ResearchBenchmarksLoss Curve Prediction on StepLaw In-distributionFollow0.0258MAENCPL0.025720.026260.02680.02734Feb 10, 2026Evaluation ResultsMethodMethodLinksMAERMSENCPLTraining Protocol=scra...Training Protocol=scratch, Backbone Size=1.7B2026.020.02580.0941NCPLTraining Protocol=scra...Training Protocol=scratch, Backbone Size=135M2026.020.02650.0943XGBoost2026.020.02750.1068NCPLTraining Protocol=fine...Training Protocol=fine-tuning, Backbone Size=1.7B2026.020.02780.0981