Node Classification on Ele-Computers
65.04AccuracyGraphCLIP+ HyRAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 65.04 | 64.16 | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 64.26 | 63.34 | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 62.04 | 62 | |
| S2AlignerZero-shot=true, Text Sparsity=10%2026.05 | 60.18 | — | |
| GraphCLIPZero-shot=true, Text Sparsity=10%2026.05 | 59.09 | — | |
| ZeroGsetting=zero-shot2026.06 | 56.2 | 51.4 | |
| ADAlignerZero-shot=true, Text Sparsity=10%2026.05 | 50.45 | — | |
| SBERTZero-shot=true, Text Sparsity=10%2026.05 | 41.01 | — | |
| ZeroGZero-shot=true, Text Sparsity=10%2026.05 | 33.79 | — | |
| G2P2setting=zero-shot2026.06 | 32.52 | 36.89 | |
| R-GFMFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 30.73 | — | |
| GraphGPTsetting=zero-shot2026.06 | 29.71 | 20.85 | |
| LLaGAZero-shot=true, Text Sparsity=10%2026.05 | 28.36 | — | |
| DGIsetting=zero-shot2026.06 | 27.12 | 25.7 | |
| RiemannGFMFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 24.56 | — | |
| BGRLsetting=zero-shot2026.06 | 24.12 | 26.41 | |
| GCOPEFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 23.1 | — | |
| LLaGAsetting=zero-shot2026.06 | 23.1 | 17.44 | |
| OFAsetting=zero-shot2026.06 | 22.09 | 30.87 | |
| G2P2Zero-shot=true, Text Sparsity=10%2026.05 | 20.25 | — | |
| GRACEZero-shot=true, Text Sparsity=10%2026.05 | 20.07 | — | |
| GraphGPTZero-shot=true, Text Sparsity=10%2026.05 | 17.29 | — | |
| DGIZero-shot=true, Text Sparsity=10%2026.05 | 13.86 | — | |
| BGRLZero-shot=true, Text Sparsity=10%2026.05 | 13.45 | — | |
| Qwen3-0.6BZero-shot=true, Text Sparsity=10%2026.05 | 12.35 | — | |
| GRACEsetting=zero-shot2026.06 | 10.94 | 24.05 | |
| GraphMAEsetting=zero-shot2026.06 | 8.36 | 23.03 | |
| OFAZero-shot=true, Text Sparsity=10%2026.05 | 7.4 | — | |
| GraphMAEZero-shot=true, Text Sparsity=10%2026.05 | 6.64 | — |