Automatic key term extraction from spoken course lectures using branching entropy and prosodic/semantic features. - Yun-Nung Chen; Yu Huang; Sheng-yi Kong; Lin-Shan Lee (SLT, 2010)

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 (ICASSP, 2011)

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 (INTERSPEECH, 2011)

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 (ICASSP, 2012)

Utterance-level latent topic transition modeling for spoken documents and its application in automatic summarization. - Hung-yi Lee; Yun-Nung Chen; Lin-Shan Lee (ICASSP, 2012)

NeuroDialog: an EEG-enabled spoken dialog interface. - Seshadri Sridharan; Yun-Nung Chen; Kai-min Chang; Alexander I. Rudnicky (ICMI, 2012)

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 (INTERSPEECH, 2012)

Towards Using EEG to Improve ASR Accuracy. - Yun-Nung Chen; Kai-min Chang; Jack Mostow (HLT-NAACL, 2012)

Intra-Speaker Topic Modeling for Improved Multi-Party Meeting Summarization with Integrated Random Walk. - Yun-Nung Chen; Florian Metze (HLT-NAACL, 2012)

Two-layer mutually reinforced random walk for improved multi-party meeting summarization. - Yun-Nung Chen; Florian Metze (SLT, 2012)

Unsupervised induction and filling of semantic slots for spoken dialogue systems using frame-semantic parsing. - Yun-Nung Chen; William Yang Wang; Alexander I. Rudnicky (ASRU, 2013)

An empirical investigation of sparse log-linear models for improved dialogue act classification. - Yun-Nung Chen; William Yang Wang; Alexander I. Rudnicky (ICASSP, 2013)

Bootstrapping Text-to-Speech for speech processing in languages without an orthography. - Sunayana Sitaram; Sukhada Palkar; Yun-Nung Chen; Alok Parlikar; Alan W. Black (ICASSP, 2013)

Prosody-Based Unsupervised Speech Summarization with Two-Layer Mutually Reinforced Random Walk. - Sujay Kumar Jauhar; Yun-Nung Chen; Florian Metze (IJCNLP, 2013)

Multi-layer mutually reinforced random walk with hidden parameters for improved multi-party meeting summarization. - Yun-Nung Chen; Florian Metze (INTERSPEECH, 2013)

Two-Stage Stochastic Email Synthesizer. - Yun-Nung Chen; Alexander I. Rudnicky (INLG, 2014)

Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure. - Yun-Nung Chen; Alexander I. Rudnicky (INLG, 2014)

Deriving local relational surface forms from dependency-based entity embeddings for unsupervised spoken language understanding. - Yun-Nung Chen; Dilek Hakkani-Tür; Gökhan Tür (SLT, 2014)

Dynamically supporting unexplored domains in conversational interactions by enriching semantics with neural word embeddings. - Yun-Nung Chen; Alexander I. Rudnicky (SLT, 2014)

Leveraging frame semantics and distributional semantics for unsupervised semantic slot induction in spoken dialogue systems. - Yun-Nung Chen; William Yang Wang; Alexander I. Rudnicky (SLT, 2014)

Spoken Knowledge Organization by Semantic Structuring and a Prototype Course Lecture System for Personalized Learning. - Hung-yi Lee; Sz-Rung Shiang; Ching-feng Yeh; Yun-Nung Chen; Yu Huang; Sheng-yi Kong; Lin-Shan Lee (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

ACBiMA: Advanced Chinese Bi-Character Word Morphological Analyzer. - Ting-Hao K. Huang; Yun-Nung Chen; Lingpeng Kong (SIGHAN@IJCNLP, 2015)

Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems. - Yun-Nung Chen (ACL (Student Research Workshop), 2015)

Matrix Factorization with Knowledge Graph Propagation for Unsupervised Spoken Language Understanding. - Yun-Nung Chen; William Yang Wang; Anatole Gershman; Alexander I. Rudnicky (ACL (1), 2015)

Detecting actionable items in meetings by convolutional deep structured semantic models. - Yun-Nung Chen; Dilek Hakkani-Tür; Xiaodong He 001 (ASRU, 2015)

