@inproceedings{tang-etal-2026-implicit, title = "From Implicit Graph Encoding to Explicit Evidence: A Training-Free {LLM} Framework for Temporal Knowledge Graph Reasoning", author = "Tang, Guo and Cheng, Ke and Fan, Huiming and Chang, Heng and Zheng, Wenxiang and Ou, Xianhao and Xiang, Junjia and Liu, Ming and Zhou, Yujun and Lanyu, Li and Qin, Bing", 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.266/", pages = "5383--5405", ISBN = "979-8-89176-395-1" }