@article{canlargelanguagemodelsimprovespectral, title = {Can Large Language Models Improve Spectral Graph Neural Networks?}, author = {Kangkang Lu and Yanhua Yu and Zhiyong Huang and Tat-Seng Chua}, year = {2025}, eprint = {2506.14220}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.14220v1}, }