Leveraging Behavioral Patterns of Mobile Applications for Personalized Spoken Language Understanding. - Yun-Nung Chen; Ming Sun 001; Alexander I. Rudnicky; Anatole Gershman (ICMI, 2015)

Learning semantic hierarchy with distributed representations for unsupervised spoken language understanding. - Yun-Nung Chen; William Yang Wang; Alexander I. Rudnicky (INTERSPEECH, 2015)

Learning OOV through semantic relatedness in spoken dialog systems. - Ming Sun 001; Yun-Nung Chen; Alexander I. Rudnicky (INTERSPEECH, 2015)

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 (HLT-NAACL, 2015)

Zero-shot learning of intent embeddings for expansion by convolutional deep structured semantic models. - Yun-Nung Chen; Dilek Hakkani-Tür; Xiaodong He 001 (ICASSP, 2016)

Unsupervised user intent modeling by feature-enriched matrix factorization. - Yun-Nung Chen; Ming Sun 001; Alexander I. Rudnicky; Anatole Gershman (ICASSP, 2016)

End-to-End Memory Networks with Knowledge Carryover for Multi-Turn Spoken Language Understanding. - Yun-Nung Chen; Dilek Hakkani-Tür; Gökhan Tür; Jianfeng Gao 001; Li Deng 001 (INTERSPEECH, 2016)

Multi-Domain Joint Semantic Frame Parsing Using Bi-Directional RNN-LSTM. - Dilek Hakkani-Tür; Gökhan Tür; Asli Celikyilmaz; Yun-Nung Chen; Jianfeng Gao 001; Li Deng 001; Ye-Yi Wang (INTERSPEECH, 2016)

An Intelligent Assistant for High-Level Task Understanding. - Ming Sun 001; Yun-Nung Chen; Alexander I. Rudnicky (IUI, 2016)

HELPR: A Framework to Break the Barrier Across Domains in Spoken Dialog Systems. - Ming Sun 001; Yun-Nung Chen; Alexander I. Rudnicky (IWSDS, 2016)

AIMU: Actionable Items for Meeting Understanding. - Yun-Nung Chen; Dilek Hakkani-Tür (LREC, 2016)

AppDialogue: Multi-App Dialogues for Intelligent Assistants. - Ming Sun 001; Yun-Nung Chen; Zhenhao Hua; Yulian Tamres-Rudnicky; Arnab Dash; Alexander I. Rudnicky (LREC, 2016)

Syntax or semantics? knowledge-guided joint semantic frame parsing. - Yun-Nung Chen; Dilek Hakanni-Tur; Gökhan Tür; Asli Celikyilmaz; Jianfeng Gao 001; Li Deng 001 (SLT, 2016)

Weakly supervised user intent detection for multi-domain dialogues. - Ming Sun 001; Aasish Pappu; Yun-Nung Chen; Alexander I. Rudnicky (SLT, 2016)

Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks. - Yun-Nung Chen; Dilek Hakkani-Tür; Gökhan Tür; Asli Celikyilmaz; Jianfeng Gao 001; Li Deng 001 (CoRR, 2016)

End-to-End Reinforcement Learning of Dialogue Agents for Information Access. - Bhuwan Dhingra; Lihong Li 001; Xiujun Li; Jianfeng Gao 001; Yun-Nung Chen; Faisal Ahmed 001; Li Deng 001 (CoRR, 2016)

A User Simulator for Task-Completion Dialogues. - Xiujun Li; Zachary C. Lipton; Bhuwan Dhingra; Lihong Li 001; Jianfeng Gao 001; Yun-Nung Chen (CoRR, 2016)

Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access. - Bhuwan Dhingra; Lihong Li 001; Xiujun Li; Jianfeng Gao 001; Yun-Nung Chen; Faisal Ahmed 001; Li Deng 001 (ACL (1), 2017)

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 (ASRU, 2017)

