ResearchBenchmarksBinary Classification on held-out n=2,332 (test)Follow99.61AccuracyXGBoost89.584492.187294.7997.3928Apr 9, 2026Evaluation ResultsMethodMethodLinksAccuracyAUC-ROCPrecisionRecallF1-scoreXGBoostClassifier type=tree-b...Classifier type=tree-based ensemble2026.0499.6199.9699.3399.1799.25RFClassifier type=tree-b...Classifier type=tree-based ensemble2026.0499.6199.9799.59999.25LightGBMClassifier type=tree-b...Classifier type=tree-based ensemble2026.0499.6199.9799.59999.25LRClassifier type=linear...Classifier type=linear model baseline2026.0489.9795.8473.2296.1783.14