Node Classification on Books History
56AccuracyS2Aligner
Evaluation results
| Method | Links | ||
|---|---|---|---|
| S2AlignerZero-shot=true, Text Sparsity=10%2026.05 | 56 | — | |
| GraphGPTZero-shot=true, Text Sparsity=10%2026.05 | 55.58 | — | |
| GraphCLIP+ HyRAGsetting=zero-shot2026.06 | 55.14 | 64.16 | |
| GraphCLIP+ Vanillasetting=zero-shot2026.06 | 53.88 | 62 | |
| GraphCLIP+ RAGRAPHsetting=zero-shot2026.06 | 53.7 | 63.34 | |
| ADAlignerZero-shot=true, Text Sparsity=10%2026.05 | 51.94 | — | |
| GraphCLIPZero-shot=true, Text Sparsity=10%2026.05 | 49.79 | — | |
| LLaGAZero-shot=true, Text Sparsity=10%2026.05 | 45.48 | — | |
| SBERTZero-shot=true, Text Sparsity=10%2026.05 | 41.18 | — | |
| ZeroGsetting=zero-shot2026.06 | 40.74 | 51.4 | |
| Qwen3-0.6BZero-shot=true, Text Sparsity=10%2026.05 | 39.31 | — | |
| R-GFMFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 37.05 | — | |
| ZeroGZero-shot=true, Text Sparsity=10%2026.05 | 35.69 | — | |
| GRACEsetting=zero-shot2026.06 | 32.39 | 24.05 | |
| GCOPEFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 30.67 | — | |
| G2P2setting=zero-shot2026.06 | 26.18 | 36.89 | |
| GRACEZero-shot=true, Text Sparsity=10%2026.05 | 24.42 | — | |
| GraphMAEsetting=zero-shot2026.06 | 21.76 | 23.03 | |
| RiemannGFMFeature Setting=LM unified, Evaluation Scenario=Cross-domain2026.05 | 17.66 | — | |
| G2P2Zero-shot=true, Text Sparsity=10%2026.05 | 17.28 | — | |
| OFAsetting=zero-shot2026.06 | 16.87 | 30.87 | |
| BGRLsetting=zero-shot2026.06 | 16.28 | 26.41 | |
| GraphGPTsetting=zero-shot2026.06 | 15.92 | 20.85 | |
| DGIsetting=zero-shot2026.06 | 15.77 | 25.7 | |
| DGIZero-shot=true, Text Sparsity=10%2026.05 | 13.39 | — | |
| GraphMAEZero-shot=true, Text Sparsity=10%2026.05 | 11.72 | — | |
| LLaGAsetting=zero-shot2026.06 | 11.17 | 17.44 | |
| OFAZero-shot=true, Text Sparsity=10%2026.05 | 7.86 | — | |
| BGRLZero-shot=true, Text Sparsity=10%2026.05 | 6.85 | — |