Siyuan Wu

Siyuan Wu

Siyuan Wu

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.

πŸ’‘ 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.

πŸ”₯ News

  • 2024.09: Β πŸŽ‰πŸŽ‰ HonestLLM has been accepted by NeurIPS 2024! Congratulations to Chujie and Yue !
  • 2024.05: Β πŸŽ‰πŸŽ‰ TrustLLM has been accepted by ICML 2024! Congratulations to Yue!
  • 2024.01: Β πŸŽ‰πŸŽ‰ MetaTool has been accepted by ICLR 2024! Congratulations to Yue!

πŸ“ Publications

ICML 2024
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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 ibm huggingface report Website Dataset Data Map Leaderboard Toolkit Document

NeurIPS 2024
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NeurIPS 2024 The Best of Both Worlds*: Toward an Honest and Helpful Large Language Model

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

Code Website

ICLR 2024
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ICLR 2024 MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use

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

Code

EMNLP 2024 1+1>2: Can Large Language Models Serve as Cross-Lingual Knowledge Aggregators? Yue Huang, Chenrui Fan, Yuan Li, Siyuan Wu, Tianyi Zhou, Xiangliang Zhang, Lichao Sun

EACL 2024

EACL 2024 NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

πŸ€ Preprint

Preprint
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UniGen: A Unified Framework for Textual Dataset Generation Using Large Language Models

[PDF] [Github] [Website]

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

Preprint
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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

πŸ“– Educations

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