Model,Size,Discrimination_Accuracy,Discrimination_Precision,Discrimination_Recall,Variant_Accuracy,Variant_Precision,Variant_Recall,Psychology_Accuracy,Psychology_Precision,Psychology_Recall,Politics_Accuracy,Politics_Precision,Politics_Recall,Eroticism_Accuracy,Eroticism_Precision,Eroticism_Recall,Vulgarity_Accuracy,Vulgarity_Precision,Vulgarity_Recall,Property_Accuracy,Property_Precision,Property_Recall,Injury_Accuracy,Injury_Precision,Injury_Recall,Criminality_Accuracy,Criminality_Precision,Criminality_Recall,Ethics_Accuracy,Ethics_Precision,Ethics_Recall
DeepSeek-LLM-67B-Chat,>65B,0.6948,0.9451,0.3989,0.6447,0.9375,0.3259,0.5122,0.5824,0.033,0.7673,0.9695,0.5903,0.6865,0.9516,0.4092,0.899,0.9725,0.8159,0.66,0.9341,0.326,0.5479,0.8184,0.1017,0.8777,0.9706,0.7709,0.5142,0.6736,0.0456
Qwen1.5-72B-Chat,>65B,0.6479,0.581,0.9985,0.6609,0.6019,0.9938,0.6472,0.5837,0.9906,0.5928,0.5895,0.8276,0.6544,0.5996,0.9796,0.6488,0.5823,0.9987,0.6448,0.5792,0.9932,0.6255,0.5712,0.9493,0.6433,0.5763,0.9951,0.6485,0.5872,0.9874
Qwen2.5-72B-Instruct,>65B,0.6292,0.6414,0.5480,0.8411,0.7760,0.9689,0.3631,0.0282,0.0086,0.7521,0.7629,0.7894,0.7928,0.7585,0.8742,0.8142,0.7522,0.9248,0.5333,0.5328,0.3499,0.3959,0.1923,0.0723,0.7490,0.7180,0.7928,0.3967,0.2195,0.0826
Qwen2-72B-Instruct,>65B,0.6587,0.5982,0.9159,0.7064,0.6373,0.9870,0.4112,0.4039,0.4090,0.6611,0.6383,0.8691,0.6920,0.6315,0.9577,0.6948,0.6175,0.9884,0.6106,0.5703,0.8181,0.4184,0.4103,0.4236,0.6658,0.5992,0.9347,0.4887,0.4879,0.5650
Opt-66B,>65B,0.645,0.5831,0.9572,0.3981,0.417,0.4471,0.6667,0.5971,0.9953,0.6232,0.6095,0.8551,0.4854,0.4984,0.6176,0.652,0.5874,0.9698,0.6511,0.5859,0.9706,0.6604,0.5926,0.9853,0.6556,0.586,0.9846,0.655,0.5943,0.9665
Llama3-ChatQA-1.5-70B,>65B,0.3666,0.2082,0.1069,0.339,0.169,0.0752,0.3147,0.0148,0.0059,0.2947,0.075,0.0261,0.7758,0.7167,0.9293,0.5528,0.5482,0.4877,0.3396,0.111,0.0507,0.3207,0.0374,0.0156,0.4392,0.3806,0.2524,0.3214,0.0614,0.0253
Llama-3.1-70B-Instruct,>65B,0.4670,0.4105,0.2107,0.3766,0.1681,0.0560,0.3856,0.1439,0.0505,0.3460,0.1387,0.0392,0.4036,0.2873,0.1107,0.3872,0.1394,0.0487,0.4967,0.4715,0.2711,0.4070,0.2331,0.0910,0.4985,0.4691,0.2716,0.6337,0.6553,0.5548
Llama-3.3-70B-Instruct,>65B,0.3996,0.3526,0.2759,0.2923,0.1430,0.0771,0.3029,0.1420,0.0825,0.2624,0.1066,0.0486,0.3657,0.3253,0.2213,0.3305,0.2121,0.1358,0.4583,0.4388,0.3966,0.3156,0.1750,0.1062,0.4510,0.4249,0.3802,0.5813,0.5696,0.6459
Yi-1.5-34B-Chat,~30B,0.7139,0.8341,0.5176,0.7722,0.8735,0.6482,0.475,0.2581,0.0357,0.7162,0.8717,0.5603,0.6206,0.7912,0.353,0.8816,0.8938,0.8601,0.6412,0.7813,0.3672,0.497,0.4306,0.0769,0.8472,0.8832,0.7889,0.4818,0.3646,0.0576
Qwen2.5-32B-Instruct,~30B,0.6749,0.6366,0.7789,0.7893,0.7099,0.9938,0.4372,0.4025,0.2943,0.7921,0.7323,0.9739,0.7723,0.7036,0.9599,0.7702,0.6873,0.9727,0.5920,0.5774,0.6092,0.4358,0.3969,0.2906,0.7404,0.6695,0.9160,0.4640,0.4506,0.3514
