Edge Classification on WN18RR 10 way Lexical KG (test)
40.02AccuracyAutoGFM
Evaluation results
| Method | Links | |
|---|---|---|
| AutoGFMShots=5-shot2026.03 | 40.02 | |
| AutoGFMShots=3-shot2026.03 | 39.55 | |
| AutoGFMShots=1-shot2026.03 | 39.34 | |
| GFTShots=3-shot2026.03 | 35.5 | |
| GFTShots=5-shot2026.03 | 35.5 | |
| GFTShots=1-shot2026.03 | 35.33 | |
| MF-GIAShots=5-shot2026.03 | 35.12 | |
| ProdigyShots=5-shot2026.03 | 33.54 | |
| MF-GIAShots=3-shot2026.03 | 33.12 | |
| GraphMAEShots=5-shot2026.03 | 32.95 | |
| DGIShots=5-shot2026.03 | 32.41 | |
| GraphAlignShots=5-shot2026.03 | 32.1 | |
| GraphSAGEShots=5-shot2026.03 | 31.88 | |
| GCNShots=5-shot2026.03 | 31.2 | |
| GraphMAEShots=3-shot2026.03 | 30.71 | |
| GraphAlignShots=3-shot2026.03 | 30.65 | |
| DGIShots=3-shot2026.03 | 30.18 | |
| GraphSAGEShots=3-shot2026.03 | 29.62 | |
| GCOPEShots=5-shot2026.03 | 29.31 | |
| GCNShots=3-shot2026.03 | 28.93 | |
| MF-GIAShots=1-shot2026.03 | 28.87 | |
| ProdigyShots=3-shot2026.03 | 28.46 | |
| GraphAlignShots=1-shot2026.03 | 27.8 | |
| ProdigyShots=1-shot2026.03 | 27.01 | |
| GCOPEShots=3-shot2026.03 | 26.73 | |
| GraphMAEShots=1-shot2026.03 | 26.31 | |
| DGIShots=1-shot2026.03 | 25.67 | |
| GraphSAGEShots=1-shot2026.03 | 24.83 | |
| GCNShots=1-shot2026.03 | 24.05 | |
| GCOPEShots=1-shot2026.03 | 22.18 |