ResearchBenchmarksReliability Prediction on NGOpt14 3_0.1Reliability Prediction on NGOpt14 3_0.1Follow0.967Precision (Class 1)CatBoost0.965960.966230.96650.96677May 27, 2026Evaluation resultsMethodMethodLinksPrecision (Class 1)Recall (Class 1)F1 Score (Class 1)Precision (Class 0)Recall (Class 0)F1 Score (Class 0)CatBoost2026.050.9670.9370.9520.6360.7780.7XGBoost2026.050.9660.9050.9340.5380.7780.636