Curriculum Vitae

Education

Institute of Information Engineering, Chinese Academy of Sciences Sept. 2019 - Jun. 2025 | Beijing, China

Advisor: Prof. Yanan Cao
Research Focus: Dialogue Systems, Controllable Text Generation, Affective Computing

Shandong University Sept. 2015 - Jun. 2019 | Jinan, China

CoAI Group, Tsinghua University Jul. 2025 - Present | Beijing, China

Unveiling the Landscape of Clinical Depression Assessment: From Behavioral Signatures to Psychiatric Reasoning Zhuang Chen, Guanqun Bi, Wen Zhang, Jiawei Hu, Aoyun Wang, Xiyao Xiao, Kun Feng, Minlie Huang AAAI 2026

MAGI: Multi-Agent Guided Interview for Psychiatric Assessment Guanqun Bi, Zhuang Chen, Zhoufu Liu, Hongkai Wang, Xiyao Xiao, Yuqiang Xie, Wen Zhang, Yongkang Huang, Yuxuan Chen, Libiao Peng, et al. Findings of ACL 2025
A Group Fairness Lens for Large Language Models Guanqun Bi, Lei Shen, Yuqiang Xie, Yanan Cao, Tiangang Zhu, Xiaodong He Findings of EMNLP 2025
CharacterBench: Benchmarking Character Customization of Large Language Models Jinfeng Zhou, Yongkang Huang, Bosi Wen, Guanqun Bi, Yuxuan Chen, Pei Ke, Zhuang Chen, Xiyao Xiao, Libiao Peng, Kuntian Tang, et al. AAAI 2025
SocialSim: Towards Socialized Simulation of Emotional Support Conversation Zhuang Chen, Yaru Cao, Guanqun Bi, Jincenzi Wu, Jinfeng Zhou, Xiyao Xiao, Si Chen, Hongning Wang, Minlie Huang AAAI 2025
SS-GEN: A Social Story Generation Framework with Large Language Models Yi Feng, Mingyang Song, Jiaqi Wang, Zhuang Chen, Guanqun Bi, Minlie Huang, Liping Jing, Jian Yu AAAI 2025

ToMBench: Benchmarking Theory of Mind in Large Language Models Zhuang Chen, Jincenzi Wu, Jinfeng Zhou, Bosi Wen, Guanqun Bi, Gongyao Jiang, Yaru Cao, Mengting Hu, Yunghwei Lai, Zexuan Xiong, et al. ACL 2024
CharacterGLM: Customizing Social Characters with Large Language Models Jinfeng Zhou, Zhuang Chen, Dazhen Wan, Bosi Wen, Yi Song, Jifan Yu, Yongkang Huang, Pei Ke, Guanqun Bi, Libiao Peng, et al. EMNLP 2024 (Industry Track)
Enhancing Emotional Support Conversation with Cognitive Chain-of-Thought Reasoning Yaru Cao, Zhuang Chen, Guanqun Bi, Yulin Feng, Min Chen, Fucheng Wan, Minlie Huang, Hongzhi Yu NLPCC 2024
Generative Models for Complex Logical Reasoning over Knowledge Graphs Yu Liu, Yanan Cao, Shi Wang, Qingyue Wang, Guanqun Bi WSDM 2024

DiffusEmp: A Diffusion Model-Based Framework with Multi-Grained Control for Empathetic Response Generation Guanqun Bi, Lei Shen, Yanan Cao, Meng Chen, Yuqiang Xie, Xiaodong He ACL 2023
SERI: SkEtching-Reasoning-Integrating Progressive Workflow for Empathetic Response Generation Guanqun Bi, Yanan Cao, Piji Li, Yuqiang Xie, Fang Fang, Zheng Lin ICASSP 2023

COMMA: Modeling Relationship among Motivations, Emotions and Actions in Language-based Human Activities Yuqiang Xie, Yue Hu, Wei Peng, Guanqun Bi, Luxi Xing COLING 2022
Psychology-guided Controllable Story Generation Yuqiang Xie, Yue Hu, Yunpeng Li, Guanqun Bi, Wei Peng, Luxi Xing COLING 2022
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View Ren Li, Yanan Cao, Qiannan Zhu, Guanqun Bi, Fang Fang, Yi Liu, Qian Li AAAI 2022

No News is an Island: Joint Heterogeneous Graph Network for News Classification Zhezhou Kang, Yi Liu, Guanqun Bi, Fang Fang, Pengfei Yin ISCC 2021

Dialogue Systems: Empathetic dialogue, task-oriented dialogue
Controllable Text Generation: Attribute-controlled generation, diffusion models for NLP
Affective Computing: Emotion recognition, sentiment analysis
Knowledge-enhanced NLP: Knowledge graph embedding, commonsense reasoning

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