Zhiyu Zoey Chen Publications Services & Teaching Talks Miscellaneous

Check out the Google Scholar page for a full and up-to-date publication list. Equal contribution*.


Preprints

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, William Yang Wang, Zhiyu Zoey Chen
arXiv, 2024. [paper][data and code]

IDEA: Enhancing the Rule Learning Ability of Language Agents through Induction, Deduction, and Abduction
Kaiyu He, Mian Zhang, Shuo Yan, Peilin Wu, Zhiyu Zoey Chen
arXiv, 2024. [paper][data and code]


Selected Publications

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
Proceedings of AAAI 2025. [paper][data and code]

A Survey on Large Language Models for Critical Societal Domains: Finance, Healthcare, and Law
Zhiyu Zoey Chen*, Jing Ma*, Xinlu Zhang*, Nan Hao*, An Yan*, Armineh Nourbakhsh*, Xianjun Yang, Julian McAuley, Linda Petzold, William Yang Wang
TMLR, 2024. [paper][data and code]
Survey Certification

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, Fei Fang, Zhiyu Zoey Chen
Proceedings of EMNLP 2024. [paper][data and code]
Best Paper Award in NeurIPS GenAI4Health Workshop, 2024

Multimodal Procedural Planning via Dual Text-Image Prompting
Yujie Lu, Pan Lu, Zhiyu Chen, Wanrong Zhu, Xin Eric Wang and William Yang Wang
Findings of EMNLP 2024. [paper][data and code]

Large Language Models as Zero-shot Dialogue State Tracker through Function Calling
Zekun Li, Zhiyu Zoey Chen, Mike Ross, Patrick Huber, Seungwhan Moon, Zhaojiang Lin, Xin Luna Dong, Adithya Sagar, Xifeng Yan, Paul A. Crook
Proceedings of ACL 2024. [paper][data and code]

Explanations from Large Language Models Make Small Reasoners Better
Shiyang Li, Jianshu Chen, Yelong Shen, Zhiyu Chen, Xinlu Zhang, Zekun Li, Hong Wang, Jing Qian, Baolin Peng, Yi Mao, Wenhu Chen, Xifeng Yan
AAAI SAI workshop 2024. [paper][data and code]

Empowering Psychotherapy with Large Language Model: Cognitive Distortion Detection through Diagnosis of Thought Prompting
Zhiyu Chen, Yujie Lu and William Yang Wang
Findings of EMNLP 2023. [paper][data and code]

Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling
Xinlu Zhang*, Shiyang Li*, Zhiyu Chen, Xifeng Yan and Linda R. Petzold
Proceedings of ICML 2023. [paper][data and code]

ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering
Zhiyu Chen, Shiyang Li, Charese Smiley, Zhiqiang Ma, Sameena Shah, William Yang Wang
Proceedings of EMNLP 2022. [paper][data and code]

KETOD: Knowledge-Enriched Task-Oriented Dialogue
Zhiyu Chen, Bing Liu, Seungwhan Moon, Chinnadhurai Sankar, Paul Crook, William Yang Wang
Findings of NAACL 2022. [paper][data and code]

Inductive Relation Prediction by BERT
Hanwen Zha, Zhiyu Chen, Xifeng Yan
Proceedings of AAAI 2022. [paper][data and code]

FinQA: A Dataset of Numerical Reasoning over Financial Data
Zhiyu Chen, Wenhu Chen, Charese Smiley, Sameena Shah, Iana Borova, Dylan Langdon, Reema Moussa, Matt Beane, Ting-Hao Huang, Bryan Routledge, and William Yang Wang
Proceedings of EMNLP 2021. [paper][data and code]

NUANCED: Natural Utterance Annotation for Nuanced Conversation with Estimated Distributions
Zhiyu Chen, Honglei Liu, Hu Xu, Seungwhan Moon, Hao Zhou, Bing Liu
Findings of EMNLP 2021. [paper][data and code]

Hulk: An Energy Efficiency Benchmark Platform for Responsible Natural Language Processing
Xiyou Zhou, Zhiyu Chen, Xiaoyong Jin, William Yang Wang
Demo of EACL 2021. [paper][data and code]

Logic2Text: High-Fidelity Natural Language Generation from Logical Forms
Zhiyu Chen, Wenhu Chen, Hanwen Zha, Xiyou Zhou, Yunkai Zhang, Sairam Sundaresan, and William Yang Wang
Findings of EMNLP 2020. [paper][data and code]

HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data
Wenhu Chen, Hanwen Zha, Zhiyu Chen, Wenhan Xiong, Hong Wang, and William Yang Wang
Findings of EMNLP 2020. [paper][data and code]

Few-Shot NLG with Pre-Trained Language Model
Zhiyu Chen, Harini Eavani, Wenhu Chen, Yinyin Liu, and William Yang Wang
Proceedings of ACL 2020. [paper][data and code]

Logical Natural Language Generation From Open-Domain Tables
Wenhu Chen, Jianshu Chen, Yu Su, Zhiyu Chen, and William Yang Wang
Proceedings of ACL 2020. [paper][data and code]

Global Textual Relation Embedding for Relational Understanding
Zhiyu Chen, Hanwen Zha, Honglei Liu, Wenhu Chen, Xifeng Yan, and Yu Su
Proceedings of ACL 2019. [paper][data and code]

How Large A Vocabulary Does Text Classification Need? A Variational Approach on Vocabulary Selection
Wenhu Chen, Yu Su, Yilin Shen, Zhiyu Chen, Xifeng Yan, and William Yang Wang
Proceedings of NAACL 2019. [paper][data and code]

IMAP: An Iterative Method for Aligning Protein-Protein Interaction Networks
Xuezhi Cao, Zhiyu Chen, Xinyi Zhang, and Yong Yu
Proceedings of BIBM 2017. [paper]