Link Prediction on Health
83.45AccuracyMLaGA
Evaluation results
| Method | Links | |
|---|---|---|
| MLaGAModel Type=Ours2025.06 | 83.45 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Task2025.06 | 83.15 | |
| GraphPrompterModel Type=Graph LLM2025.06 | 82.95 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Domain2025.06 | 82.63 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Single Focus2025.06 | 82.21 | |
| Unigraph2Model Type=Multimodal Graph Model2025.06 | 82.07 | |
| Qwen2.5-VL-7BModel Type=MLLM2025.06 | 79.45 | |
| GCNModel Type=GNN-based2025.06 | 67.97 | |
| GraphSAGEModel Type=GNN-based2025.06 | 62.67 | |
| MLPModel Type=GNN-based2025.06 | 62.63 | |
| GraphGPTModel Type=Graph LLM2025.06 | 62.15 | |
| MMGCNModel Type=Multimodal Graph Model2025.06 | 55.6 | |
| MGATModel Type=Multimodal Graph Model2025.06 | 55.4 | |
| LLaVA1.5-Next-7BModel Type=MLLM2025.06 | 51.15 |