@inproceedings{kim-etal-2026-ctrl, title = "{CTRL}: Control-Based Time Series Forecasting with {LLM}-Guided Residual Learning", author = "Kim, Minkyoung and Ji, Daeun and Lee, Yohan and Kim, Beomsoo and Jang, Beakcheol", 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.1104/", pages = "21952--21968", ISBN = "979-8-89176-395-1" }