@inproceedings{luo-etal-2026-graph, title = "Graph-Assisted Large Language Models: A Perspective on Mitigating Intrinsic Limitations", author = "Luo, Haitong and Wang, Fali and Zhang, Weiyao and Zhang, Xianren and Zhang, Zhiwei and Zhao, Tianxiang and Lin, Minhua and Zhang, Jiahao and Liu, Hui and Tang, Xianfeng and He, Qi and Wang, Suhang and Meng, Xuying and Zhang, Yujun", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.945/", pages = "18936--18955", ISBN = "979-8-89176-395-1" }