Link Prediction on Beauty
79.8AccuracyMLaGA
Evaluation results
| Method | Links | |
|---|---|---|
| MLaGAModel Type=Ours2025.06 | 79.8 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Task2025.06 | 77.92 | |
| Unigraph2Model Type=Multimodal Graph Model2025.06 | 77.38 | |
| GraphPrompterModel Type=Graph LLM2025.06 | 76.6 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Domain2025.06 | 76.45 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Single Focus2025.06 | 75.67 | |
| Qwen2.5-VL-7BModel Type=MLLM2025.06 | 72.43 | |
| GCNModel Type=GNN-based2025.06 | 69.27 | |
| GraphSAGEModel Type=GNN-based2025.06 | 65.53 | |
| MLPModel Type=GNN-based2025.06 | 63.63 | |
| GraphGPTModel Type=Graph LLM2025.06 | 63.5 | |
| MMGCNModel Type=Multimodal Graph Model2025.06 | 54.6 | |
| MGATModel Type=Multimodal Graph Model2025.06 | 53.2 | |
| LLaVA1.5-Next-7BModel Type=MLLM2025.06 | 50.42 |