@article{noclnodeorientedconceptualizationllmfor,
  title = {NOCL: Node-Oriented Conceptualization LLM for Graph Tasks without Message Passing},
  author = {Wei Li and Mengcheng Lan and Jiaxing Xu and Yiping Ke},
  year = {2025},
  eprint = {2506.10014},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2506.10014v1},
}