Node Classification on WikiCS (Accuracy and Average Accuracy)
72.66AccuracyGraphCLIP+ HyRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 72.66 | 64.16 | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 71.4 | 63.34 | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 70.19 | 62 | |
| ZeroGsetting=zero-shot2026.06 | 54.93 | 51.4 | |
| OFAsetting=zero-shot2026.06 | 45.52 | 30.87 | |
| UniGraphsetting=zero-shot2026.06 | 43.45 | 56.49 | |
| G2P2setting=zero-shot2026.06 | 31.92 | 36.89 | |
| DGIsetting=zero-shot2026.06 | 18.86 | 25.7 | |
| BGRLsetting=zero-shot2026.06 | 18.35 | 26.41 | |
| GRACEsetting=zero-shot2026.06 | 16.07 | 24.05 | |
| GraphMAEsetting=zero-shot2026.06 | 12.14 | 23.03 | |
| GraphGPTsetting=zero-shot2026.06 | 6.3 | 20.85 | |
| LLaGAsetting=zero-shot2026.06 | 2.65 | 17.44 |