Link Prediction on PUBMED (Accuracy (%))
90.33Accuracy (%)Sentence-BERT
Evaluation results
| Method | Links | |
|---|---|---|
| Sentence-BERTCategory=BERT2026.06 | 90.33 | |
| BERTCategory=BERT2026.06 | 89.54 | |
| PromptGNN-simCategory=Ours, Backbone=Llama3B2026.06 | 88.3 | |
| GraphCLCategory=GNNs2026.06 | 76.62 | |
| GCNCategory=GNNs2026.06 | 76.08 | |
| GraphSAGECategory=GNNs2026.06 | 75.26 | |
| MLPCategory=GNNs2026.06 | 74.83 | |
| GLNNCategory=GNNs2026.06 | 72.59 | |
| GATCategory=GNNs2026.06 | 70.15 | |
| GraphormerCategory=GNNs2026.06 | 63.68 | |
| NodeFormerCategory=GNNs2026.06 | 58.08 |