Entity Classification on RelBench rel-stack user-engage
90.6AUCKumoRFMv1
Evaluation results
| Method | Links | |
|---|---|---|
| KumoRFMv1Training Regime=Training-based (Official)2026.06 | 90.6 | |
| RelGTSupervision regime=fully supervised2026.02 | 90.53 | |
| RelGTTraining Regime=Training from Scratch2026.06 | 90.5 | |
| NBFNetTraining Regime=Training from Scratch2026.06 | 90.1 | |
| RDL-GNNTraining Regime=Training from Scratch2026.06 | 89.6 | |
| JUICE (supp×8)Training Regime=Training-free RFM, Ensemble=8 independent supports2026.06 | 89.6 | |
| GriffinSupervision regime=no supervised training2026.02 | 89.4 | |
| RelGNNTraining Regime=Training from Scratch2026.06 | 89.4 | |
| RDBLearnSupervision regime=no supervised training2026.02 | 89.39 | |
| OpenRFM (tabicl)Training Regime=Ours2026.06 | 88.5 | |
| JUICETraining Regime=Training-free RFM2026.06 | 88.4 | |
| OpenRFM (tabpfn)Training Regime=Ours2026.06 | 88.4 | |
| RTSupervision regime=no supervised training2026.02 | 87.8 | |
| RDB-PFNTraining Regime=Pre-trained Prior2026.06 | 87.3 | |
| KumoRFMSupervision regime=no supervised training2026.02 | 87.09 | |
| RTTraining Regime=Training from Scratch2026.06 | 84.6 | |
| GriffinTraining Regime=Training-based (Official)2026.06 | 83.8 | |
| LLM-BSupervision regime=no supervised training2026.02 | 81.01 | |
| RT-PlurelTraining Regime=Pre-trained Prior2026.06 | 78.1 | |
| LLM-ASupervision regime=no supervised training2026.02 | 78 | |
| RelLLMSupervision regime=no supervised training2026.02 | 69.46 |