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results/leaderboard.csv

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+Method,Paradigm,Model,Dataset,Layer,AUROC,AUROC_CI_Low,AUROC_CI_High,F1,Precision,Recall,FPR_at_95TPR,Latency_ms
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,advbench,12.0,1.0,0.9999,1.0,0.9971,0.9981,0.9962,0.0,0.29
+CC-Delta (top-100),sae,Gemma-2-2B,advbench,12.0,0.9997,0.9993,0.9999,0.9913,0.9923,0.9904,0.0,3.9
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,advbench,12.0,0.9999,0.9998,1.0,0.9971,0.9981,0.9962,0.0,3.22
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,advbench,12.0,0.9999,0.9996,1.0,0.9971,0.9981,0.9962,0.0,0.6
+Linear Probe,activation,Gemma-2-2B,advbench,12.0,1.0,0.9999,1.0,0.9971,0.9981,0.9962,0.0,0.24
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,advbench,12.0,1.0,0.9999,1.0,0.9971,0.9981,0.9962,0.0,0.92
+FJD (entropy),logit,Gemma-2-2B,advbench,12.0,0.5,0.5,0.5,0.6667,0.5,1.0,1.0,0.59
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,harmbench,12.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.32
+CC-Delta (top-100),sae,Gemma-2-2B,harmbench,12.0,0.9996,0.9989,1.0,0.9876,0.9785,0.9969,0.0,6.53
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,harmbench,12.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,5.56
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,harmbench,12.0,0.9997,0.9993,1.0,0.9891,0.9845,0.9938,0.0,0.91
+Linear Probe,activation,Gemma-2-2B,harmbench,12.0,1.0,1.0,1.0,1.0,1.0,1.0,0.0,0.34
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,harmbench,12.0,1.0,1.0,1.0,0.9984,0.9969,1.0,0.0,1.03
+FJD (entropy),logit,Gemma-2-2B,harmbench,12.0,0.5,0.5,0.5,0.6667,0.5,1.0,1.0,0.72
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,jailbreakbench,12.0,0.9486,0.9175,0.9739,0.8832,0.8969,0.87,0.22,0.27
+CC-Delta (top-100),sae,Gemma-2-2B,jailbreakbench,12.0,0.9158,0.8737,0.9534,0.8485,0.8571,0.84,0.35,18.96
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,jailbreakbench,12.0,0.9475,0.9167,0.973,0.8731,0.8866,0.86,0.24,9.22
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,jailbreakbench,12.0,0.9292,0.8937,0.9601,0.8571,0.8447,0.87,0.35,0.82
+Linear Probe,activation,Gemma-2-2B,jailbreakbench,12.0,0.9486,0.9175,0.9739,0.8832,0.8969,0.87,0.22,0.48
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,jailbreakbench,12.0,0.9421,0.9091,0.9697,0.87,0.87,0.87,0.29,5.05
+FJD (entropy),logit,Gemma-2-2B,jailbreakbench,12.0,0.4715,0.3924,0.5497,0.0,0.0,0.0,1.0,6.93
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,sorry-bench,12.0,0.9997,0.9994,1.0,0.9889,0.9867,0.9911,0.0,4.67
+CC-Delta (top-100),sae,Gemma-2-2B,sorry-bench,12.0,0.9969,0.9949,0.9984,0.971,0.9732,0.9689,0.0156,9.37
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,sorry-bench,12.0,0.9995,0.999,0.9999,0.9845,0.9781,0.9911,0.0,33.59
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,sorry-bench,12.0,0.9961,0.9931,0.9984,0.9735,0.9671,0.98,0.0178,2.23
+Linear Probe,activation,Gemma-2-2B,sorry-bench,12.0,0.9997,0.9994,1.0,0.9889,0.9867,0.9911,0.0,0.49
