@inproceedings{ridoy-etal-2026-geo, title = "Geo-spatial and Geo-temporal Reasoning in Vision-Language and Large Language Models : A Review", author = "Ridoy, Shahriyar Zaman and Wasi, Azmine Toushik and Tonmoy, Koushik Ahamed and Parvez, Md Rizwan", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Proceedings of the 15th International Joint Conference on Natural Language Processing and the 5th Conference of the {A}sia-Pacific Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.aacl-long.65/", pages = "1377--1411", ISBN = "979-8-89176-439-2" }