MUSE: Modularizing Unsupervised Sense Embeddings. - Guang-He Lee; Yun-Nung Chen (EMNLP, 2017)

End-to-end joint learning of natural language understanding and dialogue manager. - Xuesong Yang; Yun-Nung Chen; Dilek Hakkani-Tür; Paul A. Crook; Xiujun Li; Jianfeng Gao 001; Li Deng 001 (ICASSP, 2017)

Open-Domain Neural Dialogue Systems. - Yun-Nung Chen; Jianfeng Gao 001 (IJCNLP (Tutorial Abstracts), 2017)

Speaker Role Contextual Modeling for Language Understanding and Dialogue Policy Learning. - Ta-Chung Chi; Po-Chun Chen; Shang-Yu Su; Yun-Nung Chen (IJCNLP(2), 2017)

End-to-End Task-Completion Neural Dialogue Systems. - Xiujun Li; Yun-Nung Chen; Lihong Li 001; Jianfeng Gao 001; Asli Celikyilmaz (IJCNLP(1), 2017)

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 (INTERSPEECH, 2017)

Real-time On-Demand Crowd-powered Entity Extraction. - Ting-Hao K. Huang; Yun-Nung Chen; Jeffrey P. Bigham (CoRR, 2017)

End-to-End Task-Completion Neural Dialogue Systems. - Xiujun Li; Yun-Nung Chen; Lihong Li 001; Jianfeng Gao 001 (CoRR, 2017)

Investigation of Language Understanding Impact for Reinforcement Learning Based Dialogue Systems. - Xiujun Li; Yun-Nung Chen; Lihong Li 001; Jianfeng Gao 001; Asli Celikyilmaz (CoRR, 2017)

Deep Learning for Dialogue Systems. - Yun-Nung Chen; Asli Celikyilmaz; Dilek Hakkani-Tür (COLING (Tutorials), 2018)

CLUSE: Cross-Lingual Unsupervised Sense Embeddings. - Ta-Chung Chi; Yun-Nung Chen (EMNLP, 2018)

Discriminative Deep Dyna-Q: Robust Planning for Dialogue Policy Learning. - Shang-Yu Su; Xiujun Li; Jianfeng Gao 001; Jingjing Liu 001; Yun-Nung Chen (EMNLP, 2018)

Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning. - Baolin Peng; Xiujun Li; Jianfeng Gao 001; Jingjing Liu 001; Yun-Nung Chen; Kam-Fai Wong (ICASSP, 2018)

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 (NAACL-HLT (2), 2018)

Natural Language Generation by Hierarchical Decoding with Linguistic Patterns. - Shang-Yu Su; Kai-Ling Lo; Yi Ting Yeh; Yun-Nung Chen (NAACL-HLT (2), 2018)

How Time Matters: Learning Time-Decay Attention for Contextual Spoken Language Understanding in Dialogues. - Shang-Yu Su; Pei-Chieh Yuan; Yun-Nung Chen (NAACL-HLT, 2018)

Abstractive Dialogue Summarization with Sentence-Gated Modeling Optimized by Dialogue Acts. - Chih-Wen Goo; Yun-Nung Chen (SLT, 2018)

Investigating Linguistic Pattern Ordering In Hierarchical Natural Language Generation. - Shang-Yu Su; Yun-Nung Chen (SLT, 2018)

Learning Context-Sensitive Time-Decay Attention for Role-Based Dialogue Modeling. - Shang-Yu Su; Pei-Chieh Yuan; Yun-Nung Chen (CoRR, 2018)

xSense: Learning Sense-Separated Sparse Representations and Textual Definitions for Explainable Word Sense Networks. - Ting-Yun Chang; Ta-Chung Chi; Shang-Chi Tsai; Yun-Nung Chen (CoRR, 2018)

BCWS: Bilingual Contextual Word Similarity. - Ta-Chung Chi; Ching-Yen Shih; Yun-Nung Chen (CoRR, 2018)

Towards Understanding of Medical Randomized Controlled Trials by Conclusion Generation. - Alexander Te-Wei Shieh; Yung-Sung Chuang; Shang-Yu Su; Yun-Nung Chen (LOUHI@EMNLP, 2019)

