Publications

Dagger symbol (†) indicates that the authors have contributed equally.

Research Highlights

• Uncovering Overfitting in Large Language Model Editing
  Mengqi Zhang†, Xiaotian Ye†, Qiang Liu, Pengjie Ren, Shu Wu, Zhumin Chen
  arxiv | pdf
  ICLR 2025 Spotlight

• Knowledge Graph Enhanced Large Language Model Editing
  Mengqi Zhang†, Xiaotian Ye†, Qiang Liu, Pengjie Ren, Shu Wu, Zhumin Chen
  arxiv | pdf
  EMNLP 2024 Main

Preprints & Other Publications

• Open Problems and a Hypothetical Path Forward in LLM Knowledge Paradigms
  Xiaotian Ye, Mengqi Zhang, Shu Wu
  arxiv | pdf
  Preprint, in submission

• Disentangling Knowledge Representations for Large Language Model Editing
  Mengqi Zhang†, Zisheng Zhou†, Xiaotian Ye, Zhaochun Ren, Zhumin Chen, Pengjie Ren
  Preprint, in submission

• UIPE: Enhancing LLM Unlearning by Removing Knowledge Related to Forgetting Targets
  Wenyu wang, Mengqi Zhang, Xiaotian Ye, Zhaochun Ren, Zhumin Chen, Pengjie Ren
  arxiv | pdf
  Preprint, in submission

• KELE: Residual Knowledge Erasure for Enhanced Multi-hop Reasoning in Knowledge Editing
  Mengqi Zhang†, Bowen Fang†, Qiang Liu, Xiaotian Ye, Shu Wu, Pengjie Ren, Zhumin Chen et al.
  Preprint, in submission