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Jiatong Li

M.S. student, School of Data Science, University of Science and Technology of China (USTC)

Publications

(* denotes equal contribution.)

Preprints

  1. Jiatong Li, Renjun Hu, Kunzhe Huang, Yan Zhuang, Qi Liu, Mengxiao Zhu, Xing Shi, Wei Lin (2024). PertEval: Unveiling Real Knowledge Capacity of LLMs with Knowledge-Invariant Perturbations. In Arxiv. [Paper]
  2. Yifei Yuan, Jiatong Li, Weijia Zhang, Mohammad Aliannejadi, Evangelos Kanoulas, Renjun Hu. Summarize-Exemplify-Reflect: Transforming Data into Insights for LLM-based Tabular Classification. Under Review.
  3. Zirui Liu, Yan Zhuang, Qi Liu, Jiatong Li, Yuren Zhang, Zhenya Huang, Jinze Wu, Shijin Wang. Computerized Adaptive Testing via Collaborative Ranking. Under Review.
  4. Qi Liu, Yan Zhuang, Haoyang Bi, Zhenya Huang, Weizhe Huang, Jiatong Li, Junhao Yu, Zirui Liu, Zirui Hu, Yuting Hong, Zachary A. Pardos, Haiping Ma, Mengxiao Zhu, Shijin Wang, Enhong Chen (2024). Survey of Computerized Adaptive Testing: A Machine Learning Perspective. In Arxiv. [Paper]
  5. Jiatong Li*, Rui Li*, Qi Liu (2023). Beyond Static Datasets: A Deep Interaction Approach to LLM Evaluation. In Arxiv. [Paper]

Publications

  1. Jiatong Li, Qi Liu, Fei Wang, Jiayu Liu, Zhenya Huang, Fangzhou Yao, Linbo Zhu, Yu Su (2024). Towards the Identifiability and Explainability for Personalized Learner Modeling: An Inductive Paradigm. In TheWebConf 2024 (pp. 3420-3431). ACM. [Paper][Code][中文解读]
  2. Fangzhou Yao, Qi Liu, Linan Yue, Weibo Gao, Jiatong Li, Xin Li, Yuanjing He (2024). AdaD: An Adaptive Response Denoising Framework for Robust Student Modeling. In SIGKDD 2024. [Paper]
  3. Junzhe Jiang, Shang Qu, Mingyue Cheng, Qi Liu, Zhiding Liu, Hao Zhang, Rujiao Zhang, Kai Zhang, Rui Li, Jiatong Li, Min Gao (2024). Language Modeling for Content-enriched Recommendation. In DASFAA 2024.
  4. Jiatong Li, Fei Wang, Qi Liu, Mengxiao Zhu, Wei Huang, Zhenya Huang*, Enhong Chen, Yu Su, Shijin Wang (2022). HierCDF: A Bayesian Network-based Hierarchical Cognitive Diagnosis Framework. In SIGKDD 2022 (pp. 904–913). ACM. [Paper][Code]