| 2026 | ACL | Pseudo2Real: Task Arithmetic for Pseudo-Label Correction in Automatic Speech Recognition. | Yi-Cheng Lin, Yu-Hsuan Li Liang, Hsuan Su, Tzu-Quan Lin, Shang-Tse Chen, Yun-Nung Chen, Hung-yi Lee |
| 2026 | ACL | VisTW: Benchmarking Vision-Language Models for Taiwanese Mandarin in Taiwan. | Zhi Rui Tam, Yung-Yu Shih, Yen-Wei Lee, Ya-Ting Pai, Wen Yu Chang, Yun-Nung Chen |
| 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 |
| 2026 | SIGdial | Rethinking Role-Playing Evaluation: Anonymous Benchmarking and A Systematic Study of Personality Effects. | Ji-Lun Peng, Yun-Nung Chen |
| 2025 | ACL | The Role of Exploration Modules in Small Language Models for Knowledge Graph Question Answering. | Yi-Jie Cheng, Oscar Chew, Yun-Nung Chen |
| 2025 | ACL | LLMs are Biased Evaluators But Not Biased for Fact-Centric Retrieval Augmented Generation. | Yen-Shan Chen, Jing Jin, Peng-Ting Kuo, Chao-Wei Huang, Yun-Nung Chen |
| 2025 | ACL | Transferring Textual Preferences to Vision-Language Understanding through Model Merging. | Chen-An Li, Tzu-Han Lin, Yun-Nung Chen, Hung-yi Lee |
| 2025 | ACL | None of the Above, Less of the Right Parallel Patterns in Human and LLM Performance on Multi-Choice Questions Answering. | Zhi Rui Tam, Cheng-Kuang Wu, Chieh-Yen Lin, Yun-Nung Chen |
| 2025 | ASRU | From Simulation to Strategy: Automating Personalized Interaction Planning for Conversational Agents. | Wen-Yu Chang, Tzu-Hung Huang, Chih-Ho Chen, Yun-Nung Chen |
| 2025 | CIKM | Company-Specific Knowledge Matters: Retrieval-Augmented Generation for Earnings Call Answer Rehearsal. | Yung-Yu Shih, Yun-Nung Chen, Chung-Chi Chen |
| 2025 | EMNLP | Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions. | Yu-Ang Lee, Guan-Ting Yi, Mei-Yi Liu, Jui-Chao Lu, Guan-Bo Yang, Yun-Nung Chen |
| 2025 | EMNLP | Creativity in LLM-based Multi-Agent Systems: A Survey. | Yi-Cheng Lin, Kang-Chieh Chen, Zhe-Yan Li, Tzu-Heng Wu, Tzu-Hsuan Wu, Kuan-Yu Chen, Hung-yi Lee, Yun-Nung Chen |
| 2025 | MMM | Using Language Models to Generate and Forget the Narrative Memories of an Assistive Robot. | Angel F. Garcia Contreras, Wen-Yu Chang, Seiya Kawano, Yun-Nung Chen, Koichiro Yoshino |
| 2024 | ACL | Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning. | Wen Chang, Yun-Nung Chen |
| 2024 | ACL | Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models. | Chang-Sheng Kao, Yun-Nung Chen |
| 2024 | EACL | Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling. | Chao-Wei Huang, Chen-An Li, Tsu-Yuan Hsu, Chen-Yu Hsu, Yun-Nung Chen |
| 2024 | EMNLP | Efficient Unseen Language Adaptation for Multilingual Pre-Trained Language Models. | Po-Heng Chen, Yun-Nung Chen |
| 2024 | EMNLP | Editing the Mind of Giants: An In-Depth Exploration of Pitfalls of Knowledge Editing in Large Language Models. | Cheng-Hsun Hsueh, Paul Kuo-Ming Huang, Tzu-Han Lin, Che-Wei Liao, Hung-Chieh Fang, Chao-Wei Huang, Yun-Nung Chen |
| 2024 | EMNLP | PairDistill: Pairwise Relevance Distillation for Dense Retrieval. | Chao-Wei Huang, Yun-Nung Chen |
| 2024 | EMNLP | FactAlign: Long-form Factuality Alignment of Large Language Models. | Chao-Wei Huang, Yun-Nung Chen |
| 2024 | EMNLP | DogeRM: Equipping Reward Models with Domain Knowledge through Model Merging. | Tzu-Han Lin, Chen-An Li, Hung-yi Lee, Yun-Nung Chen |
| 2024 | EMNLP | Let Me Speak Freely? A Study On The Impact Of Format Restrictions On Large Language Model Performance. | Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin, Hung-yi Lee, Yun-Nung Chen |
