GeoContra uses executable geospatial contracts plus static, runtime, and semantic checks with a repair loop to raise spatial correctness of LLM-generated GIS code by an average of 26.6% across 11 models on over 7,000 real tasks.
SkySense++: A multi-modal remote sensing foundation model to- wards universal interpretation for Earth observation imagery.Nature Machine Intelligence, 7, 836–852
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GeoContra: From Fluent GIS Code to Verifiable Spatial Analysis with Geography-Grounded Repair
GeoContra uses executable geospatial contracts plus static, runtime, and semantic checks with a repair loop to raise spatial correctness of LLM-generated GIS code by an average of 26.6% across 11 models on over 7,000 real tasks.