Node Classification on Cora (Accuracy and F1 Score)
91.58AccuracySOG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SOGbackbone=LLaMA3-3B2026.02 | 91.58 | 78.62 | |
| SOGbackbone=LLaMA2-7B2026.02 | 88.8 | 71.28 | |
| RAG-GFMSetting=LODO (dataset), m-shot=52026.01 | 76.1 | — | |
| UniGraphSetting=LODO (dataset), m-shot=52026.01 | 74.8 | — | |
| GraphCLIPSetting=LODO (dataset), m-shot=52026.01 | 73.1 | — | |
| ZeroGSetting=LODO (dataset), m-shot=52026.01 | 71.4 | — | |
| GPT-4o2026.02 | 68.62 | 68.49 | |
| LLaMA3backbone=70B2026.02 | 67.99 | 68.05 | |
| OFASetting=LODO (dataset), m-shot=52026.01 | 67.7 | — | |
| MDGFMSetting=LODO (dataset), m-shot=52026.01 | 66 | — | |
| GPT-3.5-turbo2026.02 | 65.67 | 63.22 | |
| DeepSeek-chat2026.02 | 65.62 | 65.77 | |
| SAMGPTSetting=LODO (dataset), m-shot=52026.01 | 64.6 | — | |
| Emb w/ NA2026.02 | 63.59 | 58.23 | |
| MDGPTSetting=LODO (dataset), m-shot=52026.01 | 62.7 | — | |
| ZEROG2026.02 | 62.52 | 57.53 | |
| RAG-GFMSetting=LODO (dataset), m-shot=12026.01 | 58.4 | — | |
| UniGraphSetting=LODO (dataset), m-shot=12026.01 | 56.1 | — | |
| GCOPESetting=LODO (dataset), m-shot=52026.01 | 55.6 | — | |
| GraphCLIPSetting=LODO (dataset), m-shot=12026.01 | 53.9 | — | |
| GraphCLSetting=LODO (dataset), m-shot=52026.01 | 53.2 | — | |
| ZeroGSetting=LODO (dataset), m-shot=12026.01 | 51.8 | — | |
| GCNSetting=LODO (dataset), m-shot=52026.01 | 50.2 | — | |
| DGISetting=LODO (dataset), m-shot=52026.01 | 49.9 | — | |
| GATSetting=LODO (dataset), m-shot=52026.01 | 49 | — | |
| MDGFMSetting=LODO (dataset), m-shot=12026.01 | 47.4 | — | |
| SAMGPTSetting=LODO (dataset), m-shot=12026.01 | 46.8 | — | |
| OFASetting=LODO (dataset), m-shot=12026.01 | 45.9 | — | |
| MDGPTSetting=LODO (dataset), m-shot=12026.01 | 42.6 | — | |
| GCOPESetting=LODO (dataset), m-shot=12026.01 | 36.3 | — | |
| GraphCLSetting=LODO (dataset), m-shot=12026.01 | 33.6 | — | |
| DGISetting=LODO (dataset), m-shot=12026.01 | 30.8 | — | |
| GATSetting=LODO (dataset), m-shot=12026.01 | 29.7 | — | |
| GCNSetting=LODO (dataset), m-shot=12026.01 | 28.4 | — | |
| GraphMAE2026.02 | 27.08 | 23.66 | |
| GraphGPT2026.02 | 24.9 | 7.98 | |
| OFA2026.02 | 23.11 | 23.3 | |
| DGI2026.02 | 17.5 | 12.44 |