About Me

I am currently a full-time NLP engineer at TAL Education Group (NYSE: TAL) and fortunately advised by Prof. Zitao Liu.

Prior to TAL, I got my M.S. degree in NLP2CT Lab at the University of Macau, thankfully advised by Prof. Derek F. Wong.

My research interests include AI in Education, Natural Language Processing, Large Language Models, etc.

Selected Publications

  • A Prompt-Driven Framework for Multi-Domain Knowledge Tracing
    Zitao Liu, Shuyan Huang, Guo Teng, Mingliang Hou, Qianru Liang
    ACML 2024.

  • Xes3g5m: A knowledge tracing benchmark dataset with auxiliary information
    Zitao Liu, Qiongqiong Liu, Teng Guo, Jiahao Chen, Shuyan Huang, Xiangyu Zhao, Jiliang Tang, Weiqi Luo, Jian Weng
    NeurIPS 2024. [Paper]
  • Improving Low-Resource Knowledge Tracing Tasks by Supervised Pre-training and Importance Mechanism Fine-tuning
    Hengyuan Zhang, Zitao Liu, Shuyan Huang, Chenming Shang, Bojun Zhan, Yong Jiang
    Arxiv Preprint. [Paper]
  • Towards robust knowledge tracing models via k-sparse attention
    Shuyan Huang, Zitao Liu, Xiangyu Zhao, Weiqi Luo, Jian Weng
    SIGIR 2023. [Paper]
  • simpleKT: a simple but tough-to-beat baseline for knowledge tracing
    Zitao Liu, Qiongqiong Liu, Jiahao Chen, Shuyan Huang, Weiqi Luo
    ICLR 2023. [Paper]
  • Improving interpretability of deep sequential knowledge tracing models with question-centric cognitive representations
    Jiahao Chen, Zitao Liu, Shuyan Huang, Qiongqiong Liu, Weiqi Luo
    AAAI 2023. [Paper]
  • Enhancing deep knowledge tracing with auxiliary tasks
    Zitao Liu, Qiongqiong Liu, Jiahao Chen, Shuyan Huang, Boyu Gao, Weiqi Luo, Jian Weng
    WWW 2023. [Paper]
  • Assessing Student Performance with Multi-granularity Attention from Online Classroom Dialogue
    Jiahao Chen, Zitao Liu, Shuyan Huang, Yaying Huang, Xiangyu Zhao, Boyu Gao, Weiqi Luo
    CIKM 2023. [Paper]
  • SC-Ques: A Sentence Completion Question Dataset for English as a Second Language Learners
    Qiongqiong Liu, Yaying Huang, Zitao Liu, Shuyan Huang, Jiahao Chen, Xiangyu Zhao, Guimin Lin, Yuyu Zhou, Weiqi Luo
    ITS 2023. [Paper]
  • An Interactive Framework of Balancing Evaluation Cost and Prediction Accuracy for Knowledge Tracing
    Weili Sun, BoYu Gao, Jiahao Chen, Shuyan Huang, Weiqi Luo
    BigData 2023. [Paper]
  • pyKT: a python library to benchmark deep learning based knowledge tracing models
    Zitao Liu, Qiongqiong Liu, Jiahao Chen, Shuyan Huang, Jiliang Tang, Weiqi Luo
    NeurIPS 2022. [Paper]
  • DialogID: A Dialogic Instruction Dataset for Improving Teaching Effectiveness in Online Environments
    Zitao Liu, Qiongqiong Liu, Jiahao Chen, Shuyan Huang, Jiliang Tang, Weiqi Luo
    CIKM 2022. [Paper]
  • A design of a simple yet effective exercise recommendation system in K-12 online learning
    Shuyan Huang, Qiongqiong Liu, Jiahao Chen, Xiangen Hu, Zitao Liu, Weiqi Luo
    AIED 2022. [Paper]

Awards

  • Top 100 Open Source Achievement Award 2023
  • The First Prize of The Quest for Quality Questions 2023
  • Resource Track Best Paper Honorable Mention CIKM 2022

Services

  • PC Members of AIED 2024
  • PC Members of The Web Conference 2024
  • PC Members of AIED 2023