Vertex Classification on DBLP
67.2AccuracyHyper-Align
Evaluation results
| Method | Links | |
|---|---|---|
| Hyper-AlignZero-shot=true2026.05 | 67.2 | |
| UniGraphVenue=SIGKDD’25, Zero-shot=true2026.05 | 65.5 | |
| G.PrompterVenue=ICDE’25, Zero-shot=true2026.05 | 61.1 | |
| TEA-GLMVenue=NeurIPS’24, Zero-shot=true2026.05 | 58.2 | |
| PromptGFMVenue=arXiv’25, Zero-shot=true2026.05 | 56.3 | |
| LLaGAVenue=ICML’24, Zero-shot=true2026.05 | 51.1 | |
| GraphGPTVenue=SIGIR’24, Zero-shot=true2026.05 | 50 | |
| GOFA*Venue=ICLR’25, Zero-shot=true, Note=Evaluation conducted using the officially released weights directly2026.05 | 4.4 | |
| GOFAVenue=ICLR’25, Zero-shot=true2026.05 | 3.1 |