Homogeneous Node Classification on Cora
88.19Micro F1TAPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TAPEBackbone=GCN2024.03 | 88.19 | 87.16 | |
| MuseGraphLLM Base Model=LLaMA3-8B2024.03 | 86.83 | 84.74 | |
| GraphSAGE2024.03 | 85.98 | 84.57 | |
| RevGNN2024.03 | 85.79 | 83.14 | |
| MuseGraphLLM Base Model=Qwen2-7B-Instruct2024.03 | 84.35 | 80.71 | |
| MuseGraphLLM Base Model=LLaMA2-7B2024.03 | 84.06 | 81.25 | |
| GHGRL2024.03 | 83.96 | 80.97 | |
| GCN2024.03 | 82.87 | 81.29 | |
| HINormer2024.03 | 82.84 | 81.28 | |
| GAT2024.03 | 82.5 | 81.42 | |
| HGT2024.03 | 81.52 | 80.76 | |
| MuseGraphLLM Base Model=LLaMA1-7B2024.03 | 81.29 | 77.5 | |
| R-GCN2024.03 | 80.63 | 79.14 | |
| LLM-GNN2024.03 | 75.61 | 73.95 | |
| OFA2024.03 | 71.68 | 70.21 | |
| All-in-One2024.03 | 68.45 | 64.18 | |
| GPT-42024.03 | 67.71 | 56.41 | |
| GPT-3.52024.03 | 65.31 | 55.34 | |
| Qwen2-7B-Instruct2024.03 | 58.34 | 48.23 | |
| GraphGPT2024.03 | 24.57 | 15.26 | |
| HiGPT2024.03 | 23.86 | 14.17 | |
| InstructGLM2024.03 | 15.62 | 10.88 | |
| LLaMA3-8B2024.03 | 14.76 | 8.49 | |
| LLaMA2-7B2024.03 | 14.02 | 6.08 | |
| LLaMA1-7B2024.03 | 12.92 | 5.93 | |
| Baichuan2-7B-Base2024.03 | 8.78 | 5.68 |