GeoContra: From Fluent GIS Code to Verifiable Spatial Analysis with Geography-Grounded Repair

Yinhao Xiao, Rongbo Xiao, Yihan Zhang

Reliable spatial analysis in GIScience requires preserving coordinate semantics, topology, units, and geographic plausibility. Current LLM-based GIS systems generate fluent scripts…