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About me

Hi, I’m Shijie Chen (陈士杰), a forth-year Ph.D. student at The Ohio State University (OSU) co-advised by Prof. Yu Su and Prof. Huan Sun. Before joining OSU, I obtained my bachelor’s degree from Southern University of Science and Technology (SUSTech) in Shenzhen, China. Here is my CV.

My research interest lies in natural language processing (NLP), especially on large language models (LLMs) and AI agents. I’m generally interested in understanding language semantics and building AI systems that are more interpretable and trustworthy.

news

10/2024 Excited to introduce ScienceAgentBench, our latest effort in rigorously benchmarking AI agents in data-driven scientific discovery!
10/2024 Check out our recent work Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers, where we propose In-context Re-ranking (ICR) that performs re-ranking with LLMs using only O(1) forward passes!

selected publications

  1. Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers
    Shijie Chen, Bernal Jiménez Gutiérrez, and Yu Su
    arXiv preprint 2024
    arXiv Code
  2. ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery
    Ziru Chen, Shijie Chen, Yuting Ning, Qianheng Zhang, Boshi Wang, Botao Yu, Yifei Li, Zeyi Liao, Chen Wei, Zitong Lu, Vishal Dey, Mingyi Xue, Frazier N. Baker, Benjamin Burns, Daniel Adu-Ampratwum, Xuhui Huang, Xia Ning, Song Gao, Yu Su, and Huan Sun
    arXiv preprint 2024
    arXiv Code Website
  3. Multi-Task Learning in Natural Language Processing: An Overview
    Shijie Chen, Yu Zhang, and Qiang Yang
    ACM Computing Surveys Jul 2024
    arXiv
  4. Mind2Web: Towards a Generalist Agent for the Web
    Xiang Deng, Yu Gu, Boyuan Zheng, Shijie Chen, Samuel Stevens, Boshi Wang, Huan Sun, and Yu Su
    NeurIPS 2023 Dataset Track (Spotlight) Jul 2023
    arXiv Code
  5. Error Detection for Interactive Text-to-SQL Semantic Parsing
    Shijie Chen, Ziru Chen, Huan Sun, and Yu Su
    In Findings of the Association for Computational Linguistics: EMNLP 2023 Dec 2023
    arXiv Code
  6. Text-to-SQL Error Correction with Language Models of Code
    Ziru Chen, Shijie Chen, Michael White, Raymond Mooney, Ali Payani, Jayanth Srinivasa, Yu Su, and Huan Sun
    In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics Jul 2023
    PDF Code
  7. Bootstrapping a User-Centered Task-Oriented Dialogue System
    Shijie Chen, Ziru Chen, Xiang Deng, Ashley Lewis, Lingbo Mo, Samuel Stevens, Zhen Wang, Xiang Yue, Tianshu Zhang, Yu Su, and Huan Sun
    1st Proceedings of Alexa Prize TaskBot (Alexa Prize 2021), 3rd place prize winner. Jul 2022
    arXiv Website