@inproceedings{kim-etal-2026-large, title = "Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams", author = "Kim, Jiyeon and Lee, Hyunji and Zhou, Dylan and Park, Sue Hyun and Yoon, Seunghyun and Bui, Trung and Dernoncourt, Franck and Cha, Sungmin and Seo, Minjoon", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1956/", pages = "42240--42272", ISBN = "979-8-89176-390-6" }