Global Textual Relation Embedding for Relational Understanding. - Zhiyu Chen 002; Hanwen Zha; Honglei Liu 001; Wenhu Chen; Xifeng Yan; Yu Su 001 (ACL (1), 2019)

How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection. - Wenhu Chen; Yu Su 001; Yilin Shen; Zhiyu Chen 002; Xifeng Yan; William Yang Wang (NAACL-HLT (1), 2019)

Few-shot NLG with Pre-trained Language Model. - Zhiyu Chen 002; Harini Eavani; Yinyin Liu; William Yang Wang (CoRR, 2019)

Logical Natural Language Generation from Open-Domain Tables. - Wenhu Chen; Jianshu Chen; Yu Su 001; Zhiyu Chen 002; William Yang Wang (ACL, 2020)

Few-Shot NLG with Pre-Trained Language Model. - Zhiyu Chen 002; Harini Eavani; Wenhu Chen; Yinyin Liu; William Yang Wang (ACL, 2020)

Logic2Text: High-Fidelity Natural Language Generation from Logical Forms. - Zhiyu Chen 002; Wenhu Chen; Hanwen Zha; Xiyou Zhou; Yunkai Zhang 002; Sairam Sundaresan; William Yang Wang (EMNLP (Findings), 2020)

HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data. - Wenhu Chen; Hanwen Zha; Zhiyu Chen 002; Wenhan Xiong; Hong Wang 023; William Yang Wang (EMNLP (Findings), 2020)

HULK: An Energy Efficiency Benchmark Platform for Responsible Natural Language Processing. - Xiyou Zhou; Zhiyu Chen 002; Xiaoyong Jin; William Yang Wang (EACL (System Demonstrations), 2021)

FinQA: A Dataset of Numerical Reasoning over Financial Data. - Zhiyu Chen 002; Wenhu Chen; Charese Smiley; Sameena Shah; Iana Borova; Dylan Langdon; Reema Moussa; Matt Beane; Ting-Hao Kenneth Huang; Bryan R. Routledge; William Yang Wang (EMNLP (1), 2021)

NUANCED: Natural Utterance Annotation for Nuanced Conversation with Estimated Distributions. - Zhiyu Chen 002; Honglei Liu 001; Hu Xu 001; Seungwhan Moon; Hao Zhou; Bing Liu 024 (EMNLP (Findings), 2021)

Inductive Relation Prediction by BERT. - Hanwen Zha; Zhiyu Chen 002; Xifeng Yan (AAAI, 2022)

ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering. - Zhiyu Chen 002; Shiyang Li; Charese Smiley; Zhiqiang Ma; Sameena Shah; William Yang Wang (EMNLP, 2022)

KETOD: Knowledge-Enriched Task-Oriented Dialogue. - Zhiyu Chen 002; Bing Liu 024; Seungwhan Moon; Chinnadhurai Sankar; Paul A. Crook; William Yang Wang (NAACL-HLT (Findings), 2022)

Explanations from Large Language Models Make Small Reasoners Better. - Shiyang Li; Jianshu Chen; Yelong Shen; Zhiyu Chen 002; Xinlu Zhang; Zekun Li 008; Hong Wang 023; Jing Qian; Baolin Peng; Yi Mao; Wenhu Chen; Xifeng Yan (CoRR, 2022)

Empowering Psychotherapy with Large Language Models: Cognitive Distortion Detection through Diagnosis of Thought Prompting. - Zhiyu Chen 002; Yujie Lu; William Yang Wang (EMNLP (Findings), 2023)

Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling. - Xinlu Zhang; Shiyang Li; Zhiyu Chen 002; Xifeng Yan; Linda Ruth Petzold (ICML, 2023)

Robust NLP for Finance (RobustFin). - Sameena Shah; Xiaodan Zhu 001; Gerard de Melo; Armineh Nourbakhsh; Xiaomo Liu; Zhiqiang Ma; Charese Smiley; Zhiyu Chen 002 (KDD, 2023)

Large Language Models as Zero-shot Dialogue State Tracker through Function Calling. - Zekun Li 008; Zhiyu Chen 002; Mike Ross; Patrick Huber; Seungwhan Moon; Zhaojiang Lin; Xin Dong 001; Adithya Sagar; Xifeng Yan; Paul A. Crook (ACL (1), 2024)

Multimodal Procedural Planning via Dual Text-Image Prompting. - Yujie Lu; Pan Lu; Zhiyu Chen 002; Wanrong Zhu; Xin Wang 061; William Yang Wang (EMNLP (Findings), 2024)

PATIENT-ψ: Using Large Language Models to Simulate Patients for Training Mental Health Professionals. - Ruiyi Wang; Stephanie Milani; Jamie C. Chiu; Jiayin Zhi; Shaun M. Eack; Travis Labrum; Samuel M. Murphy; Nev Jones; Kate Hardy; Hong Shen 004; Fei Fang 001; Zhiyu Chen 002 (EMNLP, 2024)

PATIENT-Ψ: Using Large Language Models to Simulate Patients for Training Mental Health Professionals. - Ruiyi Wang; Stephanie Milani; Jamie C. Chiu; Shaun M. Eack; Travis Labrum; Samuel M. Murphy; Nev Jones; Kate Hardy; Hong Shen 004; Fei Fang 001; Zhiyu Zoey Chen (CoRR, 2024)

A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law. - Zhiyu Chen 002; Jing Ma; Xinlu Zhang; Nan Hao; An Yan 003; Armineh Nourbakhsh; Xianjun Yang; Julian J. McAuley; Linda Ruth Petzold; William Yang Wang (Trans. Mach. Learn. Res., 2024)

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning. - Xinlu Zhang; Zhiyu Zoey Chen; Xi Ye; Xianjun Yang; Lichang Chen; William Yang Wang; Linda Ruth Petzold (AAAI, 2025)

CBT-Bench: Evaluating Large Language Models on Assisting Cognitive Behavior Therapy. - Mian Zhang; Xianjun Yang; Xinlu Zhang; Travis Labrum; Jamie C. Chiu; Shaun M. Eack; Fei Fang 001; William Yang Wang; Zhiyu Chen 002 (NAACL (Long Papers), 2025)

Preference Learning Unlocks LLMs' Psycho-Counseling Skills. - Mian Zhang; Shaun M. Eack; Zhiyu Zoey Chen (CoRR, 2025)

Do Retrieval-Augmented Language Models Adapt to Varying User Needs? - Peilin Wu; Xinlu Zhang; Wenhao Yu 002; Xingyu Liu; Xinya Du; Zhiyu Zoey Chen (CoRR, 2025)

Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty. - Peilin Wu; Mian Zhang; Xinlu Zhang; Xinya Du; Zhiyu Zoey Chen (CoRR, 2025)

Complex Logical Instruction Generation. - Mian Zhang; Shujian Liu; Sixun Dong; Ming Yin; Yebowen Hu; Xun Wang; Steven Ma; Song Wang; Sathish Reddy Indurthi; Haoyun Deng; Zhiyu Zoey Chen; Kaiqiang Song (CoRR, 2025)