Node Classification on Ele-Photo
56.05AccuracyGraphCLIP+ HyRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 56.05 | 64.16 | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 54.39 | 63.34 | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 53.4 | 62 | |
| ZeroGsetting=zero-shot2026.06 | 45.12 | 51.4 | |
| S2AlignerZero-shot=true, Text Sparsity=10%2026.05 | 44.01 | — | |
| ADAlignerZero-shot=true, Text Sparsity=10%2026.05 | 41.06 | — | |
| GraphGPTZero-shot=true, Text Sparsity=10%2026.05 | 40.89 | — | |
| SBERTZero-shot=true, Text Sparsity=10%2026.05 | 38.36 | — | |
| GraphCLIPZero-shot=true, Text Sparsity=10%2026.05 | 36.78 | — | |
| ZeroGZero-shot=true, Text Sparsity=10%2026.05 | 36.23 | — | |
| OFAsetting=zero-shot2026.06 | 33.03 | 30.87 | |
| Qwen3-0.6BZero-shot=true, Text Sparsity=10%2026.05 | 32.87 | — | |
| OFAZero-shot=true, Text Sparsity=10%2026.05 | 28.45 | — | |
| LLaGAZero-shot=true, Text Sparsity=10%2026.05 | 25.91 | — | |
| G2P2setting=zero-shot2026.06 | 22.21 | 36.89 | |
| GRACEZero-shot=true, Text Sparsity=10%2026.05 | 21.56 | — | |
| G2P2Zero-shot=true, Text Sparsity=10%2026.05 | 20.31 | — | |
| DGIsetting=zero-shot2026.06 | 13.96 | 25.7 | |
| GraphMAEsetting=zero-shot2026.06 | 12.53 | 23.03 | |
| DGIZero-shot=true, Text Sparsity=10%2026.05 | 12.49 | — | |
| GraphMAEZero-shot=true, Text Sparsity=10%2026.05 | 11.05 | — | |
| GRACEsetting=zero-shot2026.06 | 10.16 | 24.05 | |
| BGRLZero-shot=true, Text Sparsity=10%2026.05 | 7.95 | — | |
| GraphGPTsetting=zero-shot2026.06 | 7.62 | 20.85 | |
| LLaGAsetting=zero-shot2026.06 | 6.5 | 17.44 | |
| BGRLsetting=zero-shot2026.06 | 5.21 | 26.41 |