User Badge Prediction on Rel Stack User Badge
89ROC-AUCRelGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| RelGNN2026.05 | 89 | |
| RelPrism2026.05 | 88.4 | |
| RelGT2026.03 | 86.3 | |
| RelGT2026.05 | 86.1 | |
| K-SpaceSupervision=ALL, Variant=Base2026.03 | 84.5 | |
| K-SpaceSupervision=ALL, Variant=Adv. (Gradient Projection)2026.03 | 83.5 | |
| K-SpaceSupervision=ST, Variant=Base2026.03 | 83.3 | |
| K-SpaceSupervision=ST, Variant=Adv. (Gradient Projection)2026.03 | 83.3 | |
| MitraContext Size=2562026.03 | 81.93 | |
| TabICLv1.1Context Size=2562026.03 | 81.81 | |
| TabICLv1Context Size=2562026.03 | 81.61 | |
| RelPrismShots=502026.05 | 81.6 | |
| TabICLv1.1-1estimatorContext Size=2562026.03 | 80.95 | |
| LimiX2mContext Size=2562026.03 | 79.25 | |
| TabPFNv2.5Context Size=2562026.03 | 79.16 | |
| LimiX16mContext Size=2562026.03 | 79.09 | |
| RDBPFNContext Size=2562026.03 | 78.64 | |
| Random ForestContext Size=2562026.03 | 78.49 | |
| GriffinShots=502026.05 | 78.4 | |
| RTShots=502026.05 | 77.1 | |
| LimiX16m-1estimatorContext Size=2562026.03 | 76.91 | |
| TabPFNv2.5-1estimatorContext Size=2562026.03 | 76.3 | |
| TabPFNv2Context Size=2562026.03 | 76.24 | |
| XGBoostContext Size=2562026.03 | 76.09 | |
| RDBPFN_single_tableContext Size=2562026.03 | 75.67 | |
| TVEShots=502026.05 | 75.6 | |
| K-SpaceSupervision=CD, Variant=Base2026.03 | 75.1 | |
| AutoGluonContext Size=2562026.03 | 70.46 | |
| K-SpaceSupervision=CD, Variant=Adv. (Gradient Projection)2026.03 | 69.8 | |
| K-SpaceSupervision=WD, Variant=Adv. (Gradient Projection)2026.03 | 61 | |
| RelGTShots=502026.05 | 57.7 | |
| STUNTShots=502026.05 | 56.4 | |
| RelGNNShots=502026.05 | 55.9 | |
| LightGBMShots=502026.05 | 54.5 | |
| GraphCLShots=502026.05 | 52.3 | |
| K-SpaceSupervision=WD, Variant=Base2026.03 | 50.1 | |
| GraphMAEShots=502026.05 | 49.6 |