| 2024 | EMNLP | Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization. | Yu-Min Tseng, Yu-Chao Huang, Teng-Yun Hsiao, Wei-Lin Chen, Chao-Wei Huang, Yu Meng, Yun-Nung Chen |
| 2024 | EMNLP | I Need Help! Evaluating LLM's Ability to Ask for Users' Support: A Case Study on Text-to-SQL Generation. | Cheng-Kuang Wu, Zhi Rui Tam, Chao-Chung Wu, Chieh-Yen Lin, Hung-yi Lee, Yun-Nung Chen |
| 2023 | ACL | Visually-Enhanced Phrase Understanding. | Tsu-Yuan Hsu, Chen-An Li, Chao-Wei Huang, Yun-Nung Chen |
| 2023 | ACL | Zero-Shot Prompting for Implicit Intent Prediction and Recommendation with Commonsense Reasoning. | Hui-Chi Kuo, Yun-Nung Chen |
| 2023 | EMNLP | Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations. | Wei-Lin Chen, Cheng-Kuang Wu, Yun-Nung Chen, Hsin-Hsi Chen |
| 2023 | SIGdial | CONVERSER: Few-shot Conversational Dense Retrieval with Synthetic Data Generation. | Chao-Wei Huang, Chen-Yu Hsu, Tsu-Yuan Hsu, Chen-An Li, Yun-Nung Chen |
| 2022 | ACL | SalesBot: Transitioning from Chit-Chat to Task-Oriented Dialogues. | Ssu Chiu, Maolin Li, Yen-Ting Lin, Yun-Nung Chen |
| 2022 | IJCNLP | Open-Domain Conversational Question Answering with Historical Answers. | Hung-Chieh Fang, Kuo-Han Hung, Chao-Wei Huang, Yun-Nung Chen |
| 2022 | Interspeech | Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding. | Ya-Hsin Chang, Yun-Nung Chen |
| 2022 | SIGdial | Controllable User Dialogue Act Augmentation for Dialogue State Tracking. | Chun-Mao Lai, Ming-Hao Hsu, Chao-Wei Huang, Yun-Nung Chen |
| 2022 | SIGdial | TREND: Trigger-Enhanced Relation-Extraction Network for Dialogues. | Po-Wei Lin, Shang-Yu Su, Yun-Nung Chen |
| 2021 | AAAI | Real-time Tropical Cyclone Intensity Estimation by Handling Temporally Heterogeneous Satellite Data. | Boyo Chen, Buo-Fu Chen, Yun-Nung Chen |
| 2021 | EMNLP | Efficient Multi-Task Auxiliary Learning: Selecting Auxiliary Data by Feature Similarity. | Po-Nien Kung, Sheng-Siang Yin, Yi-Cheng Chen, Tse-Hsuan Yang, Yun-Nung Chen |
| 2021 | NAACL | Modeling Diagnostic Label Correlation for Automatic ICD Coding. | Shang-Chi Tsai, Chao-Wei Huang, Yun-Nung Chen |
| 2020 | AAAI | An Empirical Study of Content Understanding in Conversational Question Answering. | Ting-Rui Chiang, Hao-Tong Ye, Yun-Nung Chen |
| 2020 | ACL | Learning Spoken Language Representations with Neural Lattice Language Modeling. | Chao-Wei Huang, 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 | Zero-Shot Rationalization by Multi-Task Transfer Learning from Question Answering. | Po-Nien Kung, Tse-Hsuan Yang, Yi-Cheng Chen, Sheng-Siang Yin, Yun-Nung Chen |
| 2020 | EMNLP | Dual Inference for Improving Language Understanding and Generation. | Shang-Yu Su, Yung-Sung Chuang, Yun-Nung Chen |
| 2020 | EMNLP | What Do Position Embeddings Learn? An Empirical Study of Pre-Trained Language Model Positional Encoding. | Yu-An Wang, Yun-Nung Chen |
| 2020 | ICASSP | Learning Asr-Robust Contextualized Embeddings for Spoken Language Understanding. | Chao-Wei Huang, Yun-Nung Chen |
| 2020 | WWW | Robust and Scalable Conversational AI. | Yun-Nung Chen |
| 2019 | ACL | Dual Supervised Learning for Natural Language Understanding and Generation. | Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen |
| 2019 | ASRU | Adapting Pretrained Transformer to Lattices for Spoken Language Understanding. | Chao-Wei Huang, Yun-Nung Chen |
| 2019 | ASRU | Dialogue Environments are Different from Games: Investigating Variants of Deep Q-Networks for Dialogue Policy. | Yu-An Wang, Yun-Nung Chen |
| 2019 | EMNLP | What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition. | Ting-Yun Chang, Yun-Nung Chen |
