text Classification

Apr 28, 2020
Yau-Shian Wang, Hung-Yi Lee, Yun-Nung Chen

* 14 pages 

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Towards Understanding of Medical Randomized Controlled Trials by Conclusion Generation

Oct 03, 2019
Alexander Te-Wei Shieh, Yung-Sung Chuang, Shang-Yu Su, Yun-Nung Chen

* In Proceedings of the 10th International Workshop on Health Text Mining and Information Analysis at EMNLP (LOUHI 2019) 

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DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs

Oct 01, 2019
Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee

* Accepted to EMNLP 2019 

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Learning ASR-Robust Contextualized Embeddings for Spoken Language Understanding

Sep 24, 2019
Chao-Wei Huang, Yun-Nung Chen


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An Empirical Study of Content Understanding in Conversational Question Answering

Sep 24, 2019
Ting-Rui Chiang, Hao-Tong Ye, Yun-Nung Chen


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Tree Transformer: Integrating Tree Structures into Self-Attention

Sep 14, 2019
Yau-Shian Wang, Hung-Yi Lee, Yun-Nung Chen

* accepted by EMNLP 2019 

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QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization

Aug 31, 2019
Yi-Ting Yeh, Yun-Nung Chen

* EMNLP 2019 short paper 

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Entropy-Enhanced Multimodal Attention Model for Scene-Aware Dialogue Generation

Aug 22, 2019
Kuan-Yen Lin, Chao-Chun Hsu, Yun-Nung Chen, Lun-Wei Ku

* DSTC7 collocated with AAAI2019 

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FlowDelta: Modeling Flow Information Gain in Reasoning for Conversational Machine Comprehension

Aug 14, 2019
Yi-Ting Yeh, Yun-Nung Chen

* Accepted by 1st Workshop NLP for Conversational AI, ACL 2019 Workshop (Cross-submission) 

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Reactive Multi-Stage Feature Fusion for Multimodal Dialogue Modeling

Aug 14, 2019
Yi-Ting Yeh, Tzu-Chuan Lin, Hsiao-Hua Cheng, Yu-Hsuan Deng, Shang-Yu Su, Yun-Nung Chen

* Accepted for a poster session at the DSTC7 workshop at AAAI 2019 

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Bridging Dialogue Generation and Facial Expression Synthesis

May 28, 2019
Shang-Yu Su, Yun-Nung Chen


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Dual Supervised Learning for Natural Language Understanding and Generation

May 28, 2019
Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen

* Accepted by ACL 2019 

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Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain Adaptation

Apr 16, 2019
Chia-Hsuan Lee, Yun-Nung Chen, Hung-Yi Lee

* Accepted by ICASSP 2019 

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Knowledge-Grounded Response Generation with Deep Attentional Latent-Variable Model

Mar 23, 2019
Hao-Tong Ye, Kai-Ling Lo, Shang-Yu Su, Yun-Nung Chen

* Published in DSTC7 workshop at AAAI 2019 

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Learning Multi-Level Information for Dialogue Response Selection by Highway Recurrent Transformer

Mar 21, 2019
Ting-Rui Chiang, Chao-Wei Huang, Shang-Yu Su, Yun-Nung Chen


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RAP-Net: Recurrent Attention Pooling Networks for Dialogue Response Selection

Mar 21, 2019
Chao-Wei Huang, Ting-Rui Chiang, Shang-Yu Su, Yun-Nung Chen


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Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems

Nov 02, 2018
Ting-Rui Chiang, Yun-Nung Chen


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Dynamically Context-Sensitive Time-Decay Attention for Dialogue Modeling

Nov 01, 2018
Shang-Yu Su, Pei-Chieh Yuan, Yun-Nung Chen


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Modeling Melodic Feature Dependency with Modularized Variational Auto-Encoder

Oct 31, 2018
Yu-An Wang, Yu-Kai Huang, Tzu-Chuan Lin, Shang-Yu Su, Yun-Nung Chen

* The first three authors contributed equally 

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CLUSE: Cross-Lingual Unsupervised Sense Embeddings

Oct 21, 2018
Ta-Chung Chi, Yun-Nung Chen

* 11 pages, accepted by EMNLP 2018 

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