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.
GeoGPT: Understanding and processing geospatial tasks through an autonomous GPT.International Journal of Applied Earth Observation and Geoinforma- tion, 131, 103976
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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.