Cycle Check on synthetic benchmark
99.9AccuracyNAG-LoRA
Evaluation results
| Method | Links | |
|---|---|---|
| NAG-LoRABackbone=Qwen3-600M2026.01 | 99.9 | |
| Qwen3-LoRABackbone=Qwen3-600M2026.01 | 99.8 | |
| NAG-ZeroBackbone=Qwen3-600M2026.01 | 99.35 | |
| GraphTokenGBackbone=Qwen3-600M2026.01 | 97.95 | |
| GraphTokenEBackbone=Qwen3-600M2026.01 | 97.95 | |
| GraphTokenNBackbone=Qwen3-600M2026.01 | 96.92 | |
| Qwen3-DirectBackbone=Qwen3-8B2026.01 | 76.2 |