@inproceedings{cui-etal-2026-augur, title = "Augur: Modeling Covariate Causal Associations in Time Series via Large Language Models", author = "Cui, Zhiqing and Wang, Binwu and Liu, Qingxiang and Wang, Yeqiang and Zhou, Zhengyang and Liang, Yuxuan and Wang, Yang", 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.32/", pages = "764--787", ISBN = "979-8-89176-390-6" }