Binary Classification on Diabetes
0.84AUCLoID
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LoIDmode=our method, backbone=Gemma-2-27B, alpha=0.2, gamma=2, N_sent=102026.01 | 0.84 | 99 | — | — | — | — | |
| Capmode=oracle-style upper bound2026.01 | 0.84 | — | — | — | — | — | |
| LoIDmode=our method, backbone=Gemma-2-27B, alpha=0.2, gamma=2, N_sent=102026.01 | 0.84 | 88 | — | — | — | — | |
| Capmode=oracle-style upper bound2026.01 | 0.84 | — | — | — | — | — | |
| Random Forest2026.05 | 0.835 | — | — | — | — | 75.3 | |
| AutoElicitmode=baseline2026.01 | 0.83 | — | — | — | — | — | |
| AutoElicitmode=baseline2026.01 | 0.83 | — | — | — | — | — | |
| Logistic Regression2026.05 | 0.826 | — | — | — | — | 74.2 | |
| TT-SPARSE2026.03 | 0.8208 | — | — | — | 149 | — | |
| OOD-LRdescription=logistic regression trained on an OOD training set2026.01 | 0.82 | — | — | — | — | — | |
| OOD-LRdescription=logistic regression trained on an OOD training set2026.01 | 0.81 | — | — | — | — | — | |
| RuleFit2026.03 | 0.8024 | — | — | — | 197 | — | |
| TabM2026.03 | 0.7957 | — | — | — | — | — | |
| SBN2025.07 | 0.792 | — | 0.041 | 0.695 | — | — | |
| XGBoost2025.07 | 0.791 | — | 0.028 | 0.695 | — | — | |
| Gradient Boosting2026.05 | 0.782 | — | — | — | — | 69.7 | |
| GLRM2026.03 | 0.7796 | — | — | — | 8,710 | — | |
| MLP2026.05 | 0.761 | — | — | — | — | 67.4 | |
| RRL2026.03 | 0.7609 | — | — | — | 247 | — | |
| LLMProcmode=baseline2026.01 | 0.74 | — | — | — | — | — | |
| Classy2026.03 | 0.726 | — | — | — | 143 | — | |
| DWN2026.03 | 0.7186 | — | — | — | 58,826 | — | |
| LLMProcmode=baseline2026.01 | 0.7 | — | — | — | — | — | |
| NeuRules2026.03 | 0.6854 | — | — | — | 181 | — | |
| GOSDT2026.03 | 0.6443 | — | — | — | 52 | — | |
| RL-Net2026.03 | 0.6442 | — | — | — | 910 | — | |
| DP-FinDiffε-DP=12025.11 | 0.584 | — | — | — | — | — | |
| DP-FinDiffε-DP=102025.11 | 0.582 | — | — | — | — | — | |
| DP-FinDiffε-DP=0.22025.11 | 0.572 | — | — | — | — | — | |
| DP-TVAEε-DP=102025.11 | 0.572 | — | — | — | — | — | |
| DP-TabDDPMε-DP=102025.11 | 0.512 | — | — | — | — | — | |
| DP-TVAEε-DP=12025.11 | 0.505 | — | — | — | — | — | |
| DP-TabDDPMε-DP=0.22025.11 | 0.502 | — | — | — | — | — | |
| DP-CTGANε-DP=0.22025.11 | 0.501 | — | — | — | — | — | |
| DP-TabDDPMε-DP=12025.11 | 0.501 | — | — | — | — | — | |
| DP-CTGANε-DP=102025.11 | 0.497 | — | — | — | — | — | |
| DP-TVAEε-DP=0.22025.11 | 0.494 | — | — | — | — | — | |
| DP-CTGANε-DP=12025.11 | 0.493 | — | — | — | — | — |