Binary Classification on Income
0.928AUCXGBoost
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoostInterpretability=No, Complex.=N/A2026.02 | 0.928 | — | |
| EB2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.928 | — | |
| EBMInterpretability=Yes, Complex.=O(n)2026.02 | 0.927 | — | |
| NODE-GAMInterpretability=Yes, Complex.=O(n)2026.02 | 0.927 | — | |
| NAEInterpretability=Yes, Complex.=O(n)2026.02 | 0.927 | — | |
| NODE-GA2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.923 | — | |
| NODEInterpretability=No, Complex.=N/A2026.02 | 0.919 | — | |
| SplineInterpretability=Yes, Complex.=O(n)2026.02 | 0.918 | — | |
| NBMInterpretability=Yes, Complex.=O(n)2026.02 | 0.918 | — | |
| NB2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.917 | — | |
| MLPInterpretability=No, Complex.=N/A2026.02 | 0.914 | — | |
| NA2MInterpretability=Yes, Complex.=O(n^2)2026.02 | 0.912 | — | |
| Capmode=oracle-style upper bound2026.01 | 0.91 | — | |
| NAMInterpretability=Yes, Complex.=O(n)2026.02 | 0.91 | — | |
| LinearInterpretability=Yes, Complex.=O(n)2026.02 | 0.9 | — | |
| LoIDmode=our method, backbone=Gemma-2-27B, alpha=0.2, gamma=2, N_sent=102026.01 | 0.87 | 57 | |
| AutoElicitmode=baseline2026.01 | 0.85 | — | |
| OOD-LRdescription=logistic regression trained on an OOD training set2026.01 | 0.78 | — | |
| LLMProcmode=baseline2026.01 | 0.51 | — |