Geospatial foundation model literature lacks standardized evaluation protocols, causing widespread cross-paper scoring discrepancies and unreleased weights, so six concrete community standards are proposed.
Pooled conformal calibration causes irreducible cross-group coverage distortion and a fundamental tension between equalized coverage and set size. Calibration shifts heterogeneity between coverage and size rather than removing it.