Leveraging Hierarchical Category Knowledge for Data-Imbalanced Multi-Label Diagnostic Text Understanding. - Shang-Chi Tsai; Ting-Yun Chang; Yun-Nung Chen (LOUHI@EMNLP, 2019)

FlowDelta: Modeling Flow Information Gain in Reasoning for Conversational Machine Comprehension. - Yi-Ting Yeh; Yun-Nung Chen (MRQA@EMNLP, 2019)

Dual Supervised Learning for Natural Language Understanding and Generation. - Shang-Yu Su; Chao-Wei Huang; Yun-Nung Chen (ACL (1), 2019)

Adapting Pretrained Transformer to Lattices for Spoken Language Understanding. - Chao-Wei Huang; Yun-Nung Chen (ASRU, 2019)

Dialogue Environments are Different from Games: Investigating Variants of Deep Q-Networks for Dialogue Policy. - Yu-An Wang; Yun-Nung Chen (ASRU, 2019)

What Does This Word Mean? Explaining Contextualized Embeddings with Natural Language Definition. - Ting-Yun Chang; Yun-Nung Chen (EMNLP/IJCNLP (1), 2019)

DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs. - Yi-Lin Tuan; Yun-Nung Chen; Hung-yi Lee (EMNLP/IJCNLP (1), 2019)

Tree Transformer: Integrating Tree Structures into Self-Attention. - Yau-Shian Wang; Hung-yi Lee; Yun-Nung Chen (EMNLP/IJCNLP (1), 2019)

QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization. - Yi-Ting Yeh; Yun-Nung Chen (EMNLP/IJCNLP (1), 2019)

Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain Adaptation. - Chia-Hsuan Lee 001; Yun-Nung Chen; Hung-yi Lee (ICASSP, 2019)

Compound Variational Auto-encoder. - Shang-Yu Su; Shan-Wei Lin; Yun-Nung Chen (ICASSP, 2019)

Dynamically Context-sensitive Time-decay Attention for Dialogue Modeling. - Shang-Yu Su; Pei-Chieh Yuan; Yun-Nung Chen (ICASSP, 2019)

Modeling Melodic Feature Dependency with Modularized Variational Auto-encoder. - Yu-An Wang; Yu-Kai Huang; Tzu-Chuan Lin; Shang-Yu Su; Yun-Nung Chen (ICASSP, 2019)

Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems. - Ting-Rui Chiang; Yun-Nung Chen (NAACL-HLT (1), 2019)

Bridging Dialogue Generation and Facial Expression Synthesis. - Shang-Yu Su; Yun-Nung Chen (CoRR, 2019)

Reactive Multi-Stage Feature Fusion for Multimodal Dialogue Modeling. - Yi Ting Yeh; Tzu-Chuan Lin; Hsiao-Hua Cheng; Yu-Hsuan Deng; Shang-Yu Su; Yun-Nung Chen (CoRR, 2019)

Entropy-Enhanced Multimodal Attention Model for Scene-Aware Dialogue Generation. - Kuan-Yen Lin; Chao-Chun Hsu; Yun-Nung Chen; Lun-Wei Ku (CoRR, 2019)

An Empirical Study of Content Understanding in Conversational Question Answering. - Ting-Rui Chiang; Hao-Tong Ye; Yun-Nung Chen (AAAI, 2020)

Learning Spoken Language Representations with Neural Lattice Language Modeling. - Chao-Wei Huang; Yun-Nung Chen (ACL, 2020)

Towards Unsupervised Language Understanding and Generation by Joint Dual Learning. - Shang-Yu Su; Chao-Wei Huang; Yun-Nung Chen (ACL, 2020)

Lifelong Language Knowledge Distillation. - Yung-Sung Chuang; Shang-Yu Su; Yun-Nung Chen (EMNLP (1), 2020)

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 (EMNLP (Findings), 2020)

