Supervised Graph Classification on CORA
78.4AccuracyRAG-GFM
Evaluation results
| Method | Links | |
|---|---|---|
| RAG-GFMSetting=LODO (dataset), m-shot=52026.01 | 78.4 | |
| UniGraphSetting=LODO (dataset), m-shot=52026.01 | 76.5 | |
| GraphCLIPSetting=LODO (dataset), m-shot=52026.01 | 75.1 | |
| ZeroGSetting=LODO (dataset), m-shot=52026.01 | 74.2 | |
| MDGFMSetting=LODO (dataset), m-shot=52026.01 | 69.4 | |
| SAMGPTSetting=LODO (dataset), m-shot=52026.01 | 69.3 | |
| RAG-GFMSetting=LODO (dataset), m-shot=12026.01 | 68.7 | |
| UniGraphSetting=LODO (dataset), m-shot=12026.01 | 66.5 | |
| GraphCLIPSetting=LODO (dataset), m-shot=12026.01 | 65.9 | |
| MDGPTSetting=LODO (dataset), m-shot=52026.01 | 65.1 | |
| OFASetting=LODO (dataset), m-shot=52026.01 | 65.1 | |
| ZeroGSetting=LODO (dataset), m-shot=12026.01 | 65.1 | |
| GCOPESetting=LODO (dataset), m-shot=52026.01 | 63.9 | |
| OFASetting=LODO (dataset), m-shot=12026.01 | 58 | |
| GCOPESetting=LODO (dataset), m-shot=12026.01 | 55.9 | |
| MDGFMSetting=LODO (dataset), m-shot=12026.01 | 55.5 | |
| GraphCLSetting=LODO (dataset), m-shot=52026.01 | 55.2 | |
| InfoGraphSetting=LODO (dataset), m-shot=52026.01 | 54.7 | |
| SAMGPTSetting=LODO (dataset), m-shot=12026.01 | 53.3 | |
| GCNSetting=LODO (dataset), m-shot=52026.01 | 52.9 | |
| MDGPTSetting=LODO (dataset), m-shot=12026.01 | 52.8 | |
| GATSetting=LODO (dataset), m-shot=52026.01 | 49.6 | |
| InfoGraphSetting=LODO (dataset), m-shot=12026.01 | 42.2 | |
| GCNSetting=LODO (dataset), m-shot=12026.01 | 40.1 | |
| GraphCLSetting=LODO (dataset), m-shot=12026.01 | 39.6 | |
| GATSetting=LODO (dataset), m-shot=12026.01 | 36 |