GeoBenchmark: Probing Large Language Models for Geo-Spatial Knowledge
GeoBenchmark is presented, a benchmark for evaluating geographic commonsense along three core spatial relations: direction, distance, and topology, which demonstrates strong factual recall of general-purpose knowledge but struggle with grounded geospatial knowledge.