Node Classification on Roman
90.98AccuracyGQT + RGVQ
Evaluation Results
| Method | Links | |
|---|---|---|
| GQT + RGVQ2025.08 | 90.98 | |
| GQT + Reset2025.08 | 90.5 | |
| GQT + AP2025.08 | 90.46 | |
| GQT + SimVQ2025.08 | 90.15 | |
| GQT + EMA2025.08 | 89.91 | |
| GQT2025.08 | 89.85 | |
| GQT + PT2025.08 | 89.76 | |
| Exphomer2025.08 | 89.03 | |
| GAT2025.08 | 88.75 | |
| GraphGPS2025.08 | 82 | |
| SGFormer2025.08 | 79.1 | |
| GCN2025.08 | 73.69 | |
| GATEvaluation protocol=End-to-end2026.03 | 69.8 | |
| MeanGNNEvaluation protocol=End-to-end2026.03 | 69.37 | |
| TS-MeanEvaluation protocol=Zero-shot2026.03 | 66.36 | |
| NodeFormer2025.08 | 64.49 | |
| GraphAnyEvaluation protocol=Zero-shot2026.03 | 63.34 | |
| GOBLINEvaluation protocol=Zero-shot2026.03 | 62.48 |