@article{graphiclunlockinggraphlearningpotential, title = {GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design}, author = {Yuanfu Sun and Zhengnan Ma and Yi Fang and Jing Ma and Qiaoyu Tan}, year = {2025}, eprint = {2501.15755}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.15755v1}, }