@article{llmenhancersforgnnsananalysisfromthe,
  title = {Large Language Model Enhancers for Graph Neural Networks: An Analysis from the Perspective of Causal Mechanism Identification},
  author = {Hang Gao and Wenxuan Huang and Fengge Wu and Junsuo Zhao and Changwen Zheng and Huaping Liu},
  year = {2025},
  eprint = {2505.08265},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.08265v2},
}