Vertex Classification on PubMed (Accuracy)
77.5AccuracyHyper-Align
Evaluation results
| Method | Links | |
|---|---|---|
| Hyper-AlignZero-shot=true2026.05 | 77.5 | |
| UniGraphVenue=SIGKDD’25, Zero-shot=true2026.05 | 72 | |
| GraphGPTVenue=SIGIR’24, Zero-shot=true2026.05 | 71.2 | |
| PromptGFMVenue=arXiv’25, Zero-shot=true2026.05 | 70.8 | |
| GOFA*Venue=ICLR’25, Zero-shot=true, Note=Evaluation conducted using the officially released weights directly2026.05 | 70.2 | |
| GOFAVenue=ICLR’25, Zero-shot=true2026.05 | 69.9 | |
| G.PrompterVenue=ICDE’25, Zero-shot=true2026.05 | 58 | |
| TEA-GLMVenue=NeurIPS’24, Zero-shot=true2026.05 | 12.5 | |
| LLaGAVenue=ICML’24, Zero-shot=true2026.05 | 0.9 |