Model Size Accuracy/std Precision_Unsafe/std Recall_Unsafe/std Precision_Safe/std Recall_Safe/std DeepSeek-LLM-67B-Chat >65B 68.08/0.35 94.80/0.83 38.40/0.43 61.27/0.26 97.88/0.36 Qwen1.5-72B-Chat >65B 63.67/0.46 58.27/0.32 96.84/0.13 90.51/0.57 30.34/0.80 Opt-66B >65B 59.93/0.41 56.52/0.37 86.87/0.59 71.36/0.78 32.86/0.74 Llama3-ChatQA-1.5-70B >65B 40.41/0.29 33.86/0.75 19.84/0.75 43.13/0.25 61.08/0.37 Yi-1.5-34B-Chat ~30B 66.02/0.22 80.13/0.55 42.82/0.25 60.86/0.16 89.33/0.41 Opt-30B ~30B 53.82/0.03 54.42/0.21 48.32/0.20 53.34/0.11 59.34/0.27 Baichuan2-13B-Chat 10B~20B 70.43/0.39 65.81/0.38 85.34/0.63 79.02/0.63 55.46/0.47 Qwen1.5-14B 10B~20B 61.29/0.40 57.02/0.32 92.43/0.55 79.80/1.05 30.02/0.47 Ziya2-13B-Chat 10B~20B 55.25/0.26 59.24/0.37 34.30/0.11 53.61/0.26 76.29/0.39 InternLM2-Chat-20B 10B~20B 53.67/0.16 79.00/0.66 10.30/0.60 51.90/0.11 97.25/0.26 Opt-13B 10B~20B 49.31/0.31 37.77/3.57 1.76/0.16 49.59/0.23 97.08/0.29 Gemma-1.1-7B 5B~10B 64.32/0.68 59.98/0.58 86.60/0.35 75.70/0.80 41.95/0.93 Qwen1.5-7B-Chat 5B~10B 62.48/0.54 59.06/0.48 81.92/0.50 70.28/0.65 42.96/0.81 Yi-1.5-9B-Chat 5B~10B 60.35/0.52 79.47/1.37 28.16/0.33 56.22/0.39 92.69/0.59 DeepSeek-LLM-7B-Chat 5B~10B 56.79/0.19 84.83/1.23 16.77/0.09 53.70/0.15 96.99/0.27 GPT-J-6B 5B~10B 55.98/0.42 80.27/1.42 16.11/0.86 53.26/0.23 96.03/0.20 Baichuan2-7B 5B~10B 53.99/0.51 62.89/1.57 19.96/0.88 52.31/0.30 88.18/0.23 GLM-4-9B-Chat 5B~10B 50.03/0.15 50.07/0.13 99.31/0.22 44.12/9.01 0.52/0.04 InternLM2-Chat-7B 5B~10B 49.49/0.11 42.16/1.58 2.15/0.31 49.68/0.13 97.06/0.25 Opt-6.7B 5B~10B 48.54/0.43 49.24/0.31 86.62/1.03 43.40/1.18 10.30/0.55 Mistral-7B 5B~10B 42.99/0.06 39.54/0.47 26.01/0.69 44.69/0.11 60.05/0.50 Llama3-ChatQA-1.5-8B 5B~10B 42.11/0.29 37.46/0.85 23.20/0.89 44.20/0.09 61.11/0.57