Safety Alignment on Composite Safety Benchmarks Suite
42.34Average ScoreSafeChain
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SafeChainBase Model=Qwen3-8B2025.10 | 42.34 | 48.18 | 16.99 | 36.8 | 70.73 | 39 | |
| VanillaBase Model=Qwen3-8B2025.10 | 41.72 | 45.45 | 13.62 | 38.8 | 81.71 | 29 | |
| VanillaBase Model=Qwen3-32B2025.10 | 39.81 | 48.18 | 12.25 | 35.2 | 80.43 | 23 | |
| SafeChainBase Model=Qwen3-14B2025.10 | 39.54 | 46.14 | 16.87 | 35.6 | 67.07 | 32 | |
| SafeChainBase Model=Qwen3-32B2025.10 | 38.81 | 44.55 | 16.39 | 28.4 | 70.73 | 34 | |
| VanillaBase Model=Qwen3-14B2025.10 | 36.28 | 45.68 | 12.44 | 34 | 68.29 | 21 | |
| SafePathBase Model=Qwen3-32B2025.10 | 28.24 | 38.18 | 6.57 | 22.8 | 53.66 | 20 | |
| SafePathBase Model=Qwen3-8B2025.10 | 24.9 | 35 | 10.03 | 22.8 | 42.68 | 14 | |
| SafePathBase Model=Qwen3-14B2025.10 | 24.13 | 31.14 | 8.49 | 16 | 50 | 15 | |
| STAR-1Base Model=Qwen3-14B2025.10 | 17.41 | 17.95 | 0.72 | 13.2 | 23.17 | 32 | |
| STAR-1Base Model=Qwen3-8B2025.10 | 16.16 | 17.27 | 0.74 | 20 | 37.8 | 5 | |
| STAR-1Base Model=Qwen3-32B2025.10 | 14.88 | 18.41 | 0.83 | 16.8 | 35.37 | 3 | |
| Safety BacktrackBase Model=Qwen3-8B2025.10 | 11.48 | 16.14 | 1.45 | 8 | 26.83 | 5 | |
| Safety RecompositionBase Model=Qwen3-8B2025.10 | 11.46 | 13.18 | 1.89 | 9.2 | 28.05 | 5 | |
| Safety BacktrackBase Model=Qwen3-32B2025.10 | 9.88 | 14.77 | 1.68 | 8.8 | 23.17 | 1 | |
| SafeKeyBase Model=Qwen3-32B2025.10 | 9.61 | 20 | 0.32 | 7.32 | 10.4 | 10 | |
| SafeKeyBase Model=Qwen3-8B2025.10 | 9.4 | 17.95 | 0.32 | 8.53 | 13.2 | 7 | |
| Safety BacktrackBase Model=Qwen3-14B2025.10 | 8.71 | 11.14 | 0.97 | 6.4 | 18.05 | 7 | |
| SafeKeyBase Model=Qwen3-14B2025.10 | 8.05 | 18.64 | 0.32 | 4.88 | 10.4 | 6 | |
| Safety RecompositionBase Model=Qwen3-14B2025.10 | 8 | 8.18 | 2.09 | 2.8 | 21.95 | 5 | |
| Safety RecompositionBase Model=Qwen3-32B2025.10 | 6.13 | 7.27 | 1.1 | 3.2 | 17.07 | 2 |