@inproceedings{zhao-etal-2026-contextual, title = "Contextual Causality with Large Language Models: A Survey", author = "Zhao, Yiheng and Yan, Jun and Hu, Chengming", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.493/", pages = "10333--10348", ISBN = "979-8-89176-462-0" }