Dual Inference for Improving Language Understanding and Generation. - Shang-Yu Su; Yung-Sung Chuang; Yun-Nung Chen (EMNLP (Findings), 2020)

What Do Position Embeddings Learn? An Empirical Study of Pre-Trained Language Model Positional Encoding. - Yu-An Wang; Yun-Nung Chen (EMNLP (1), 2020)

Learning Asr-Robust Contextualized Embeddings for Spoken Language Understanding. - Chao-Wei Huang; Yun-Nung Chen (ICASSP, 2020)

TaylorGAN: Neighbor-Augmented Policy Update Towards Sample-Efficient Natural Language Generation. - Chun-Hsing Lin; Siang-Ruei Wu; Hung-yi Lee; Yun-Nung Chen (NeurIPS, 2020)

Robust and Scalable Conversational AI. - Yun-Nung Chen (WWW (Companion Volume), 2020)

Learning Interpretable and Discrete Representations with Adversarial Training for Unsupervised Text Classification. - Yau-Shian Wang; Hung-yi Lee; Yun-Nung Chen (CoRR, 2020)

TaylorGAN: Neighbor-Augmented Policy Update for Sample-Efficient Natural Language Generation. - Chun-Hsing Lin; Siang-Ruei Wu; Hung-yi Lee; Yun-Nung Chen (CoRR, 2020)

Learning Multi-Level Information for Dialogue Response Selection by Highway Recurrent Transformer. - Ting-Rui Chiang; Chao-Wei Huang; Shang-Yu Su; Yun-Nung Chen (Comput. Speech Lang., 2020)

RAP-Net: Recurrent Attention Pooling Networks for Dialogue Response Selection. - Chao-Wei Huang; Ting-Rui Chiang; Shang-Yu Su; Yun-Nung Chen (Comput. Speech Lang., 2020)

Knowledge-Grounded Response Generation with Deep Attentional Latent-Variable Model. - Hao-Tong Ye; Kai-Lin Lo; Shang-Yu Su; Yun-Nung Chen (Comput. Speech Lang., 2020)

Real-time Tropical Cyclone Intensity Estimation by Handling Temporally Heterogeneous Satellite Data. - Boyo Chen; Buo-Fu Chen; Yun-Nung Chen (AAAI, 2021)

Relating Neural Text Degeneration to Exposure Bias. - Ting-Rui Chiang; Yun-Nung Chen (BlackboxNLP@EMNLP, 2021)

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 (EMNLP (1), 2021)

Modeling Diagnostic Label Correlation for Automatic ICD Coding. - Shang-Chi Tsai; Chao-Wei Huang; Yun-Nung Chen (NAACL-HLT, 2021)

An Empirical Study of Cross-Lingual Transferability in Generative Dialogue State Tracker. - Yen-Ting Lin; Yun-Nung Chen (CoRR, 2021)

Why Can You Lay Off Heads? Investigating How BERT Heads Transfer. - Ting-Rui Chiang; Yun-Nung Chen (CoRR, 2021)

Mitigating Biases in Toxic Language Detection through Invariant Rationalization. - Yung-Sung Chuang; Mingye Gao; Hongyin Luo; James R. Glass; Hung-Yi Lee; Yun-Nung Chen; Shang-Wen Li 001 (CoRR, 2021)

Multi-Task Learning for Situated Multi-Domain End-to-End Dialogue Systems. - Po-Nien Kung; Chung-Cheng Chang; Tse-Hsuan Yang; Hsin-Kai Hsu; Yu-Jia Liou; Yun-Nung Chen (CoRR, 2021)

Towards Generating Citation Sentences for Multiple References with Intent Control. - Jia-Yan Wu; Alexander Te-Wei Shieh; Shih-Ju Hsu; Yun-Nung Chen (CoRR, 2021)

SalesBot: Transitioning from Chit-Chat to Task-Oriented Dialogues. - Ssu Chiu; Maolin Li; Yen-Ting Lin; Yun-Nung Chen (ACL (1), 2022)

