I am Dayuan Fu, a graduate student at PRIS-NLP Group at Beijing University of Posts and Telecommunications (BUPT), supervised by Prof. Weiran Xu. I visited TsinghuaC3I group from 2022.10 to 2024.8. My research interests primarily focus on LLM reasoning, planning, and decision-making ability (in Agent), which can make LLM more universal (i.e. AGI). I have published several papers at prominent NLP conferences, including EMNLP, CIKM, and NAACL.

Feel free to email me ([email protected]) for any form of academic cooperation!

• 2024-09: 🎉🎉 Two papers have been accepted by EMNLP 2024!
• 2024-03: 🎉🎉 Two papers have been accepted by NAACL 2024!
• 2023-08: 🎉🎉 One paper has been accepted by CIKM 2023!
• 2022-10: 🎉🎉 One paper has been accepted at the SereTOD 2022 Workshop, EMNLP 2022!
• 2022-09: 🏆🏆 Achieved the 1st rank on SereTOD 2022 track 2, EMNLP 2022!

1. AgentRefine: Enhancing Agent Generalization through Refinement Tuning
   Dayuan Fu, Keqing He, Yejie Wang, Wentao Hong, Zhuoma Gongque, Weihao Zeng, Wei Wang, Jingang Wang, Xunliang Cai, Weiran Xu
   Under Review
2. MSI-Agent: Incorporating Multi-Scale Insight into Embodied Agents for Superior Planning and Decision-Making
   Dayuan Fu, Biqing Qi, Yihuai Gao, Che Jiang, Guanting Dong, Bowen Zhou
   EMNLP 2024 Main Conference paper
3. How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality Data
   Yejie Wang*, Keqing He*, Dayuan Fu*, Zhuoma Gongque, Heyang Xu, Yanxu Chen, Zhexu Wang, Yujia Fu, Guanting Dong, Muxi Diao, Jingang Wang, Mengdi Zhang, Xunliang Cai, Weiran Xu
   EMNLP 2024 Main Conference paper
4. PreAct: Prediction Enhances Agent's Planning Ability
   Dayuan Fu, Jianzhao Huang, Siyuan Lu, Guanting Dong, Yejie Wang, Keqing He, Weiran Xu
   Coling 2025 paper
5. On Large Language Models' Hallucination with Regard to Known Facts
   Che Jiang, Biqing Qi, Xiangyu Hong, Dayuan Fu, Yang Cheng, Fandong Meng, Mo Yu, Bowen Zhou, Jie Zhou
   NAACL 2024 Main Conference paper
6. DivTOD: Unleashing the Power of LLMs for Diversifying Task-Oriented Dialogue Representations
   Weihao Zeng*, Dayuan Fu*, Keqing He, Yejie Wang, Yukai Xu, Weiran Xu
   NAACL 2024 Findings paper
7. Semi-supervised knowledge-grounded pre-training for task-oriented dialog systems
   Weihao Zeng, Keqing He, Zechen Wang, Dayuan Fu, Guanting Dong, Ruotong Geng, Pei Wang, Jingang Wang, Chaobo Sun, Wei Wu, Weiran Xu
   SereTOD 2022 Workshop, EMNLP 2022, the 1st Award on SereTOD Challenge 2022 track 2 paper
8. CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery
   Xiaoshuai Song, Muxi Diao, Guanting Dong, Zhengyang Wang, Yujia Fu, Runqi Qiao, Zhexu Wang, Dayuan Fu, Huangxuan Wu, Bin Liang, Weihao Zeng, Yejie Wang, Zhuoma GongQue, Jianing Yu, Qiuna Tan, Weiran Xu
   Arxiv paper

• National Scholarship in China (2021)
• 2022-09: 🏆🏆 Achieved the 1st Award on SereTOD Challenge 2022 track 2, EMNLP 2022!