Node Classification on Photo (Macro-F1)
40.9Macro-F1GRAPHREACT
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAPHREACTsetting=Zero-shot2026.05 | 40.9 | |
| TEA-GLMsetting=Zero-shot2026.05 | 40.4 | |
| VICUNA-7B-V1.5setting=Zero-shot2026.05 | 38.3 | |
| LLAGAsetting=Zero-shot2026.05 | 36.2 | |
| OFAsetting=Zero-shot2026.05 | 10.3 | |
| DIFFORMERsetting=Zero-shot2026.05 | 6.9 | |
| GLNNsetting=Zero-shot2026.05 | 5.7 | |
| NODEFORMERsetting=Zero-shot2026.05 | 5.5 | |
| GKDsetting=Zero-shot2026.05 | 4.9 | |
| DGIsetting=Zero-shot2026.05 | 4.5 | |
| MLPsetting=Zero-shot2026.05 | 4.1 | |
| GATsetting=Zero-shot2026.05 | 3.6 | |
| GCNsetting=Zero-shot2026.05 | 3.4 | |
| GRAPHSAGEsetting=Zero-shot2026.05 | 2 |