Link Prediction on Cora (AUC)
100AUC (Cora)graph NE
Evaluation results
| Method | Links | |
|---|---|---|
| graph NEd=1282025.03 | 100 | |
| graph NEτd=1282025.03 | 100 | |
| DeepWalkd=1282025.03 | 99.8 | |
| CNE, τ = 0.5d=1282025.03 | 99.7 | |
| Laplacian E.d=1282025.03 | 99.7 | |
| DuConTE2026.04 | 99.13 | |
| GraphBridge2026.04 | 98.07 | |
| SimTeG2026.04 | 97.86 | |
| ForceAtlas2d=22025.03 | 97.7 | |
| DRGraphd=22025.03 | 97.6 | |
| GraphSAGE2026.04 | 97.1 | |
| graph NEd=22025.03 | 96.6 | |
| t-FDPd=22025.03 | 96.1 | |
| SGtSNEpid=22025.03 | 95.5 | |
| S2AlignerSetting=Zero-shot2026.05 | 91.06 | |
| R-GFM2026.05 | 89.27 | |
| Laplacian E.d=22025.03 | 88.9 | |
| GCOPE2026.05 | 88.71 | |
| SAMGPT2026.05 | 88.62 | |
| RiemannGFM2026.05 | 88.54 | |
| MDGFM2026.05 | 88.41 | |
| node2vecd=1282025.03 | 88.3 | |
| AICOG (LB)Dimension (D)=642026.05 | 85.2 | |
| AICOG (HB) SUBCOMPDimension (D)=642026.05 | 85.1 | |
| AICOG (HB)Dimension (D)=642026.05 | 85.1 | |
| AICOG (HB)Dimension (D)=322026.05 | 85 | |
| AICOG (LB)Dimension (D)=322026.05 | 85 | |
| AICOG (HB) SUBCOMPDimension (D)=322026.05 | 84.9 | |
| AICOG (LB)Dimension (D)=162026.05 | 84.7 | |
| ZeroGSetting=Zero-shot2026.05 | 84.65 | |
| AICOG (HB)Dimension (D)=162026.05 | 84.6 | |
| AICOG (LB)Dimension (D)=82026.05 | 83.9 | |
| AICOG (HB)Dimension (D)=82026.05 | 83.7 | |
| SBERTSetting=Zero-shot2026.05 | 83.11 | |
| AICOG (HB) SUBCOMPDimension (D)=162026.05 | 82.9 | |
| TAGSAMEvaluation Model=MLP on graph encoder features2026.06 | 82.15 | |
| HM-LDMDimension (D)=162026.05 | 80.9 | |
| HM-LDMDimension (D)=82026.05 | 80.8 | |
| AICOG (HB) SUBCOMPDimension (D)=82026.05 | 80.7 | |
| HM-LDMDimension (D)=642026.05 | 80.6 | |
| HM-LDMDimension (D)=322026.05 | 80 | |
| SLIM-RAADimension (D)=82026.05 | 79.7 | |
| SLIM-RAADimension (D)=642026.05 | 78.9 | |
| SLIM-RAADimension (D)=322026.05 | 78.4 | |
| MTT-TAGEvaluation Model=MLP on graph encoder features2026.06 | 78.26 | |
| SLIM-RAADimension (D)=162026.05 | 78.2 | |
| NODE2VECDimension (D)=642026.05 | 77.7 | |
| ADAlignerSetting=Zero-shot2026.05 | 77.44 | |
| ROLE2VECDimension (D)=82026.05 | 76.9 | |
| ROLE2VECDimension (D)=162026.05 | 76.7 | |
| NODE2VECDimension (D)=322026.05 | 76.6 | |
| NODE2VECDimension (D)=82026.05 | 76.1 | |
| NODE2VECDimension (D)=162026.05 | 76 | |
| ROLE2VECDimension (D)=322026.05 | 75.9 | |
| RandomEvaluation Model=MLP on graph encoder features2026.06 | 75.85 | |
| ROLE2VECDimension (D)=642026.05 | 75.2 | |
| SIMPLEX-EUCLIDEANDimension (D)=82026.05 | 73.9 | |
| SIMPLEX-EUCLIDEANDimension (D)=162026.05 | 72.3 | |
| MNMFDimension (D)=162026.05 | 71.8 | |
| SIMPLEX-EUCLIDEANDimension (D)=322026.05 | 71.8 | |
| SIMPLEX-EUCLIDEANDimension (D)=642026.05 | 70.9 | |
| MNMFDimension (D)=322026.05 | 70 | |
| NETMFDimension (D)=82026.05 | 69.8 | |
| MNMFDimension (D)=82026.05 | 69.4 | |
| GraphCLIPSetting=Zero-shot2026.05 | 68.91 | |
| MNMFDimension (D)=642026.05 | 68 | |
| MMSBMDimension (D)=162026.05 | 67.9 | |
| NETMFDimension (D)=162026.05 | 67.5 | |
| NETMFDimension (D)=322026.05 | 67.4 | |
| MMSBMDimension (D)=82026.05 | 66.7 | |
| MMSBMDimension (D)=322026.05 | 66.7 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=LLaMA-3.1-8B2026.06 | 66.1 | |
| MMSBMDimension (D)=642026.05 | 65.9 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Qwen3-8B2026.06 | 65.8 | |
| NETMFDimension (D)=642026.05 | 65.4 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Vicuna-7B-v1.52026.06 | 64.2 | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Mistral-7B-v0.32026.06 | 62.9 | |
| ERAlignLLMzero-shot scenario=true, transferred from=node classification2026.06 | 60.45 | |
| ERAlignLLMzero-shot=true, cross-task=true2026.06 | 60.45 | |
| OFASetting=Zero-shot2026.05 | 58.9 | |
| TEA-GLMzero-shot scenario=true, transferred from=node classification2026.06 | 58.6 | |
| TEA-GLMZero-shot=true, Cross-task=true2026.06 | 58.6 | |
| LinkGPTzero-shot=true, cross-task=true2026.06 | 57.82 | |
| GraphMAESetting=Zero-shot2026.05 | 55.72 | |
| LLaGAzero-shot scenario=true, transferred from=node classification2026.06 | 53.7 | |
| Vicuna-7B-ITZero-shot=true, Cross-task=true2026.06 | 53.6 | |
| GraphGPTZero-shot=true, Cross-task=true2026.06 | 53.1 | |
| GraphCLIPZero-shot=true, Cross-task=true2026.06 | 52.7 | |
| LLaGAZero-shot=true, Cross-task=true2026.06 | 52.2 | |
| GraphGPTzero-shot scenario=true, transferred from=node classification2026.06 | 52 | |
| Vicuna-7B-v1.5Zero-shot=true, Cross-task=true2026.06 | 51.8 | |
| OFAzero-shot scenario=true, transferred from=node classification2026.06 | 49.2 | |
| ZeroGZero-shot=true, Cross-task=true2026.06 | 49.1 | |
| OFAZero-shot=true, Cross-task=true2026.06 | 48.6 |