Open-Domain Conversational Question Answering with Historical Answers. - Hung-Chieh Fang; Kuo-Han Hung; Chao-Wei Huang; Yun-Nung Chen (AACL/IJCNLP (Findings), 2022)

Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding. - Ya-Hsin Chang; Yun-Nung Chen (INTERSPEECH, 2022)

Controllable User Dialogue Act Augmentation for Dialogue State Tracking. - Chun-Mao Lai; Ming-Hao Hsu; Chao-Wei Huang; Yun-Nung Chen (SIGDIAL, 2022)

TREND: Trigger-Enhanced Relation-Extraction Network for Dialogues. - Po-Wei Lin; Shang-Yu Su; Yun-Nung Chen (SIGDIAL, 2022)

BARCOR: Towards A Unified Framework for Conversational Recommendation Systems. - Ting-Chun Wang; Shang-Yu Su; Yun-Nung Chen (CoRR, 2022)

Islander: A Real-Time News Monitoring and Analysis System. - Chao-Wei Huang; Kai-Chou Yang; Zi-Yuan Chen; Hao-Chien Cheng; Po-Yu Wu; Yu-Yang Huang; Chung-Kai Hsieh; Geng-Zhi Wildsky Fann; Ting-Yin Cheng; Ethan Tu; Yun-Nung Chen (CoRR, 2022)

Miutsu: NTU's TaskBot for the Alexa Prize. - Yen-Ting Lin; Hui-Chi Kuo; Ze-Song Xu; Ssu Chiu; Chieh-Chi Hung; Yi-Cheng Chen; Chao-Wei Huang; Yun-Nung Chen (CoRR, 2022)

PLM-ICD: Automatic ICD Coding with Pretrained Language Models. - Chao-Wei Huang; Shang-Chi Tsai; Yun-Nung Chen (CoRR, 2022)

Unsupervised Learning and Modeling of Knowledge and Intent for Spoken Dialogue Systems - Yun-Nung Chen (2022)

Visually-Enhanced Phrase Understanding. - Tsu-Yuan Hsu; Chen-An Li; Chao-Wei Huang; Yun-Nung Chen (ACL (Findings), 2023)

Zero-Shot Prompting for Implicit Intent Prediction and Recommendation with Commonsense Reasoning. - Hui-Chi Kuo; Yun-Nung Chen (ACL (Findings), 2023)

Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations. - Wei-Lin Chen 005; Cheng-Kuang Wu; Yun-Nung Chen; Hsin-Hsi Chen (EMNLP, 2023)

CONVERSER: Few-shot Conversational Dense Retrieval with Synthetic Data Generation. - Chao-Wei Huang; Chen-Yu Hsu 003; Tsu-Yuan Hsu; Chen-An Li; Yun-Nung Chen (SIGDIAL, 2023)

LLM-Eval: Unified Multi-Dimensional Automatic Evaluation for Open-Domain Conversations with Large Language Models. - Yen-Ting Lin; Yun-Nung Chen (CoRR, 2023)

Zero-Shot Dialogue Relation Extraction by Relating Explainable Triggers and Relation Names. - Ze-Song Xu; Yun-Nung Chen (CoRR, 2023)

SalesBot 2.0: A Human-Like Intent-Guided Chit-Chat Dataset. - Wen-Yu Chang; Yun-Nung Chen (CoRR, 2023)

Taiwan LLM: Bridging the Linguistic Divide with a Culturally Aligned Language Model. - Yen-Ting Lin; Yun-Nung Chen (CoRR, 2023)

Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning. - Wen Chang; Yun-Nung Chen (ACL (Findings), 2024)

Visualizing Dialogues: Enhancing Image Selection through Dialogue Understanding with Large Language Models. - Chang-Sheng Kao; Yun-Nung Chen (ACL (Findings), 2024)

Unsupervised Multilingual Dense Retrieval via Generative Pseudo Labeling. - Chao-Wei Huang; Chen-An Li; Tsu-Yuan Hsu; Chen-Yu Hsu 003; Yun-Nung Chen (EACL (Findings), 2024)

