@article{beyondsemanticunderstandingpreservingcol,
  title = {Beyond Semantic Understanding: Preserving Collaborative Frequency Components in LLM-based Recommendation},
  author = {Minhao Wang and Yunhang He and Cong Xu and Zhangchi Zhu and Shuang Hao and Ning Liu and Wei Zhang},
  year = {2025},
  eprint = {2508.10312},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2508.10312},
}