Node Classification on RedditS
96.95AccuracyMLaGA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLaGAModel Type=Ours2025.06 | 96.95 | — | |
| CAMPA2026.05 | 96.76 | 92.51 | |
| LGMRec2026.05 | 96.51 | 92.47 | |
| MIG-GT2026.05 | 95.31 | 88.61 | |
| DGF2026.05 | 94.88 | 87.13 | |
| GAT2026.05 | 94.21 | 90.23 | |
| UniGraph22026.05 | 93.84 | 89.71 | |
| MGAT2026.05 | 93.71 | 84.5 | |
| Unigraph2Model Type=Multimodal Graph Model2025.06 | 93.65 | — | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Single Focus2025.06 | 93.24 | — | |
| GraphPrompterModel Type=Graph LLM2025.06 | 92.85 | — | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Task2025.06 | 92.83 | — | |
| RoleMAG2026.04 | 92.57 | 87.04 | |
| RoleMAG2026.04 | 92.57 | 87.04 | |
| LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Domain2025.06 | 92.54 | — | |
| GraphMNL+2026.06 | 92.47 | 84.24 | |
| LGMRec2026.04 | 92.36 | 86.1 | |
| LGMRec2026.04 | 92.36 | 86.1 | |
| Graph4MM2026.04 | 92.34 | 86.31 | |
| Graph4MM2026.04 | 92.34 | 86.31 | |
| NTSFormer2026.04 | 92.21 | 85.74 | |
| MMGCN2026.05 | 91.98 | 85.36 | |
| DMGC2026.05 | 91.95 | 84.23 | |
| GraphMNL2026.06 | 91.95 | 83.55 | |
| DGF2026.06 | 91.93 | 83.22 | |
| DGF2026.04 | 91.79 | 83.03 | |
| DGF2026.04 | 91.73 | 82.63 | |
| MGAT2026.04 | 91.73 | 85.12 | |
| LGMRec2026.06 | 91.71 | 83.41 | |
| GCN2026.04 | 91.48 | 84.68 | |
| GAT2026.04 | 91.45 | 85.65 | |
| DMGC2026.06 | 91.41 | 82.61 | |
| MMGCN2026.06 | 91.35 | 82.71 | |
| MHGAT2026.06 | 91.22 | 82.82 | |
| MGAT2026.06 | 91.07 | 82.43 | |
| GraphSAGEModel Type=GNN-based2025.06 | 90.47 | — | |
| MMGCN2026.04 | 90.44 | 82.85 | |
| MMGCNModel Type=Multimodal Graph Model2025.06 | 90.08 | — | |
| GCNModel Type=GNN-based2025.06 | 89.8 | — | |
| UniGraph22026.06 | 88.73 | 78.13 | |
| MGATModel Type=Multimodal Graph Model2025.06 | 88.31 | — | |
| MLPModel Type=GNN-based2025.06 | 88.09 | — | |
| Qwen2.5-VL-7BModel Type=MLLM2025.06 | 88.04 | — | |
| EG Conf2026.06 | 85.67 | 68.32 | |
| Positive KL2026.06 | 85.33 | 67.15 | |
| Fusion2026.06 | 85.21 | 69.14 | |
| DMGC2026.04 | 76.57 | 65.08 | |
| LLaVA1.5-Next-7BModel Type=MLLM2025.06 | 67.12 | — | |
| GraphGPTModel Type=Graph LLM2025.06 | 42.9 | — |