@inproceedings{han-etal-2025-reasoning, title = "Reasoning with Graphs: Structuring Implicit Knowledge to Enhance {LLM}s Reasoning", author = "Han, Haoyu and Xie, Yaochen and Liu, Hui and Tang, Xianfeng and Nag, Sreyashi and Headden, William and Li, Yang and Luo, Chen and Ji, Shuiwang and He, Qi and Tang, Jiliang", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/display_plenaries/2025.findings-acl.1319/", pages = "25698--25714", ISBN = "979-8-89176-256-5" }