TerraLogic: A Benchmark for Hierarchical Geospatial Reasoning in Earth Observation
TerraLogic, a benchmark for geospatial reasoning, is introduced and HieraPlan, a tool-augmented agent that organizes toolkits into functional hierarchies and performs fault-tolerant reasoning is proposed, providing a strong baseline with improved reasoning, cross-modal generalization, and error handling.