Node Classification on Toys MAGB
80.92AccuracyNSG-MoE
Evaluation results
| Method | Links | |
|---|---|---|
| NSG-MoEFeature Encoder=Llama-8B+CLIP2026.01 | 80.92 | |
| GCNFeature Encoder=Llama-11B2026.01 | 80.72 | |
| SAGEFeature Encoder=Llama-11B2026.01 | 80.67 | |
| MMGATFeature Encoder=Llama-8B+CLIP2026.01 | 80.59 | |
| MMGCNFeature Encoder=Llama-8B+CLIP2026.01 | 80.05 | |
| GATFeature Encoder=Llama-11B2026.01 | 80 | |
| Unigraph2Feature Encoder=Llama-8B+CLIP2026.01 | 79.49 | |
| SAGEFeature Encoder=Llama-8B+CLIP2026.01 | 79.27 | |
| GCNFeature Encoder=Llama-8B+CLIP2026.01 | 78.96 | |
| GCNFeature Encoder=Qwen-VL-7B2026.01 | 78.7 | |
| GATFeature Encoder=Llama-8B+CLIP2026.01 | 78.58 | |
| GATFeature Encoder=Qwen-VL-7B2026.01 | 78.51 | |
| SAGEFeature Encoder=Qwen-VL-7B2026.01 | 78.47 |