MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models. - Mahir Labib Dihan; Md Tanvir Hassan; Md Tanvir Parvez; Md Hasebul Hasan; Md Almash Alam; Muhammad Aamir Cheema; Mohammed Eunus Ali; Md. Rizwan Parvez (CoRR, 2025)