Node Classification on CiteSeer (Accuracy, Average Accuracy)
67.24AccuracyGraphCLIP+ HyRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 67.24 | 64.16 | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 67.19 | 63.34 | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 63.13 | 62 | |
| ZeroGsetting=zero-shot2026.06 | 52.55 | 51.4 | |
| G2P2setting=zero-shot2026.06 | 51.02 | 36.89 | |
| OFAsetting=zero-shot2026.06 | 29.64 | 30.87 | |
| BGRLsetting=zero-shot2026.06 | 26.5 | 26.41 | |
| GRACEsetting=zero-shot2026.06 | 22.88 | 24.05 | |
| GraphMAEsetting=zero-shot2026.06 | 20.75 | 23.03 | |
| DGIsetting=zero-shot2026.06 | 18.71 | 25.7 | |
| GraphGPTsetting=zero-shot2026.06 | 18.04 | 20.85 | |
| LLaGAsetting=zero-shot2026.06 | 16.07 | 17.44 |