Node Classification on PubMed (Acc, F1)
57.54F1 ScoreMorpher
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MorpherSource Dataset=CiteSeer, Source Task=node-level2024.12 | 57.54 | 58.29 | |
| MorpherSource Dataset=ENZYMES, Source Task=graph-level2024.12 | 53.96 | 54.42 | |
| ImprovedAIOSource Dataset=CiteSeer, Source Task=node-level2024.12 | 51.29 | 52.57 | |
| ImprovedAIOSource Dataset=ENZYMES, Source Task=graph-level2024.12 | 50.51 | 50.28 | |
| Fine-tuneSource Dataset=CiteSeer, Source Task=node-level2024.12 | 40.66 | 48.71 | |
| SupervisedSource Dataset=ENZYMES, Source Task=graph-level2024.12 | 36.07 | 47.57 | |
| Fine-tuneSource Dataset=ENZYMES, Source Task=graph-level2024.12 | 36.07 | 47.57 | |
| SupervisedSource Dataset=CiteSeer, Source Task=node-level2024.12 | 36.07 | 47.57 | |
| AIOSource Dataset=CiteSeer, Source Task=node-level2024.12 | 34.39 | 45.71 | |
| AIOSource Dataset=ENZYMES, Source Task=graph-level2024.12 | 34.13 | 44.85 | |
| DAGPrompt%Label=252025.05 | 16.3 | — | |
| UGPrompt%Label=02025.05 | 7.2 | — | |
| GCOPE%Label=252025.05 | -2.4 | — | |
| PRONOG%Label=252025.05 | -5.3 | — |