| 2019 | EMNLP | DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs. | Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee |
| 2019 | EMNLP | Tree Transformer: Integrating Tree Structures into Self-Attention. | Yau-Shian Wang, Hung-yi Lee, Yun-Nung Chen |
| 2019 | EMNLP | QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization. | Yi-Ting Yeh, Yun-Nung Chen |
| 2019 | ICASSP | Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain Adaptation. | Chia-Hsuan Lee, Yun-Nung Chen, Hung-yi Lee |
| 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 |
| 2019 | NAACL | Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems. | Ting-Rui Chiang, Yun-Nung Chen |
| 2018 | COLING | Deep Learning for Dialogue Systems. | Yun-Nung Chen, Asli Celikyilmaz, Dilek Hakkani-Tr |
| 2018 | EMNLP | CLUSE: Cross-Lingual Unsupervised Sense Embeddings. | Ta-Chung Chi, 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 | ICASSP | Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning. | Baolin Peng, Xiujun Li, Jianfeng Gao, Jingjing Liu, Yun-Nung Chen, Kam-Fai Wong |
| 2018 | NAACL | Slot-Gated Modeling for Joint Slot Filling and Intent Prediction. | Chih-Wen Goo, Guang Gao, Yun-Kai Hsu, Chih-Li Huo, Tsung-Chieh Chen, Keng-Wei Hsu, 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 | ACL | Deep Learning for Dialogue Systems. | Yun-Nung Chen, Asli Celikyilmaz, Dilek Hakkani-Tr |
| 2017 | ACL | Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access. | Bhuwan Dhingra, Lihong Li, Xiujun Li, Jianfeng Gao, Yun-Nung Chen, Faisal Ahmed, Li Deng |
| 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 | EMNLP | MUSE: Modularizing Unsupervised Sense Embeddings. | Guang-He Lee, Yun-Nung Chen |
| 2017 | ICASSP | End-to-end joint learning of natural language understanding and dialogue manager. | Xuesong Yang, Yun-Nung Chen, Dilek Hakkani-Tr, Paul A. Crook, Xiujun Li, Jianfeng Gao, Li Deng |
| 2017 | IJCNLP | Open-Domain Neural Dialogue Systems. | Yun-Nung Chen, Jianfeng Gao |
| 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 |
| 2017 | IJCNLP | End-to-End Task-Completion Neural Dialogue Systems. | Xiujun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao, Asli Celikyilmaz |
| 2017 | Interspeech | Order-Preserving Abstractive Summarization for Spoken Content Based on Connectionist Temporal Classification. | Bo-Ru Lu, Frank Shyu, Yun-Nung Chen, Hung-yi Lee, Lin-Shan Lee |
| 2016 | ICASSP | Zero-shot learning of intent embeddings for expansion by convolutional deep structured semantic models. | Yun-Nung Chen, Dilek Hakkani-Tr, Xiaodong He |
| 2016 | ICASSP | Unsupervised user intent modeling by feature-enriched matrix factorization. | Yun-Nung Chen, Ming Sun, Alexander I. Rudnicky, Anatole Gershman |
| 2016 | Interspeech | End-to-End Memory Networks with Knowledge Carryover for Multi-Turn Spoken Language Understanding. | Yun-Nung Chen, Dilek Hakkani-Tr, Gkhan Tr, Jianfeng Gao, Li Deng |
| 2016 | Interspeech | Multi-Domain Joint Semantic Frame Parsing Using Bi-Directional RNN-LSTM. | Dilek Hakkani-Tr, Gkhan Tr, Asli Celikyilmaz, Yun-Nung Chen, Jianfeng Gao, Li Deng, Ye-Yi Wang |
| 2016 | IUI | An Intelligent Assistant for High-Level Task Understanding. | Ming Sun, Yun-Nung Chen, Alexander I. Rudnicky |
| 2016 | LREC | AIMU: Actionable Items for Meeting Understanding. | Yun-Nung Chen, Dilek Hakkani-Tr |
| 2016 | LREC | AppDialogue: Multi-App Dialogues for Intelligent Assistants. | Ming Sun, Yun-Nung Chen, Zhenhao Hua, Yulian Tamres-Rudnicky, Arnab Dash, Alexander I. Rudnicky |
