@article{anllmguidedqueryawareinferencesystemforg, title = {An LLM-Guided Query-Aware Inference System for GNN Models on Large Knowledge Graphs}, author = {Waleed Afandi and Hussein Abdallah and Ashraf Aboulnaga and Essam Mansour}, year = {2026}, eprint = {2603.04545}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.04545}, }