@article{acomprehensiveanalysisonllmbasednode, title = {When Do LLMs Help With Node Classification? A Comprehensive Analysis}, author = {Xixi Wu and Yifei Shen and Fangzhou Ge and Caihua Shan and Yizhu Jiao and Xiangguo Sun and Hong Cheng}, year = {2025}, eprint = {2502.00829}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.00829v2}, }