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,sorry-bench,12.0,0.9995,0.999,0.9999,0.9878,0.9824,0.9933,0.0022,2.41
+FJD (entropy),logit,Gemma-2-2B,sorry-bench,12.0,0.4903,0.4535,0.5269,0.6667,0.5,1.0,1.0,7.51
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,wildjailbreak,12.0,0.9995,0.9983,1.0,0.997,0.998,0.996,0.0,3.82
+CC-Delta (top-100),sae,Gemma-2-2B,wildjailbreak,12.0,0.9988,0.9961,1.0,0.992,0.996,0.988,0.0,7.58
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,wildjailbreak,12.0,0.9993,0.9978,1.0,0.994,0.996,0.992,0.0,34.47
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,wildjailbreak,12.0,0.9997,0.999,1.0,0.995,0.998,0.992,0.0,1.44
+Linear Probe,activation,Gemma-2-2B,wildjailbreak,12.0,0.9995,0.9983,1.0,0.997,0.998,0.996,0.0,0.1
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,wildjailbreak,12.0,0.9991,0.9971,1.0,0.998,1.0,0.996,0.0,2.36
+FJD (entropy),logit,Gemma-2-2B,wildjailbreak,12.0,0.6798,0.6446,0.7147,0.6667,0.5,1.0,0.482,7.22
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,advbench,18.0,1.0,0.9999,1.0,0.9961,0.9981,0.9942,0.0,0.17
+CC-Delta (top-100),sae,Gemma-2-2B,advbench,18.0,0.9994,0.9986,0.9999,0.9923,0.9923,0.9923,0.0019,3.96
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,advbench,18.0,0.9999,0.9998,1.0,0.9942,0.9981,0.9904,0.0,3.75
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,advbench,18.0,0.9997,0.9994,0.9999,0.9903,0.9942,0.9865,0.0,0.49
+Linear Probe,activation,Gemma-2-2B,advbench,18.0,1.0,0.9999,1.0,0.9961,0.9981,0.9942,0.0,0.14
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,advbench,18.0,0.9999,0.9998,1.0,0.9952,0.9981,0.9923,0.0,1.0
+FJD (entropy),logit,Gemma-2-2B,advbench,18.0,0.5,0.5,0.5,0.6667,0.5,1.0,1.0,0.58
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,harmbench,18.0,1.0,0.9998,1.0,0.9953,0.9907,1.0,0.0,0.26
+CC-Delta (top-100),sae,Gemma-2-2B,harmbench,18.0,0.9995,0.9987,0.9999,0.986,0.9844,0.9875,0.0,6.49
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,harmbench,18.0,0.9999,0.9997,1.0,0.9953,0.9907,1.0,0.0,5.61
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,harmbench,18.0,0.9995,0.9988,0.9999,0.9875,0.9875,0.9875,0.0,0.48
+Linear Probe,activation,Gemma-2-2B,harmbench,18.0,1.0,0.9998,1.0,0.9953,0.9907,1.0,0.0,0.42
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,harmbench,18.0,1.0,0.9999,1.0,0.9953,0.9907,1.0,0.0,0.99
+FJD (entropy),logit,Gemma-2-2B,harmbench,18.0,0.5,0.5,0.5,0.6667,0.5,1.0,1.0,0.7
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,jailbreakbench,18.0,0.8762,0.8273,0.9205,0.7864,0.7642,0.81,0.42,1.85
+CC-Delta (top-100),sae,Gemma-2-2B,jailbreakbench,18.0,0.8363,0.7792,0.8875,0.74,0.74,0.74,0.49,20.64
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,jailbreakbench,18.0,0.8738,0.8243,0.9194,0.7767,0.7547,0.8,0.5,14.62
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,jailbreakbench,18.0,0.8594,0.8065,0.908,0.7885,0.7593,0.82,0.49,3.94
+Linear Probe,activation,Gemma-2-2B,jailbreakbench,18.0,0.8762,0.8273,0.9205,0.7864,0.7642,0.81,0.42,1.58
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,jailbreakbench,18.0,0.8662,0.8156,0.9123,0.7847,0.7523,0.82,0.44,2.35
