Binary Classification on Stage 1 binary (left join)
99.7ROC-AUCCatBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CatBoostHyper-parameter tuning=true2026.06 | 99.7 | 93.2 | 88.4 | 99.7 | |
| Voting ensembleEnsemble level=top-32026.06 | 99.7 | 93.7 | 88.3 | 99.7 | |
| Extra TreesSampling strategy=SMOTE2026.06 | 99.7 | 93.5 | 88 | 99.7 | |
| Random ForestHyper-parameter tuning=true2026.06 | 99.7 | 92.9 | 87.9 | 99.6 | |
| AutoGluonEnsemble level=Ens. L32026.06 | 99.7 | — | 88.1 | — | |
| XGBoostHyper-parameter tuning=true2026.06 | 99.6 | 91.3 | 88.4 | 99.6 | |
| LightGBMHyper-parameter tuning=true2026.06 | 99.6 | 91 | 88.3 | 99.6 | |
| LLM-STACKED2026.06 | 99.6 | 89.7 | 90 | 98.7 | |
| LogRegFeature selection=true2026.06 | 99 | 81 | 77.7 | 98.9 | |
| LLM-EMBED LogReg2026.06 | 98.2 | 66.7 | 68.4 | 97.7 | |
| LLM-PROMPTEDModel variant=Sonnet 42026.06 | 50 | 4.5 | 8.6 | 50 |