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Multi-Task Learning for Situated Multi-Domain End-to-End Dialogue Systems


Oct 11, 2021
Po-Nien Kung, Chung-Cheng Chang, Tse-Hsuan Yang, Hsin-Kai Hsu, Yu-Jia Liou, Yun-Nung Chen


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Relating Neural Text Degeneration to Exposure Bias


Sep 17, 2021
Ting-Rui Chiang, Yun-Nung Chen

* Accepted by BlackBoxNLP at EMNLP 2021 

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TREND: Trigger-Enhanced Relation-Extraction Network for Dialogues


Aug 31, 2021
Po-Wei Lin, Shang-Yu Su, Yun-Nung Chen

* The first two authors contributed to this work equally 

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Modeling Diagnostic Label Correlation for Automatic ICD Coding


Jun 24, 2021
Shang-Chi Tsai, Chao-Wei Huang, Yun-Nung Chen

* NAACL 2021 Long Paper. Code available at https://github.com/MiuLab/ICD-Correlation 

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Mitigating Biases in Toxic Language Detection through Invariant Rationalization


Jun 14, 2021
Yung-Sung Chuang, Mingye Gao, Hongyin Luo, James Glass, Hung-yi Lee, Yun-Nung Chen, Shang-Wen Li

* The 5th Workshop on Online Abuse and Harms at ACL 2021 

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Why Can You Lay Off Heads? Investigating How BERT Heads Transfer


Jun 14, 2021
Ting-Rui Chiang, Yun-Nung Chen


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An Empirical Study of Cross-Lingual Transferability in Generative Dialogue State Tracker


Jan 27, 2021
Yen-Ting Lin, Yun-Nung Chen

* DSTC9 Workshop - AAAI 

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TaylorGAN: Neighbor-Augmented Policy Update for Sample-Efficient Natural Language Generation


Nov 27, 2020
Chun-Hsing Lin, Siang-Ruei Wu, Hung-Yi Lee, Yun-Nung Chen

* 34th Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, Canada 

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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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