LLM Moderation on WildGuardMix (test)
14.59ASRMLPM Simple Refuse
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MLPM Simple RefuseBase LLM=OLMo2-7B2025.02 | 14.59 | 6.03 | 83.85 | |
| MLPM Simple RefuseBase LLM=Llama3-8B2025.02 | 15.52 | 5.93 | 83.47 | |
| MLPM Simple RefuseBase LLM=Mistral-7B2025.02 | 15.92 | 6.24 | 82.84 | |
| MLPM Simple RefuseBase LLM=Qwen2-7B2025.02 | 18.3 | 6.24 | 81.52 | |
| Turner et al. (2023)Base LLM=OLMo2-7B2025.02 | 18.57 | 8.15 | 78.9 | |
| Turner et al. (2023) + MLPM ConditioningBase LLM=OLMo2-7B2025.02 | 19.36 | 6.46 | 80.63 | |
| Zheng et al. (2024)Base LLM=OLMo2-7B2025.02 | 19.76 | 8.25 | 78.12 | |
| Lee et al. (2025a)Base LLM=OLMo2-7B2025.02 | 20.42 | 6.56 | 79.9 | |
| Base ModelBase LLM=OLMo2-7B2025.02 | 20.82 | 5.93 | 80.48 | |
| Zheng et al. (2024) + MLPM ConditioningBase LLM=OLMo2-7B2025.02 | 20.95 | 6.35 | 79.86 | |
| Zheng et al. (2024)Base LLM=Llama3-8B2025.02 | 25.07 | 6.03 | 77.82 | |
| Zheng et al. (2024) + MLPM ConditioningBase LLM=Llama3-8B2025.02 | 26.92 | 4.02 | 79.21 | |
| Zheng et al. (2024)Base LLM=Qwen2-7B2025.02 | 28.91 | 5.71 | 75.83 | |
| Zheng et al. (2024) + MLPM ConditioningBase LLM=Qwen2-7B2025.02 | 31.56 | 3.92 | 76.3 | |
| Turner et al. (2023)Base LLM=Llama3-8B2025.02 | 35.94 | 53.76 | 27.2 | |
| Base ModelBase LLM=Llama3-8B2025.02 | 36.21 | 2.54 | 74.75 | |
| Lee et al. (2025a)Base LLM=Llama3-8B2025.02 | 36.47 | 7.51 | 68.71 | |
| Turner et al. (2023)Base LLM=Mistral-7B2025.02 | 40.45 | 18.73 | 54.29 | |
| Turner et al. (2023) + MLPM ConditioningBase LLM=Llama3-8B2025.02 | 44.56 | 4.66 | 66.03 | |
| Turner et al. (2023) + MLPM ConditioningBase LLM=Mistral-7B2025.02 | 45.89 | 3.6 | 66.15 | |
| Turner et al. (2023)Base LLM=Qwen2-7B2025.02 | 47.75 | 3.81 | 64.41 | |
| Turner et al. (2023) + MLPM ConditioningBase LLM=Qwen2-7B2025.02 | 48.67 | 2.54 | 65.02 | |
| Lee et al. (2025a)Base LLM=Qwen2-7B2025.02 | 50.13 | 2.65 | 63.66 | |
| Base ModelBase LLM=Qwen2-7B2025.02 | 50.53 | 2.22 | 63.78 | |
| Zheng et al. (2024)Base LLM=Mistral-7B2025.02 | 54.11 | 3.49 | 59.3 | |
| Zheng et al. (2024) + MLPM ConditioningBase LLM=Mistral-7B2025.02 | 55.44 | 2.43 | 59.16 | |
| Lee et al. (2025a)Base LLM=Mistral-7B2025.02 | 73.61 | 6.24 | 37.31 | |
| Base ModelBase LLM=Mistral-7B2025.02 | 78.25 | 1.9 | 34.51 |