Node Classification on Grocery MAGB
86.28AccuracyNSG-MoE
Evaluation Results
| Method | Links | |
|---|---|---|
| NSG-MoEFeature Encoder=Llama-8B+CLIP2026.01 | 86.28 | |
| MMGATFeature Encoder=Llama-8B+CLIP2026.01 | 85.6 | |
| GCNFeature Encoder=Llama-11B2026.01 | 85.31 | |
| MMGCNFeature Encoder=Llama-8B+CLIP2026.01 | 85.3 | |
| Unigraph2Feature Encoder=Llama-8B+CLIP2026.01 | 85.24 | |
| SAGEFeature Encoder=Llama-11B2026.01 | 85.13 | |
| SAGEFeature Encoder=Llama-8B+CLIP2026.01 | 85.12 | |
| GCNFeature Encoder=Llama-8B+CLIP2026.01 | 84.83 | |
| GATFeature Encoder=Llama-11B2026.01 | 84.72 | |
| GATFeature Encoder=Llama-8B+CLIP2026.01 | 84.67 | |
| SAGEFeature Encoder=Qwen-VL-7B2026.01 | 81.73 | |
| GCNFeature Encoder=Qwen-VL-7B2026.01 | 81.56 | |
| GATFeature Encoder=Qwen-VL-7B2026.01 | 81.31 |