Item Sales Regression on rel-hm
30.9R2RT (ours)
Evaluation results
| Method | Links | |
|---|---|---|
| RT (ours)Target DB in pretraining=Yes, Parameter count=22M, Zero-shot=true2025.10 | 30.9 | |
| RT (ours)Target DB in pretraining=No, Parameter count=22M, Zero-shot=true2025.10 | 14 | |
| GemmaTarget DB in pretraining=Maybe, Parameter count=4B, Zero-shot=true2025.10 | 9 | |
| GemmaTarget DB in pretraining=Maybe, Parameter count=12B, Zero-shot=true2025.10 | 9 | |
| GemmaTarget DB in pretraining=Maybe, Parameter count=27B, Zero-shot=true2025.10 | 9 | |
| GriffinTarget DB in pretraining=No, Parameter count=22M, Zero-shot=true2025.10 | 2.7 | |
| GriffinTarget DB in pretraining=Yes, Parameter count=22M, Zero-shot=true2025.10 | 2.5 | |
| Entity MeanTarget DB in pretraining=No, Parameter count=0, Zero-shot=true2025.10 | 1.8 | |
| OpenRFMTraining setup=Ours, Variant=tabpfn2026.06 | 0.533 | |
| JUICETraining setup=Training-free RFM2026.06 | 0.331 | |
| RTTraining setup=Training from Scratch2026.06 | 0.296 | |
| OpenRFMTraining setup=Ours, Variant=tabicl2026.06 | 0.287 | |
| JUICETraining setup=Training-free RFM, Variant=suppx82026.06 | 0.281 | |
| NBFNetTraining setup=Training from Scratch2026.06 | 0.23 | |
| RelGNNTraining setup=Training from Scratch2026.06 | 0.23 | |
| RDL-GNNTraining setup=Training from Scratch2026.06 | 0.227 | |
| RelGTTraining setup=Training from Scratch2026.06 | 0.226 | |
| GriffinTraining setup=Training-based (Official)2026.06 | 0.216 | |
| RDB-PFNTraining setup=Pre-trained Prior2026.06 | 0.19 | |
| RT-PlurelTraining setup=Pre-trained Prior2026.06 | 0.123 | |
| KumoRFMv1Training setup=Training-based (Official)2026.06 | -0.101 |