Node Degree on Synthetic Benchmark (Accuracy, Absolute Error)
99.75AccuracyNAG-LoRA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NAG-LoRABackbone=Qwen3-600M2026.01 | 99.75 | 0 | |
| Qwen3-LoRABackbone=Qwen3-600M2026.01 | 93.25 | 0.07 | |
| NAG-ZeroBackbone=Qwen3-600M2026.01 | 66.21 | 0.64 | |
| GraphTokenEBackbone=Qwen3-600M2026.01 | 60.74 | 0.85 | |
| Qwen3-DirectBackbone=Qwen3-8B2026.01 | 57 | 1.35 | |
| GraphTokenNBackbone=Qwen3-600M2026.01 | 52.01 | 1.09 | |
| GraphTokenGBackbone=Qwen3-600M2026.01 | 50.67 | 1.14 |