Publications

2025

  1. Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge
    Boyu Gou, Zanming Huang, Yuting Ning, Yu Gu, Michael Lin, Weijian Qi, Andrei Kopanev, Botao Yu, Bernal Jiménez Gutiérrez, Yiheng Shu, Chan Hee Song, Jiaman Wu, Shijie Chen, Hanane Nour Moussa, Tianshu Zhang, Jian Xie, Yifei Li, Zeyi Liao, Tianci Xue, Kai Zhang, Boyuan Zheng, Zhaowei Cai, Viktor Rozgic, Morteza Ziyadi, Huan Sun, and Yu Su
    In The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track 2025
    arXiv Code
  2. GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation
    Qianheng Zhang, Song Gao, Chen Wei, Yibo Zhao, Ying Nie, Ziru Chen, Shijie Chen, Yu Su, and Huan Sun
    Transactions in GIS 2025
    arXiv
  3. Completing A Systematic Review in Hours instead of Months with Interactive AI Agents
    Rui Qiu, Shijie Chen, Yu Su, Po-Yin Yen, and Han Wei Shen
    In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) Jul 2025
    Code
  4. AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists
    Yifei Li, Hanane Nour Moussa, Ziru Chen, Shijie Chen, Botao Yu, Mingyi Xue, Benjamin Burns, Tzu-Yao Chiu, Vishal Dey, Zitong Lu, Chen Wei, Qianheng Zhang, Tianyu Zhang, Song Gao, Xuhui Huang, Xia Ning, Nesreen K. Ahmed, Ali Payani, and Huan Sun
    In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing Nov 2025
    arXiv
  5. Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers
    Shijie Chen, Bernal Jimenez Gutierrez, and Yu Su
    In The Thirteenth International Conference on Learning Representations Nov 2025
    arXiv Code
  6. 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
    In The Thirteenth International Conference on Learning Representations Nov 2025
    arXiv Code

2024

  1. Multi-Task Learning in Natural Language Processing: An Overview
    Shijie Chen, Yu Zhang, and Qiang Yang
    ACM Computing Surveys Jul 2024
    arXiv

2023

  1. 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
  2. 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
  3. 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

2022

  1. 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

2019

  1. An Agent-Based Modelling Framework for Urban Agriculture
    Adam Ghandar, Georgios Theodoropoulos, Miner Zhong, Bowen Zheng, Shijie Chen, Yue Gong, and Ayyaz Ahmed
    In 2019 Winter Simulation Conference (WSC) Dec 2019
    PDF
  2. Technical Report on Conversational Question Answering
    Ying Ju, Fubang Zhao, Shijie Chen, Bowen Zheng, Xuefeng Yang, and Yunfeng Liu
    Sep 2019
    arXiv PDF

2018

  1. A Dynamic Data Driven Application System to Manage Urban Agricultural Ecosystems in Smart Cities
    Adam Ghandar, Georgios Theodoropoulos, Bowen Zheng, Shijie Chen, Yue Gong, and Miner Zhong
    In 2018 4th International Conference on Universal Village (UV) Oct 2018