Relational Prediction on SALT
1MRR (salt-item Plant)RDBLearn (v1.1)
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| RDBLearn (v1.1)Training Paradigm=Foundation model, Model Accessibility=Open-Source2026.07 | 1 | 0.99 | 0.79 | 0.9 | 1 | 0.61 | 0.75 | 0.83 | 0.86 | 1.38 | |
| GraphSAGETraining Paradigm=Supervised2026.07 | 0.99 | 0.98 | 0.69 | 0.62 | 1 | 0.16 | 0.37 | 0.57 | 0.67 | 3.88 | |
| KumoRFM-1Training Paradigm=Foundation model, Model Accessibility=Closed-Source2026.07 | 0.99 | 0.99 | 0.79 | 0.81 | 1 | 0.38 | 0.38 | 0.78 | 0.77 | 2.5 | |
| KumoRFM-2Training Paradigm=Foundation model, Model Accessibility=Closed-Source2026.07 | 0.99 | 0.98 | 0.78 | 0.81 | 1 | 0.61 | 0.61 | 0.79 | 0.82 | 2.5 | |
| LightGBMTraining Paradigm=Supervised2026.07 | 0.61 | 0.28 | 0.73 | 0.73 | 0.99 | 0.02 | 0.1 | 0.51 | 0.5 | 4.75 |