| 2015 | ACL | Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems. | Yun-Nung Chen |
| 2015 | ACL | Matrix Factorization with Knowledge Graph Propagation for Unsupervised Spoken Language Understanding. | Yun-Nung Chen, William Yang Wang, Anatole Gershman, Alexander I. Rudnicky |
| 2015 | ASRU | Detecting actionable items in meetings by convolutional deep structured semantic models. | Yun-Nung Chen, Dilek Hakkani-Tr, Xiaodong He |
| 2015 | ICMI | Leveraging Behavioral Patterns of Mobile Applications for Personalized Spoken Language Understanding. | Yun-Nung Chen, Ming Sun, Alexander I. Rudnicky, Anatole Gershman |
| 2015 | Interspeech | Learning semantic hierarchy with distributed representations for unsupervised spoken language understanding. | Yun-Nung Chen, William Yang Wang, Alexander I. Rudnicky |
| 2015 | Interspeech | Learning OOV through semantic relatedness in spoken dialog systems. | Ming Sun, Yun-Nung Chen, Alexander I. Rudnicky |
| 2015 | NAACL | Jointly Modeling Inter-Slot Relations by Random Walk on Knowledge Graphs for Unsupervised Spoken Language Understanding. | Yun-Nung Chen, William Yang Wang, Alexander I. Rudnicky |
| 2014 | INLG | Two-Stage Stochastic Email Synthesizer. | Yun-Nung Chen, Alexander I. Rudnicky |
| 2014 | INLG | Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure. | Yun-Nung Chen, Alexander I. Rudnicky |
| 2013 | ASRU | Unsupervised induction and filling of semantic slots for spoken dialogue systems using frame-semantic parsing. | Yun-Nung Chen, William Yang Wang, Alexander I. Rudnicky |
| 2013 | ICASSP | An empirical investigation of sparse log-linear models for improved dialogue act classification. | Yun-Nung Chen, William Yang Wang, Alexander I. Rudnicky |
| 2013 | ICASSP | Bootstrapping Text-to-Speech for speech processing in languages without an orthography. | Sunayana Sitaram, Sukhada Palkar, Yun-Nung Chen, Alok Parlikar, Alan W. Black |
| 2013 | IJCNLP | Prosody-Based Unsupervised Speech Summarization with Two-Layer Mutually Reinforced Random Walk. | Sujay Kumar Jauhar, Yun-Nung Chen, Florian Metze |
| 2013 | Interspeech | Multi-layer mutually reinforced random walk with hidden parameters for improved multi-party meeting summarization. | Yun-Nung Chen, Florian Metze |
| 2012 | ICASSP | Unsupervised two-stage keyword extraction from spoken documents by topic coherence and support vector machine. | Yun-Nung Chen, Yu Huang, Hung-yi Lee, Lin-Shan Lee |
| 2012 | ICASSP | Utterance-level latent topic transition modeling for spoken documents and its application in automatic summarization. | Hung-yi Lee, Yun-Nung Chen, Lin-Shan Lee |
| 2012 | ICMI | NeuroDialog: an EEG-enabled spoken dialog interface. | Seshadri Sridharan, Yun-Nung Chen, Kai-min Chang, Alexander I. Rudnicky |
| 2012 | Interspeech | Integrating Intra-Speaker Topic Modeling and Temporal-Based Inter-Speaker Topic Modeling in Random Walk for Improved Multi-Party Meeting Summarization. | Yun-Nung Chen, Florian Metze |
| 2012 | NAACL | Towards Using EEG to Improve ASR Accuracy. | Yun-Nung Chen, Kai-min Chang, Jack Mostow |
| 2012 | NAACL | Intra-Speaker Topic Modeling for Improved Multi-Party Meeting Summarization with Integrated Random Walk. | Yun-Nung Chen, Florian Metze |
| 2011 | ICASSP | Improved spoken term detection with graph-based re-ranking in feature space. | Yun-Nung Chen, Chia-Ping Chen, Hung-yi Lee, Chun-an Chan, Lin-Shan Lee |
| 2011 | Interspeech | Spoken Lecture Summarization by Random Walk over a Graph Constructed with Automatically Extracted Key Terms. | Yun-Nung Chen, Yu Huang, Ching-feng Yeh, Lin-Shan Lee |