Node Classification on Cora expanded (test)
27.3AccuracyGRAPHREACT
Evaluation results
| Method | Links | |
|---|---|---|
| GRAPHREACTEvaluation protocol=zero-shot2026.05 | 27.3 | |
| TEA-GLMEvaluation protocol=zero-shot2026.05 | 20.2 | |
| GRAPHGPT-COTEvaluation protocol=zero-shot, Prompting strategy=Chain-of-Thought (CoT)2026.05 | 18.1 | |
| VICUNA-7B-SPTEvaluation protocol=zero-shot2026.05 | 16.8 | |
| LLAGAEvaluation protocol=zero-shot2026.05 | 16.8 | |
| VICUNA-7B-V1.5Evaluation protocol=zero-shot2026.05 | 15.6 | |
| OFAEvaluation protocol=zero-shot2026.05 | 13 | |
| GRAPHGPT-STDEvaluation protocol=zero-shot, Prompting strategy=Standard (STD)2026.05 | 12.6 | |
| GKDEvaluation protocol=zero-shot2026.05 | 4.2 | |
| GLNNEvaluation protocol=zero-shot2026.05 | 3.1 | |
| DIFFORMEREvaluation protocol=zero-shot2026.05 | 2.9 | |
| DGIEvaluation protocol=zero-shot2026.05 | 2.6 | |
| MLPEvaluation protocol=zero-shot2026.05 | 2.1 | |
| GCNEvaluation protocol=zero-shot2026.05 | 1.7 | |
| GATEvaluation protocol=zero-shot2026.05 | 1.6 | |
| NODEFORMEREvaluation protocol=zero-shot2026.05 | 1.6 | |
| GRAPHSAGEEvaluation protocol=zero-shot2026.05 | 1.4 |