Link Prediction on Pubmed (accuracy)
97.89AccuracyBES
Evaluation Results
| Method | Links | |
|---|---|---|
| BES2026.06 | 97.89 | |
| MotifRGC-GATBackbone=GAT2026.06 | 97.64 | |
| MotifRGC-SAGEBackbone=GraphSAGE2026.06 | 97.51 | |
| IGCL2026.06 | 96.88 | |
| KCoTEvaluation Protocol=TASK EXPERT2026.05 | 95.97 | |
| H2GCN2026.06 | 95.73 | |
| SGNN2026.06 | 94.6 | |
| GraphECL2026.06 | 94.13 | |
| GCN2026.06 | 93.7 | |
| MotifRGC-GCNBackbone=GCN2026.06 | 93.5 | |
| KCoTEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 93.4 | |
| LLAGA-NDEvaluation Protocol=TASK EXPERT2026.05 | 93.27 | |
| KCoTEvaluation Protocol=SINGLE FOCUS2026.05 | 93.08 | |
| LLAGA-NDEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 92.36 | |
| LLAGA-NDEvaluation Protocol=SINGLE FOCUS2026.05 | 91.41 | |
| HGCN2023.10 | 91.4 | |
| GCNEvaluation Protocol=SINGLE FOCUS2026.05 | 90.91 | |
| HAT2023.10 | 90.8 | |
| GraphSAGEEvaluation Protocol=SINGLE FOCUS2026.05 | 90.64 | |
| SAGNEvaluation Protocol=SINGLE FOCUS2026.05 | 90.48 | |
| H-GRAMSetup=Single Graph, Shared Labels (SG, SL)2023.10 | 89.6 | |
| SSGC2026.06 | 89.26 | |
| LLAGA-HOEvaluation Protocol=SINGLE FOCUS2026.05 | 89.18 | |
| GAT2026.06 | 89.07 | |
| LLAGA-HOEvaluation Protocol=TASK EXPERT2026.05 | 88.88 | |
| LLAGA-HOEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 88.64 | |
| GraphSAGE2026.06 | 88.3 | |
| GATv22026.06 | 88.07 | |
| Cheb2026.06 | 87.34 | |
| SGC2026.06 | 86.94 | |
| MPNN-GCNBackbone=GCN2026.06 | 86.73 | |
| KGNN2026.06 | 85.81 | |
| MPNN-GATBackbone=GAT2026.06 | 85.64 | |
| NodeImport-GCNBackbone=GCN2026.06 | 85.14 | |
| HMLP2023.10 | 84.8 | |
| NodeImport-GATBackbone=GAT2026.06 | 84.65 | |
| GATEvaluation Protocol=SINGLE FOCUS2026.05 | 83.96 | |
| SGCEvaluation Protocol=SINGLE FOCUS2026.05 | 83.6 | |
| GraphGPTEvaluation Protocol=TASK EXPERT2026.05 | 83.4 | |
| GraphGPTEvaluation Protocol=SINGLE FOCUS2026.05 | 82.5 | |
| GraphGPTEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 82.46 | |
| GCNEvaluation Protocol=TASK EXPERT2026.05 | 81.01 | |
| NodeFormerEvaluation Protocol=TASK EXPERT2026.05 | 80.4 | |
| MPNN-SAGEBackbone=GraphSAGE2026.06 | 79.55 | |
| Vicuna-7BEvaluation Protocol=TASK EXPERT2026.05 | 79.43 | |
| NodeImport-SAGEBackbone=GraphSAGE2026.06 | 78.39 | |
| NodeFormerEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 78.22 | |
| Vicuna-7BEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 78.09 | |
| NodeFormerEvaluation Protocol=SINGLE FOCUS2026.05 | 77.69 | |
| GATEvaluation Protocol=TASK EXPERT2026.05 | 76.85 | |
| GraphSAGEEvaluation Protocol=TASK EXPERT2026.05 | 76.14 | |
| GraphSAGEEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 75.36 | |
| GATEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 75 | |
| Vicuna-7BEvaluation Protocol=SINGLE FOCUS2026.05 | 73.25 | |
| GCNEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 72.28 |