LLM Safety and Informativeness Evaluation on HarmfulQA
98.1Safety RateSafeMoE-XL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SafeMoE-XLVariant=XL2026.05 | 98.1 | 7.1 | |
| Mistral MoE-XLBase Model=Mistral-7B, Architecture=SafeMoE2026.05 | 89.1 | 7.17 | |
| Oyster-I 14BParameters=14B2026.05 | 82.3 | 7.3 | |
| RealSafe-R12026.05 | 72.2 | 6.1 | |
| SafeMoE-QwenBackbone=Qwen2026.05 | 69.9 | 6.9 | |
| Qwen MoE-XLBase Model=Qwen-3B, Architecture=SafeMoE2026.05 | 69.88 | 6.86 | |
| Deepseek-R1-QwenBackbone=Qwen2026.05 | 48.2 | 7 | |
| Zephyr2026.05 | 45.9 | 6.7 | |
| SN-Tune2026.05 | 44.6 | 4.4 | |
| MistralBase Model=Mistral-7B, Type=Standard instruction-tuned2026.05 | 40.15 | 4.07 | |
| Mistral-7BParameters=7B2026.05 | 40.1 | 4 | |
| Qwen-3BBase Model=Qwen-3B, Type=Standard instruction-tuned2026.05 | 32.85 | 6.17 | |
| Qwen-3BParameters=3B2026.05 | 32.8 | 6.2 | |
| SafeLoRA2026.05 | 23.9 | 5.2 | |
| Mistral-SFT2026.05 | 19.1 | 5.8 |