Heterogeneous Node Classification on IMDB
76.57Micro-F1MuseGraph
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MuseGraphLLM Base Model=LLaMA3-8B2024.03 | 76.57 | 73.78 | |
| MuseGraphLLM Base Model=Qwen2-7B-Instruct2024.03 | 75.77 | 73.08 | |
| MuseGraphLLM Base Model=LLaMA1-7B2024.03 | 75.73 | 72.51 | |
| MuseGraphLLM Base Model=LLaMA2-7B2024.03 | 74.65 | 72.44 | |
| HINormer2024.03 | 67.63 | 64.29 | |
| HGT2024.03 | 66.95 | 62.71 | |
| GHGRL2024.03 | 65.4 | 59.24 | |
| RevGNN2024.03 | 65.03 | 59.9 | |
| Qwen2-7B-Instruct2024.03 | 64.83 | 61.39 | |
| OFA2024.03 | 64.81 | 57.91 | |
| GAT2024.03 | 64.28 | 58.81 | |
| GCN2024.03 | 64.23 | 58.43 | |
| R-GCN2024.03 | 62.98 | 58.9 | |
| GraphSAGE2024.03 | 62.06 | 52.28 | |
| All-in-One2024.03 | 60.75 | 55.17 | |
| GPT-42024.03 | 59.47 | 59.18 | |
| HiGPT2024.03 | 56.72 | 53.77 | |
| GPT-3.52024.03 | 55.96 | 54.14 | |
| GraphGPT2024.03 | 44.52 | 43.7 | |
| Baichuan2-7B-Base2024.03 | 40.57 | 39.15 | |
| LLaMA3-8B2024.03 | 37.51 | 34.86 | |
| LLaMA2-7B2024.03 | 31.03 | 27.46 | |
| LLaMA1-7B2024.03 | 22.57 | 16.76 | |
| InstructGLM2024.03 | 13.59 | 9.41 |