Link Prediction on Pubmed (AUC-ROC)
100AUC-ROCgraph NE
Evaluation results
| Method | Links | |
|---|---|---|
| graph NEd=1282025.03 | 100 | |
| graph NEτd=1282025.03 | 100 | |
| DeepWalkd=1282025.03 | 99.9 | |
| CNE, τ = 0.5d=1282025.03 | 99.8 | |
| Laplacian E.d=1282025.03 | 98.9 | |
| DRGraphd=22025.03 | 97.6 | |
| ForceAtlas2d=22025.03 | 97.6 | |
| graph NEd=22025.03 | 96.3 | |
| SGtSNEpid=22025.03 | 96 | |
| t-FDPd=22025.03 | 93.7 | |
| Laplacian E.d=22025.03 | 91.9 | |
| R-GFM2026.05 | 88.66 | |
| RiemannGFM2026.05 | 86.37 | |
| GCOPE2026.05 | 84.99 | |
| SAMGPT2026.05 | 84.92 | |
| MDGFM2026.05 | 84.78 | |
| node2vecd=1282025.03 | 84.3 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Qwen3-8B2026.06 | 75.1 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=LLaMA-3.1-8B2026.06 | 73.6 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Vicuna-7B-v1.52026.06 | 72.8 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Mistral-7B-v0.32026.06 | 71.1 | |
| TEA-GLMZero-shot=true, Cross-task=true2026.06 | 68.9 | |
| LLaGAZero-shot=true, Cross-task=true2026.06 | 59.1 | |
| Vicuna-7B-ITZero-shot=true, Cross-task=true2026.06 | 54.2 | |
| Vicuna-7B-v1.5Zero-shot=true, Cross-task=true2026.06 | 53.5 | |
| ZeroGZero-shot=true, Cross-task=true2026.06 | 51.9 | |
| GraphGPTZero-shot=true, Cross-task=true2026.06 | 51 | |
| GraphCLIPZero-shot=true, Cross-task=true2026.06 | 50.1 | |
| OFAZero-shot=true, Cross-task=true2026.06 | 49.2 |