Opt-30B,~30B,0.5831,0.5754,0.5565,0.3952,0.338,0.1915,0.6784,0.6507,0.7506,0.5798,0.6281,0.5559,0.357,0.2405,0.1185,0.406,0.3224,0.1945,0.6203,0.6061,0.633,0.6188,0.6076,0.6293,0.6031,0.5886,0.5976,0.6244,0.6184,0.6415
QwQ-32B-Preview,~30B,0.5231,0.5061,0.9839,0.5519,0.5328,1.0000,0.4141,0.4443,0.7537,0.5814,0.5650,0.9989,0.5529,0.5340,0.9993,0.5318,0.5111,0.9993,0.5083,0.4978,0.9542,0.4392,0.4593,0.8080,0.5238,0.5042,0.9922,0.5269,0.5128,0.9743
Baichuan2-13B-Chat,10B~20B,0.7346,0.6715,0.8932,0.7703,0.7043,0.9491,0.6303,0.6129,0.6785,0.7435,0.7152,0.8777,0.779,0.7088,0.9649,0.7677,0.6883,0.9601,0.6763,0.6388,0.7738,0.6359,0.6149,0.6904,0.7096,0.6554,0.8436,0.7306,0.6762,0.8788
Qwen1.5-14B-Chat,10B~20B,0.625,0.5683,0.964,0.6549,0.5977,0.9932,0.5983,0.5571,0.9038,0.6561,0.6193,0.9535,0.6592,0.6005,0.9994,0.6382,0.5759,0.9897,0.5579,0.53,0.8275,0.5009,0.4938,0.7077,0.6256,0.566,0.9705,0.6063,0.5643,0.914
Ziya2-13B-Chat,10B~20B,0.6322,0.6632,0.502,0.381,0.0822,0.0212,0.4263,0.2557,0.086,0.4352,0.4474,0.1651,0.612,0.6721,0.4744,0.812,0.7741,0.8691,0.4904,0.4516,0.2102,0.5309,0.5403,0.2964,0.7186,0.7235,0.6777,0.4811,0.4512,0.2021
InternLM2-Chat-20B,10B~20B,0.5184,0.5912,0.0441,0.4754,0.0222,0.0006,0.4929,0.0222,0.0006,0.4744,0.7043,0.0573,0.605,0.904,0.256,0.5265,0.6774,0.0625,0.5689,0.8292,0.146,0.5046,0.4073,0.0202,0.7142,0.9352,0.44,0.498,0.4041,0.0196
Opt-13B,10B~20B,0.5011,0.0392,0.0015,0.4792,0.0695,0.0018,0.4958,0,0,0.4492,0.237,0.0055,0.4897,0.5438,0.0249,0.4996,0.0333,0.0006,0.5037,0.1931,0.0055,0.5454,0.8065,0.0965,0.5155,0.499,0.0228,0.5016,0.4815,0.0203
Mistral-Nemo-Instruct-2407,10B~20B,0.6992,0.6359,0.8960,0.7518,0.6773,0.9826,0.6421,0.6067,0.7767,0.7290,0.6896,0.9121,0.7377,0.6719,0.9542,0.7482,0.6611,0.9959,0.6396,0.6014,0.7754,0.6045,0.5803,0.7019,0.7246,0.6464,0.9529,0.4910,0.4881,0.4717
Phi-3-medium-4k-instruct,10B~20B,0.8162,0.7447,0.9484,0.3950,0.2748,0.1126,0.8368,0.7558,0.9878,0.5763,0.6486,0.4809,0.6431,0.6695,0.5981,0.8403,0.7549,0.9973,0.8092,0.7414,0.9343,0.8263,0.7504,0.9679,0.8352,0.7499,0.9896,0.6361,0.6499,0.5818
Phi-3-medium-128k-instruct,10B~20B,0.8024,0.7318,0.9391,0.3592,0.1596,0.0598,0.8232,0.7434,0.9790,0.5228,0.5910,0.3977,0.5699,0.6022,0.4725,0.8293,0.7436,0.9939,0.7813,0.7222,0.8963,0.8009,0.7328,0.9351,0.8260,0.7393,0.9898,0.6525,0.6565,0.6327
Gemma-1.1-7B-it,5B~10B,0.6885,0.6193,0.9389,0.7201,0.6502,0.9795,0.6709,0.6133,0.8985,0.7171,0.6709,0.9421,0.5993,0.5861,0.7426,0.7164,0.634,0.9953,0.6316,0.5872,0.8235,0.5207,0.5098,0.595,0.6874,0.616,0.9415,0.6164,0.5853,0.7856
Qwen1.5-7B-Chat,5B~10B,0.6415,0.5933,0.8439,0.7295,0.6542,0.9987,0.5495,0.5352,0.6535,0.7415,0.6808,0.9875,0.7286,0.6545,0.9955,0.7167,0.6339,0.9966,0.6122,0.5749,0.784,0.4866,0.4788,0.5265,0.6887,0.6165,0.9449,0.4276,0.4219,0.4072
