@article{semanticrefinementwithllmsforgraphrepres,
  title = {Semantic Refinement with LLMs for Graph Representations},
  author = {Safal Thapaliya and Zehong Wang and Jiazheng Li and Ziming Li and Yanfang Ye and Chuxu Zhang},
  year = {2025},
  eprint = {2512.21106},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2512.21106},
}