Link Prediction on WikiCS
95.56AUCGAE+CPL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GAE+CPLStrategy=Cautious Pseudo Labeling2023.10 | 95.56 | 95.58 | |
| node2vec+CPLStrategy=Cautious Pseudo Labeling2023.10 | 91.99 | 93.66 | |
| GAEStrategy=Base2023.10 | 90.81 | 90.58 | |
| node2vecStrategy=Base2023.10 | 88.82 | 92.54 | |
| S2AlignerSetting=Zero-shot2026.05 | 87.15 | — | |
| SEAL+CPLStrategy=Cautious Pseudo Labeling2023.10 | 86.83 | 86.72 | |
| SEALStrategy=Base2023.10 | 86.01 | 83.63 | |
| ZeroGSetting=Zero-shot2026.05 | 85.18 | — | |
| SBERTSetting=Zero-shot2026.05 | 78.91 | — | |
| ADAlignerSetting=Zero-shot2026.05 | 73.33 | — | |
| GraphMAESetting=Zero-shot2026.05 | 69.02 | — | |
| GraphCLIPSetting=Zero-shot2026.05 | 66.02 | — | |
| OFASetting=Zero-shot2026.05 | 59.82 | — | |
| ZeroGZero-shot=true, Cross-task=true2026.06 | 54.9 | — | |
| TEA-GLMZero-shot=true, Cross-task=true2026.06 | 54.9 | — | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=LLaMA-3.1-8B2026.06 | 54.7 | — | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Mistral-7B-v0.32026.06 | 54.4 | — | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Qwen3-8B2026.06 | 54.1 | — | |
| Vicuna-7B-ITZero-shot=true, Cross-task=true2026.06 | 53.6 | — | |
| GraphCLIPZero-shot=true, Cross-task=true2026.06 | 53.6 | — | |
| GraspLLMZero-shot=true, Cross-task=true, Backbone=Vicuna-7B-v1.52026.06 | 52.9 | — | |
| GraphGPTZero-shot=true, Cross-task=true2026.06 | 51.8 | — | |
| Vicuna-7B-v1.5Zero-shot=true, Cross-task=true2026.06 | 51.4 | — | |
| LLaGAZero-shot=true, Cross-task=true2026.06 | 51 | — | |
| OFAZero-shot=true, Cross-task=true2026.06 | 49.6 | — |