Entity Classification on RelBench rel-stack user-badge
89AUCRelGNN
Evaluation results
| Method | Links | |
|---|---|---|
| RelGNN2026.05 | 89 | |
| FROG2026.05 | 88.93 | |
| RDL2026.05 | 88.89 | |
| RTTraining Regime=Training from Scratch2026.06 | 88.5 | |
| NBFNetTraining Regime=Training from Scratch2026.06 | 88.4 | |
| RDL-GNNTraining Regime=Training from Scratch2026.06 | 87.9 | |
| RelGNNTraining Regime=Training from Scratch2026.06 | 87.5 | |
| OpenRFM (tabpfn)Training Regime=Ours2026.06 | 86.4 | |
| RelGTSupervision regime=fully supervised2026.02 | 86.32 | |
| RelGTTraining Regime=Training from Scratch2026.06 | 86.3 | |
| OpenRFM (tabicl)Training Regime=Ours2026.06 | 86.3 | |
| KumoRFMv1Training Regime=Training-based (Official)2026.06 | 85.4 | |
| RDBLearnSupervision regime=no supervised training2026.02 | 85.26 | |
| JUICE (supp×8)Training Regime=Training-free RFM, Ensemble=8 independent supports2026.06 | 83.9 | |
| RDB-PFNTraining Regime=Pre-trained Prior2026.06 | 83.9 | |
| GriffinTraining Regime=Training-based (Official)2026.06 | 83.9 | |
| RTSupervision regime=no supervised training2026.02 | 83.6 | |
| JUICETraining Regime=Training-free RFM2026.06 | 83.1 | |
| GriffinSupervision regime=no supervised training2026.02 | 82.3 | |
| LimiX16mContext Size=642026.03 | 81.07 | |
| MitraContext Size=642026.03 | 81.05 | |
| TabICLv1Context Size=642026.03 | 80.83 | |
| TabICLv1.1Context Size=642026.03 | 80.44 | |
| LLM-ASupervision regime=no supervised training2026.02 | 80 | |
| KumoRFMSupervision regime=no supervised training2026.02 | 80 | |
| LimiX16m-1estimatorContext Size=642026.03 | 79.92 | |
| LimiX2mContext Size=642026.03 | 79.59 | |
| TabICLv1.1-1estimatorContext Size=642026.03 | 79.55 | |
| TabPFNv2.5Context Size=642026.03 | 79.41 | |
| TabPFNv2.5-1estimatorContext Size=642026.03 | 78.16 | |
| TabPFNv2Context Size=642026.03 | 78.04 | |
| RDBPFNContext Size=642026.03 | 77.29 | |
| Random ForestContext Size=642026.03 | 77.19 | |
| RDBPFN_single_tableContext Size=642026.03 | 76.19 | |
| RT-PlurelTraining Regime=Pre-trained Prior2026.06 | 71.6 | |
| LLM-BSupervision regime=no supervised training2026.02 | 71.13 | |
| XGBoostContext Size=642026.03 | 67.22 | |
| LightGBM2026.05 | 63.16 | |
| RelLLMSupervision regime=no supervised training2026.02 | 62.12 | |
| AutoGluonContext Size=642026.03 | 59.27 |