Node Classification on Reddit-M MAGB
85.03AccuracyNSG-MoE
Evaluation Results
| Method | Links | |
|---|---|---|
| NSG-MoEFeature Encoder=Llama-8B+CLIP2026.01 | 85.03 | |
| GATFeature Encoder=Llama-11B2026.01 | 84.71 | |
| SAGEFeature Encoder=Llama-11B2026.01 | 84.22 | |
| GCNFeature Encoder=Llama-11B2026.01 | 83.62 | |
| GATFeature Encoder=Qwen-VL-7B2026.01 | 79.87 | |
| SAGEFeature Encoder=Qwen-VL-7B2026.01 | 79.48 | |
| MMGCNFeature Encoder=Llama-8B+CLIP2026.01 | 79.24 | |
| GCNFeature Encoder=Qwen-VL-7B2026.01 | 79.22 | |
| MMGATFeature Encoder=Llama-8B+CLIP2026.01 | 79.11 | |
| Unigraph2Feature Encoder=Llama-8B+CLIP2026.01 | 70.19 | |
| GATFeature Encoder=Llama-8B+CLIP2026.01 | 69.27 | |
| SAGEFeature Encoder=Llama-8B+CLIP2026.01 | 62.75 | |
| GCNFeature Encoder=Llama-8B+CLIP2026.01 | 62.32 |