Hi, I’m Siyuan Wu, I’m a junior student at Huazhong University of Science and Technology. I have the privilege of being a visiting student to LAIR, where I work with Prof. Lichao Sun at Lehigh University and Prof.Yao Wan at HUST.

💡 Research Interest

LLM-based Agents: tool usage, efficiency and utility.
Trustworthy AI: safety, truthfulness, fairness, robustness, privacy and machine ethics of AI model.
LLM4Code: code intelligence,apply LLMs to solve code-relevant tasks.

🔥 News

2024.09: 🎉🎉 Two papers have been accepted by ICLR 2025! One paper has been accepted by WWW 2025!
2024.09: 🎉🎉 HonestLLM has been accepted by NeurIPS 2024! Congratulations to Chujie and Yue !
2024.05: 🎉🎉 TrustLLM has been accepted by ICML 2024! Congratulations to Yue!
2024.01: 🎉🎉 MetaTool has been accepted by ICLR 2024! Congratulations to Yue!

📝 Publications

ICLR 2025

UniGen: Unified Synthetic Dataset Generation via Large Language Models

[PDF] [Github] [Website]

Siyuan Wu *, Yue Huang *, Chujie Gao, Dongping Chen, Qihui Zhang, Yao Wan, Tianyi Zhou, Chaowei Xiao, Jianfeng Gao, Xiangliang Zhang, Lichao Sun

NeurIPS 2024

The Best of Both Worlds*: Toward an Honest and Helpful Large Language Model [PDF]

Chujie Gao *, Siyuan Wu *, Yue Huang*, Dongping Chen *,Qihui Zhang *, Zhengyan Fu, Yao Wan, Lichao Sun, Xiangliang Zhang

Code

ICML 2024

TrustLLM: Trustworthiness in Large Language Models

Yue Huang *, Lichao Sun *, Haoran Wang*, Siyuan Wu *, Qihui Zhang *, Chujie Gao *, Yixin Huang, Wenhan Lyu , Yixuan Zhang, Xiner Li, Zhengliang Liu, Yixin Liu, Yijue Wang, Zhikun Zhang, Bhavya Kailkhura, Caiming Xiong, et al. (*: major contribution)

Toolkit & Code

Preprint

GUI-World: A Dataset for GUI-oriented Multimodal LLM-based Agents [PDF] [Github] [Website]

Dongping Chen *, Yue Huang *, Siyuan Wu *, Jingyu Tang *, Liuyi Chen, Yilin Bai, Zhigang He, Chenlong Wang, Huichi Zhou, Yiqiang Li, Tianshuo Zhou, Yue Yu, Chujie Gao, Qihui Zhang, Yi Gui, Zhen Li, Yao Wan, Pan Zhou, Jianfeng Gao, Lichao Sun

ICLR 2024

MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use PDF

Yue Huang, Jiawen Shi, Yuan Li, Chenrui Fan, Siyuan Wu, Qihui Zhang, Yixin Liu, Pan Zhou, Yao Wan, Neil Zhenqiang Gong, Lichao Sun

Code

WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs

Yi Gui, Zhen Li, Yao Wan, Yemin Shi, Hongyu Zhang, Yi Su, Bohua Chen, Dongping Chen, Siyuan Wu, Xing Zhou, Wenbin Jiang, Hai Jin, Xiangliang Zhang

1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators? PDF

Yue Huang, Chenrui Fan, Yuan Li, Siyuan Wu, Tianyi Zhou, Xiangliang Zhang, Lichao Sun

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries PDF

Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

📖 Educations

2021.09 - 2025.06 (expected), BEng., Huazhong University of Science and Technology

💻 Services

2025, Reviewer for NAACL 2025