Entity Classification on RELBENCH rel-event (test)
0.8549AUROCFROG
Evaluation results
| Method | Links | |
|---|---|---|
| FROG2026.05 | 0.8549 | |
| ICL + MLPEvaluation Protocol=MLP on LLM representations2025.06 | 0.8402 | |
| Rel-LLMEvaluation Protocol=Fine-tuned2025.06 | 0.8374 | |
| RelGNN2026.05 | 0.8255 | |
| RDL2026.05 | 0.8192 | |
| RDLModel Type=GNN + Tabular2025.06 | 0.8162 | |
| LightGBMModel Type=Gradient Boosted Trees2025.06 | 0.7993 | |
| LightGBM2026.05 | 0.7888 | |
| ICLEvaluation Protocol=In-context learning2025.06 | 0.7855 | |
| Rel-ZeroEvaluation Protocol=Zero-shot2025.06 | 0.6132 |