| Model,Size,F1,Accuracy,Precision,Recall,FPR,FNR | |
| Deepexi-Guard-3B,1B~5B,89.63 ,89.72 ,85.53 ,94.15 ,14.24 ,5.85 | |
| Qwen3-32B,~30B,88.54 ,89.25 ,89.08 ,88.02 ,9.64 ,11.98 | |
| Qwen3-235B-A22B,>65B,87.92 ,88.96 ,90.86 ,85.17 ,7.66 ,14.83 | |
| Qwen3-235B-A22B-Instruct-2507,>65B,87.81 ,89.13 ,93.27 ,82.96 ,5.35 ,17.04 | |
| GLM-Z1-9B-0414,5B~10B,87.36 ,88.03 ,87.11 ,87.61 ,11.59 ,12.39 | |
| Qwen2.5-72B-Instruct,>65B,86.81 ,88.27 ,92.50 ,81.79 ,5.93 ,18.21 | |
| QwQ-32B,~30B,86.80 ,88.35 ,93.33 ,81.12 ,5.18 ,18.88 | |
| Phi-4,10B~20B,85.95 ,86.88 ,86.90 ,85.02 ,11.45 ,14.98 | |
| Gemma-3-27B-it,~30B,85.29 ,86.78 ,89.83 ,81.19 ,8.22 ,18.81 | |
| DeepSeek-R1-0528,>65B,85.24 ,87.47 ,96.02 ,76.63 ,2.84 ,23.37 | |
| Mistral-Small-3.2-24B-Instruct,~30B,85.07 ,87.03 ,93.14 ,78.29 ,5.15 ,21.71 | |
| GLM-4-9B-chat,5B~10B,84.85 ,86.27 ,88.47 ,81.52 ,9.49 ,18.48 | |
| MD-Judge-v0_2-internlm2_7B,5B~10B,84.63 ,85.88 ,87.03 ,82.37 ,10.98 ,17.63 | |
| DeepSeek-R1-Distill-Qwen-32B,~30B,84.55 ,86.64 ,93.05 ,77.47 ,5.17 ,22.53 | |
| Hunyuan-A13B-Instruct,>65B,84.32 ,86.21 ,90.97 ,78.58 ,6.98 ,21.42 | |
| Moonlight-16B-A3B-Instruct,10B~20B,84.21 ,84.35 ,80.41 ,88.38 ,19.25 ,11.62 | |
| GLM-Z1-32B-0414,~30B,83.40 ,85.75 ,92.63 ,75.85 ,5.40 ,24.15 | |
| Qwen3-8B,5B~10B,83.05 ,85.51 ,92.69 ,75.23 ,5.30 ,24.77 | |
| Qwen2.5-7B-Instruct,5B~10B,82.96 ,84.99 ,89.41 ,77.37 ,8.20 ,22.63 | |
| Qwen2.5-1.5B-Instruct,1B~5B,79.48 ,77.08 ,68.83 ,94.03 ,38.07 ,5.97 | |
| shieldgemma-2B,1B~5B,79.19 ,79.63 ,76.50 ,82.06 ,22.54 ,17.94 | |
| Qwen2.5-3B-Instruct,1B~5B,79.05 ,77.57 ,70.69 ,89.66 ,33.25 ,10.34 | |
| SHTEC_safety_fence_model_7B,5B~10B,78.44 ,82.48 ,93.54 ,67.54 ,4.17 ,32.46 | |
| Qwen3-4B,1B~5B,78.16 ,82.50 ,95.12 ,66.33 ,3.04 ,33.67 | |
| SmolLM3-3B,1B~5B,76.10 ,79.19 ,83.09 ,70.19 ,12.77 ,29.81 | |
| ERNIE-4.5-21B-A3B-Paddle,~20B,75.21 ,80.58 ,94.58 ,62.42 ,3.20 ,37.58 | |
| Qwen3-1.7B,1B~5B,74.46 ,79.34 ,89.36 ,63.82 ,6.79 ,36.18 | |
| internlm2_5-7B-chat,5B~10B,71.52 ,78.49 ,95.34 ,57.22 ,2.50 ,42.78 | |
| Llama-Guard-4-12B,10B~20B,65.66 ,74.64 ,90.99 ,51.36 ,4.54 ,48.64 | |
| Llama-Guard-3-8B,5B~10B,59.33 ,72.44 ,97.80 ,42.58 ,0.86 ,57.42 | |
| DeepSeek-R1-Distill-Qwen-7B,5B~10B,45.27 ,65.53 ,90.36 ,30.20 ,2.88 ,69.80 | |
| Gemma-3n-E4B-it,5B~10B,44.05 ,64.88 ,88.80 ,29.29 ,3.30 ,70.71 | |