arXiv · 2025 · Preprint

How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization

Shezheng Song, Hao Xu, Jun Ma, Shasha Li, Long Peng, Qian Wan, Xiao-Dong Liu, Jie Yu

Date
2025-01-23
Citations
15
arXiv
2501.13669
Cite
@misc{song2025alleviate,
  title = {How to Alleviate Catastrophic Forgetting in LLMs Finetuning? Hierarchical Layer-Wise and Element-Wise Regularization},
  author = {Shezheng Song and Hao Xu and Jun Ma and Shasha Li and Long Peng and Qian Wan and Xiao-Dong Liu and Jie Yu},
  year = {2025},
  eprint = {2501.13669},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2501.13669},
}