ResearchBenchmarksFM10 Prediction on Oklahoma field data All observed FM10 (n = 1,232)Follow0.79R-squaredNelson0.55080.61290.6750.7371Apr 2, 2026Evaluation ResultsMethodMethodLinksR-squaredBias (%)RMSE (%)Nelsonmode=hourlymode=hourly2026.040.790.9—RNNprediction_mode=Zero-S...prediction_mode=Zero-Shot, replications=100, statistic=mean ± standard deviation2026.040.560.916.79