ResearchBenchmarksReliability Prediction on NGOpt38 0.1 2Reliability Prediction on NGOpt38 0.1 2Follow94.4Precision (Class 1)LightGBM92.94493.32293.794.078May 27, 2026Evaluation resultsMethodMethodLinksPrecision (Class 1)Recall (Class 1)F1 Score (Class 1)Precision (Class 0)Recall (Class 0)F1 Score (Class 0)LightGBM2026.0594.487.991.161.178.668.8XGBoost2026.059391.492.266.771.469