@inproceedings{li-etal-2026-static, title = "Static Models, Dynamic World: A Unified Perspective on Temporal Perception in Large Language Models", author = "Li, Chenhao and Song, Dandan and Zhou, Changzhi and Yang, Jun and Tian, Yuhang and Ma, Huipeng and Feng, Guangyuan and Zhang, Luan and Li, Xudong and Duan, Ke", 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.92/", pages = "1913--1932", ISBN = "979-8-89176-395-1" }