Efficient Unseen Language Adaptation for Multilingual Pre-Trained Language Models. - Po-Heng Chen; Yun-Nung Chen (EMNLP, 2024)

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 (EMNLP (Findings), 2024)

PairDistill: Pairwise Relevance Distillation for Dense Retrieval. - Chao-Wei Huang; Yun-Nung Chen (EMNLP, 2024)

FactAlign: Long-form Factuality Alignment of Large Language Models. - Chao-Wei Huang; Yun-Nung Chen (EMNLP (Findings), 2024)

DogeRM: Equipping Reward Models with Domain Knowledge through Model Merging. - Tzu-Han Lin; Chen-An Li; Hung-yi Lee; Yun-Nung Chen (EMNLP, 2024)

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 (EMNLP (Industry Track), 2024)

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 001; Yun-Nung Chen (EMNLP (Findings), 2024)

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 (EMNLP, 2024)

StreamBench: Towards Benchmarking Continuous Improvement of Language Agents. - Cheng-Kuang Wu; Zhi Rui Tam; Chieh-Yen Lin; Yun-Nung Chen; Hung-yi Lee (NeurIPS, 2024)

Large Language Model Based Generative Error Correction: A Challenge and Baselines For Speech Recognition, Speaker Tagging, and Emotion Recognition. - Chao-Han Huck Yang; Taejin Park; Yuan Gong 001; Yuanchao Li; Zhehuai Chen; Yen-Ting Lin; Chen Chen 075; Yuchen Hu; Kunal Dhawan; Piotr Zelasko; Chao Zhang 031; Yun-Nung Chen; et al. (SLT, 2024)

InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models. - Chao-Wei Huang; Yun-Nung Chen (CoRR, 2024)

Measuring Taiwanese Mandarin Language Understanding. - Po-Heng Chen; Sijia Cheng; Wei-Lin Chen; Yen-Ting Lin; Yun-Nung Chen (CoRR, 2024)

Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning. - Wen-Yu Chang; Yun-Nung Chen (CoRR, 2024)

A Survey of Useful LLM Evaluation. - Ji-Lun Peng; Sijia Cheng; Egil Diau; Yung-Yu Shih; Po-Heng Chen; Yen-Ting Lin; Yun-Nung Chen (CoRR, 2024)

A Survey of Generative Information Retrieval. - Tzu-Lin Kuo; Tzu-Wei Chiu; Tzung-Sheng Lin; Sheng-Yang Wu; Chao-Wei Huang; Yun-Nung Chen (CoRR, 2024)

A Survey of Data Synthesis Approaches. - Hsin-Yu Chang; Pei-Yu Chen; Tun-Hsiang Chou; Chang-Sheng Kao; Hsuan-Yun Yu; Yen-Ting Lin; Yun-Nung Chen (CoRR, 2024)

Let Me Speak Freely? A Study on the Impact of Format Restrictions on Performance of Large Language Models. - Zhi Rui Tam; Cheng-Kuang Wu; Yi-Lin Tsai; Chieh-Yen Lin; Hung-yi Lee; Yun-Nung Chen (CoRR, 2024)

Rehearsing Answers to Probable Questions with Perspective-Taking. - Yung-Yu Shih; Ziwei Xu; Hiroya Takamura; Yun-Nung Chen; Chung-Chi Chen 001 (CoRR, 2024)

LLMs are Biased Evaluators But Not Biased for Retrieval Augmented Generation. - Yen-Shan Chen; Jing Jin; Peng-Ting Kuo; Chao-Wei Huang; Yun-Nung Chen (CoRR, 2024)

