Node Classification on Reddit-M
88.75AccuracySUPRA + Aux
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SUPRA + AuxFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.05 | 88.75 | 85.99 | |
| SUPRA BaseFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.05 | 88.74 | 86.11 | |
| SUPRA + AuxFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.05 | 87.28 | 84.42 | |
| NTSFormerFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 87.28 | 84.05 | |
| SUPRA BaseFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.05 | 87.22 | 84.51 | |
| SAGEFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 87.22 | 84.11 | |
| SAGEFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 86.44 | 83.71 | |
| NTSFormerFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 86.13 | 82.81 | |
| EF-MLPFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 84.8 | 81.39 | |
| MIG-GTFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 84.69 | 80.38 | |
| EF-MLPFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 83.2 | 79.78 | |
| MIG-GTFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 82.91 | 78.68 | |
| JKNetFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 79.45 | 75.55 | |
| GCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 79.32 | 75.62 | |
| MMGCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 79.25 | 75.63 | |
| VisualFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 78.74 | 74.16 | |
| GATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 78.63 | 74.78 | |
| MMGCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 78.46 | 74.7 | |
| GCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 78.42 | 74.39 | |
| VisualFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 78.27 | 73.65 | |
| JKNetFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 78.19 | 74.06 | |
| MGATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 78.11 | 74.15 | |
| GATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 77.96 | 73.86 | |
| MGATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 77.9 | 74.06 | |
| GraphMNL+2026.06 | 76.6 | 70.69 | |
| GraphMNL2026.06 | 74.35 | 68 | |
| LGMRec2026.06 | 73.92 | 66.87 | |
| DGF2026.06 | 73.71 | 66.11 | |
| MHGAT2026.06 | 72.97 | 65.66 | |
| MMGCN2026.06 | 72.83 | 65.53 | |
| MGAT2026.06 | 72.55 | 65.21 | |
| DMGC2026.06 | 72.22 | 65.32 | |
| UniGraph22026.06 | 69.93 | 61.01 | |
| Fusion2026.06 | 61.53 | 51.87 | |
| Positive KL2026.06 | 61.47 | 52.07 | |
| EG Conf2026.06 | 61.27 | 52.73 | |
| MLaGATransfer Setting=few-shot2025.06 | 59.15 | — | |
| TextFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 58.49 | 56.54 | |
| TextFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 46.98 | 44.78 | |
| MLaGATransfer Setting=zero-shot2025.06 | 43.4 | — | |
| LLaGA-NDTransfer Setting=Cross-Task2025.06 | 29.65 | — | |
| GraphSAGE2025.06 | 2.43 | — | |
| GCN2025.06 | 1.57 | — | |
| MLP2025.06 | 1.39 | — |