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Off-the-shelf VLMs can replace fragile heuristic rules for bitemporal change simulation, unlocking context-aware geospatial reasoning to yield higher-utility synthetic data at a fraction of the sample scale.
LongEarth-R1 outperforms all existing models on long-sequence Earth observation tasks, revealing the critical importance of structured reasoning in complex spatial analyses.