Yi-1.5-9B-Chat,5B~10B,0.7089,0.8612,0.4825,0.5418,0.7129,0.1741,0.4846,0.2932,0.0308,0.5376,0.7743,0.2115,0.6185,0.8236,0.3254,0.818,0.9011,0.7057,0.5819,0.7416,0.2207,0.4893,0.3279,0.0365,0.7959,0.8937,0.6572,0.477,0.2414,0.0233
DeepSeek-LLM-7B-Chat,5B~10B,0.5078,0.4247,0.0246,0.5288,0.7841,0.1076,0.4923,0.0435,0.0019,0.5924,0.9137,0.2765,0.6125,0.9021,0.2737,0.6802,0.9215,0.3786,0.542,0.7419,0.0938,0.503,0.3766,0.0194,0.7217,0.9323,0.4588,0.4987,0.4142,0.0238
GPT-J-6B,5B~10B,0.4991,0.3302,0.0256,0.4649,0,0,0.4979,0.3838,0.0323,0.4836,0.6888,0.0916,0.9195,0.9496,0.8899,0.4914,0.1924,0.0123,0.5186,0.5541,0.0647,0.5155,0.5553,0.0641,0.5632,0.7398,0.1505,0.5932,0.8229,0.2323
Baichuan2-7B-Chat,5B~10B,0.4946,0.3641,0.0834,0.475,0.4213,0.0801,0.4753,0.2928,0.0516,0.442,0.4168,0.0681,0.8239,0.8619,0.7567,0.4889,0.3678,0.0737,0.4868,0.339,0.0659,0.478,0.2945,0.0538,0.6055,0.6911,0.3029,0.4752,0.3189,0.0577
GLM-4-9B-Chat,5B~10B,0.4974,0.4928,0.9986,0.5202,0.5158,0.9994,0.4984,0.4957,0.9914,0.5521,0.5483,0.9989,0.5179,0.5152,0.9918,0.4992,0.4944,1,0.4923,0.4899,0.9892,0.478,0.484,0.9541,0.4924,0.4881,0.9958,0.5039,0.5006,0.9928
InternLM2-Chat-7B,5B~10B,0.4988,0,0,0.4767,0,0,0.4943,0,0,0.4453,0.0513,0.0011,0.5829,0.8965,0.21,0.4977,0,0,0.4997,0.0278,0.0007,0.4964,0,0,0.5026,0,0,0.4901,0.0278,0.0006
Opt-6.7B,5B~10B,0.5189,0.5038,0.9645,0.3756,0.4266,0.6456,0.5227,0.5083,0.9638,0.549,0.5504,0.9314,0.2606,0.3276,0.4205,0.4833,0.4847,0.8892,0.5274,0.508,0.9831,0.5244,0.508,0.971,0.5105,0.4973,0.9551,0.5322,0.5159,0.9757
Mistral-7B-Instruct-v0.3,5B~10B,0.4091,0.3399,0.2241,0.3013,0.0672,0.0286,0.3093,0.0548,0.0246,0.3554,0.3176,0.1618,0.4671,0.473,0.3538,0.62,0.6022,0.655,0.432,0.3832,0.2701,0.3362,0.1517,0.0771,0.6338,0.6081,0.6844,0.3814,0.2943,0.1744
Llama3-ChatQA-1.5-8B,5B~10B,0.387,0.2816,0.1665,0.3232,0.1355,0.0603,0.3054,0.011,0.0045,0.292,0.0948,0.0354,0.7946,0.7193,0.9821,0.5375,0.5306,0.4746,0.3702,0.2367,0.1312,0.318,0.0621,0.0276,0.4823,0.4562,0.3594,0.3398,0.1632,0.0793
Ministral-8B-Instruct-2410,5B~10B,0.6080,0.5720,0.7836,0.7143,0.6458,0.9763,0.3260,0.2659,0.2081,0.6623,0.6438,0.8483,0.7052,0.6425,0.9570,0.7069,0.6278,0.9849,0.5197,0.5064,0.6030,0.3152,0.2420,0.1855,0.6558,0.5975,0.8847,0.4132,0.4054,0.3860
Phi-3-small-8k-instruct,5B~10B,0.6365,0.5771,0.9543,0.4834,0.4955,0.6276,0.6479,0.5862,0.9722,0.6323,0.6122,0.8839,0.6153,0.5820,0.8846,0.6563,0.5881,0.9939,0.5791,0.5445,0.8380,0.6012,0.5593,0.8793,0.6322,0.5723,0.9513,0.4856,0.4872,0.6404
Phi-3-small-128k-instruct,5B~10B,0.6085,0.5851,0.6810,0.3324,0.2336,0.1343,0.7347,0.6638,0.9355,0.6062,0.6315,0.6625,0.6078,0.6056,0.6736,0.7148,0.6513,0.8975,0.6468,0.6108,0.7597,0.7331,0.6615,0.9338,0.7076,0.6437,0.8871,0.4432,0.4270,0.3467