Node Classification on Arts
91.2AccuracyMario-8B
Evaluation Results
| Method | Links | |
|---|---|---|
| Mario-8BModality=Text+Image, Training Protocol=Mix-Training2026.03 | 91.2 | |
| MLaGAModel Type=Ours2025.06 | 90.39 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Domain2025.06 | 88.95 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Single Focus2025.06 | 88.6 | |
| Qwen2.5-VL-7BModel Type=MLLM2025.06 | 88.46 | |
| SAGEModality=Text+Image, Training Protocol=Mix-Training2026.03 | 88.09 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Task2025.06 | 87.92 | |
| SAGEModality=Text-only, Training Protocol=Mix-Training2026.03 | 87.46 | |
| MGATModality=multimodal2026.03 | 87.25 | |
| MGATModel Type=Multimodal Graph Model2025.06 | 87.25 | |
| MMGCNModality=multimodal2026.03 | 86.63 | |
| MMGCNModel Type=Multimodal Graph Model2025.06 | 86.63 | |
| MLaGAModality=Text+Image, Training Protocol=Mix-Training2026.03 | 86.32 | |
| SAGEModality=text+image2026.03 | 85.35 | |
| GraphSAGEModel Type=GNN-based2025.06 | 85.35 | |
| GraphPrompterModel Type=Graph LLM2025.06 | 84.4 | |
| MLPModel Type=GNN-based2025.06 | 84.28 | |
| GraphPrompterModality=Text-only, Training Protocol=Mix-Training2026.03 | 83.91 | |
| GATv2Modality=text+image2026.03 | 81.19 | |
| SAGEModality=Image-only, Training Protocol=Mix-Training2026.03 | 79.4 | |
| GCNModality=Text-only, Training Protocol=Mix-Training2026.03 | 79.03 | |
| Unigraph2Model Type=Multimodal Graph Model2025.06 | 78.81 | |
| GCNModality=Text+Image, Training Protocol=Mix-Training2026.03 | 78.59 | |
| LLaVA1.5-Next-7BModel Type=MLLM2025.06 | 77.07 | |
| GCNModality=text+image2026.03 | 76.76 | |
| GCNModel Type=GNN-based2025.06 | 76.76 | |
| GCNModality=Image-only, Training Protocol=Mix-Training2026.03 | 75.03 | |
| LLaGAModality=Text-only, Training Protocol=Mix-Training2026.03 | 74.02 | |
| LLaMA3-8BModality=Text-only, Training Protocol=Mix-Training2026.03 | 65.21 | |
| GraphGPTModel Type=Graph LLM2025.06 | 57.35 |