Entity Classification on RelBench rel-avito user-visits
67.9AUCRT
Evaluation results
| Method | Links | |
|---|---|---|
| RTTraining Regime=Training from Scratch2026.06 | 67.9 | |
| RelGT2026.03 | 66.8 | |
| NBFNetTraining Regime=Training from Scratch2026.06 | 66.8 | |
| RelGTSupervision regime=fully supervised2026.02 | 66.78 | |
| FROG2026.05 | 66.42 | |
| RelGNNTraining Regime=Training from Scratch2026.06 | 66.4 | |
| RDL2026.05 | 66.35 | |
| RelGTTraining Regime=Training from Scratch2026.06 | 66.1 | |
| JUICETraining Regime=Training-free RFM2026.06 | 65.7 | |
| RelGNN2026.05 | 65.67 | |
| RDBLearnSupervision regime=no supervised training2026.02 | 65.49 | |
| JUICE (supp×8)Training Regime=Training-free RFM, Ensemble=8 independent supports2026.06 | 65.1 | |
| KumoRFMSupervision regime=no supervised training2026.02 | 64.85 | |
| K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.03 | 64.6 | |
| RDL-GNNTraining Regime=Training from Scratch2026.06 | 64.6 | |
| OpenRFM (tabicl)Training Regime=Ours2026.06 | 64.6 | |
| OpenRFM (tabpfn)Training Regime=Ours2026.06 | 64.6 | |
| K-SpaceSupervision=ST, Variant=Base2026.03 | 64.5 | |
| RDB-PFNTraining Regime=Pre-trained Prior2026.06 | 64.2 | |
| LLM-ASupervision regime=no supervised training2026.02 | 62.7 | |
| RTSupervision regime=no supervised training2026.02 | 62.6 | |
| GriffinSupervision regime=no supervised training2026.02 | 62.2 | |
| RT-PlurelTraining Regime=Pre-trained Prior2026.06 | 62.2 | |
| GriffinTraining Regime=Training-based (Official)2026.06 | 62 | |
| KumoRFMv1Training Regime=Training-based (Official)2026.06 | 61.7 | |
| LLM-BSupervision regime=no supervised training2026.02 | 60.28 | |
| K-SpaceSupervision=WD, Variant=Adv. (Gradient Projection)2026.03 | 60.2 | |
| K-SpaceSupervision=ALL, Variant=Base2026.03 | 58.3 | |
| RelLLMSupervision regime=no supervised training2026.02 | 56.17 | |
| XGBoostContext Size=642026.03 | 53.57 | |
| LightGBM2026.05 | 52.82 | |
| AutoGluonContext Size=642026.03 | 52.54 | |
| K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.03 | 52.3 | |
| K-SpaceSupervision=CD, Variant=Base2026.03 | 51.7 | |
| LimiX2mContext Size=642026.03 | 51.59 | |
| TabICLv1.1Context Size=642026.03 | 51.33 | |
| TabICLv1.1-1estimatorContext Size=642026.03 | 50.7 | |
| RDBPFNContext Size=642026.03 | 50.61 | |
| TabPFNv2Context Size=642026.03 | 50.42 | |
| MitraContext Size=642026.03 | 50.41 | |
| TabICLv1Context Size=642026.03 | 50.39 | |
| TabPFNv2.5-1estimatorContext Size=642026.03 | 48.51 | |
| Random ForestContext Size=642026.03 | 48.24 | |
| TabPFNv2.5Context Size=642026.03 | 48.14 | |
| LimiX16m-1estimatorContext Size=642026.03 | 48.06 | |
| LimiX16mContext Size=642026.03 | 47.56 | |
| RDBPFN_single_tableContext Size=642026.03 | 46.84 | |
| K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.03 | 42.1 | |
| K-SpaceSupervision=WD, Variant=Base2026.03 | 40.1 |