@article{usinglargelanguagemodelstotackle, title = {Using Large Language Models to Tackle Fundamental Challenges in Graph Learning: A Comprehensive Survey}, author = {Mengran Li and Pengyu Zhang and Wenbin Xing and Yijia Zheng and Klim Zaporojets and Junzhou Chen and Ronghui Zhang and Yong Zhang and Siyuan Gong and Jia Hu and Xiaolei Ma and Zhiyuan Liu and Paul Groth and Marcel Worring}, year = {2025}, eprint = {2505.18475}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.18475v1}, }