Overview of the Ninth Dialog System Technology Challenge: DSTC9. - R. Chulaka Gunasekara; Seokhwan Kim; Luis Fernando D'Haro; Abhinav Rastogi; Yun-Nung Chen; Mihail Eric; Behnam Hedayatnia; Karthik Gopalakrishnan 001; Yang Liu 004; Chao-Wei Huang; Dilek Hakkani-Tür; Jinchao Li; et al. (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Joint Dual Learning With Mutual Information Maximization for Natural Language Understanding and Generation in Dialogues. - Shang-Yu Su; Yung-Sung Chung; Yun-Nung Chen (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Overview of the Tenth Dialog System Technology Challenge: DSTC10. - Koichiro Yoshino; Yun-Nung Chen; Paul A. Crook; Satwik Kottur; Jinchao Li; Behnam Hedayatnia; Seungwhan Moon; Zhengcong Fei; Zekang Li; Jinchao Zhang 001; Yang Feng 004; Jie Zhou 016; et al. (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

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 (ACL (Findings), 2025)

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 (ACL (Findings), 2025)

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 (MMM (5), 2025)

Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback. - Yen-Ting Lin; Di Jin; Tengyu Xu; Tianhao Wu 002; Sainbayar Sukhbaatar; Chen Zhu; Yun He; Yun-Nung Chen; Jason Weston; Yuandong Tian; Arash Rahnama; Sinong Wang; et al. (CoRR, 2025)

Clear Minds Think Alike: What Makes LLM Fine-tuning Robust? A Study of Token Perplexity. - Chao-Chung Wu; Zhi Rui Tam; Chieh-Yen Lin; Hung-yi Lee; Yun-Nung Chen (CoRR, 2025)

Transferring Textual Preferences to Vision-Language Understanding through Model Merging. - Chen-An Li; Tzu-Han Lin; Yun-Nung Chen; Hung-yi Lee (CoRR, 2025)

Answer, Refuse, or Guess? Investigating Risk-Aware Decision Making in Language Models. - Cheng-Kuang Wu; Zhi Rui Tam; Chieh-Yen Lin; Yun-Nung Chen; Hung-yi Lee (CoRR, 2025)

None of the Above, Less of the Right: Parallel Patterns between Humans and LLMs on Multi-Choice Questions Answering. - Zhi Rui Tam; Cheng-Kuang Wu; Chieh-Yen Lin; Yun-Nung Chen (CoRR, 2025)

VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan. - Zhi Rui Tam; Ya-Ting Pai; Yen-Wei Lee; Yun-Nung Chen (CoRR, 2025)

Exploring Personality-Aware Interactions in Salesperson Dialogue Agents. - Sijia Cheng; Wen-Yu Chang; Yun-Nung Chen (CoRR, 2025)

Language Matters: How Do Multilingual Input and Reasoning Paths Affect Large Reasoning Models? - Zhi Rui Tam; Cheng-Kuang Wu; Yu Ying Chiu; Chieh-Yen Lin; Yun-Nung Chen; Hung-yi Lee (CoRR, 2025)

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 005; Hung-yi Lee; Yun-Nung Chen (CoRR, 2025)

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders. - Wei-Hsiang Huang; Chen-Wei Ke; Wei-Ning Chiu; Yu-Xuan Su; Chun-Chun Yang; Chieh-Yuan Cheng; Yun-Nung Chen; Pu-Jen Cheng (CoRR, 2025)

LLM Inference Enhanced by External Knowledge: A Survey. - Yu-Hsuan Lin; Qian-Hui Chen; Yi-Jie Cheng; Jia-Ren Zhang; Yi-Hung Liu; Liang-Yu Hsia; Yun-Nung Chen (CoRR, 2025)

Revisiting Test-Time Scaling: A Survey and a Diversity-Aware Method for Efficient Reasoning. - Ho-Lam Chung; Teng-Yun Hsiao; Hsiao-Ying Huang; Chunerh Cho; Jian-Ren Lin; Zhang Ziwei; Yun-Nung Chen (CoRR, 2025)

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 (CoRR, 2025)

Balancing Knowledge Delivery and Emotional Comfort in Healthcare Conversational Systems. - Shang-Chi Tsai; Yun-Nung Chen (CoRR, 2025)

ASMR: Augmenting Life Scenario using Large Generative Models for Robotic Action Reflection. - Shang-Chi Tsai; Seiya Kawano; Angel F. Garcia Contreras; Koichiro Yoshino; Yun-Nung Chen (CoRR, 2025)