+FJD (entropy),logit,Gemma-2-2B,jailbreakbench,18.0,0.5,0.5,0.5,0.6667,0.5,1.0,1.0,1.51
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,advbench,6.0,1.0,0.9999,1.0,0.9961,0.9981,0.9942,0.0,0.15
+CC-Delta (top-100),sae,Gemma-2-2B,advbench,6.0,0.9995,0.9991,0.9999,0.9884,0.9942,0.9827,0.0,3.95
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,advbench,6.0,0.9999,0.9998,1.0,0.9942,0.9961,0.9923,0.0,3.37
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,advbench,6.0,0.9999,0.9997,1.0,0.9914,0.9904,0.9923,0.0,0.14
+Linear Probe,activation,Gemma-2-2B,advbench,6.0,1.0,0.9999,1.0,0.9961,0.9981,0.9942,0.0,0.19
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,advbench,6.0,0.9999,0.9998,1.0,0.9961,1.0,0.9923,0.0,1.02
+FJD (entropy),logit,Gemma-2-2B,advbench,6.0,0.649,0.6166,0.6818,0.6658,0.506,0.9731,0.9154,0.59
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,harmbench,6.0,1.0,0.9999,1.0,0.9984,1.0,0.9969,0.0,0.39
+CC-Delta (top-100),sae,Gemma-2-2B,harmbench,6.0,0.9985,0.9971,0.9996,0.9811,0.9873,0.975,0.0031,6.41
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,harmbench,6.0,1.0,0.9998,1.0,0.9953,0.9938,0.9969,0.0,5.5
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,harmbench,6.0,0.9994,0.9986,0.9999,0.9876,0.9815,0.9938,0.0031,0.47
+Linear Probe,activation,Gemma-2-2B,harmbench,6.0,1.0,0.9999,1.0,0.9984,1.0,0.9969,0.0,0.63
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,harmbench,6.0,1.0,0.9999,1.0,0.9969,0.9938,1.0,0.0,0.97
+FJD (entropy),logit,Gemma-2-2B,harmbench,6.0,0.7795,0.7439,0.8141,0.6897,0.5365,0.9656,0.8125,0.74
+SAE-Classifier (logistic_regression),sae,Gemma-2-2B,jailbreakbench,6.0,0.9107,0.8706,0.9455,0.8276,0.8155,0.84,0.41,1.08
+CC-Delta (top-100),sae,Gemma-2-2B,jailbreakbench,6.0,0.8608,0.8083,0.9069,0.7867,0.7477,0.83,0.43,20.49
+"GSAE (k=10, α=0.1)",sae,Gemma-2-2B,jailbreakbench,6.0,0.9088,0.8679,0.9438,0.8155,0.7925,0.84,0.42,13.03
+"Random SAE (100 features, 5 seeds)",sae,Gemma-2-2B,jailbreakbench,6.0,0.8375,0.7828,0.8887,0.77,0.77,0.77,0.61,4.65
+Linear Probe,activation,Gemma-2-2B,jailbreakbench,6.0,0.9107,0.8706,0.9455,0.8276,0.8155,0.84,0.41,1.26
+"MLP Probe ([256, 128])",activation,Gemma-2-2B,jailbreakbench,6.0,0.901,0.8579,0.938,0.7921,0.7843,0.8,0.38,5.0
+FJD (entropy),logit,Gemma-2-2B,jailbreakbench,6.0,0.4779,0.3973,0.5568,0.6644,0.5026,0.98,0.93,1.47
+CC-Delta (top-100) (W16k),sae,Gemma-2-2B,advbench,12.0,0.9987,0.9976,0.9995,0.9817,0.9827,0.9808,0.0038,3.58
+CC-Delta (top-100) (W65k),sae,Gemma-2-2B,advbench,12.0,0.9951,0.9917,0.9977,0.9701,0.9729,0.9673,0.0192,10.2
+CC-Delta (top-100) (W65k),sae,Gemma-2-2B,harmbench,12.0,0.9501,0.9348,0.9642,0.8732,0.8746,0.8719,0.2125,17.17
+CC-Delta (top-100) (W65k),sae,Gemma-2-2B,jailbreakbench,12.0,0.8286,0.7704,0.88,0.7308,0.7037,0.76,0.59,42.67
+SAE-Classifier (logistic_regression) (W16k),sae,Gemma-2-2B,sorry-bench,12.0,0.954,0.9406,0.9666,0.8909,0.8929,0.8889,0.2733,11.54
+CC-Delta (top-100) (W16k),sae,Gemma-2-2B,sorry-bench,12.0,0.9521,0.9392,0.9644,0.8965,0.8886,0.9044,0.2244,21.01
+"GSAE (k=10, α=0.1) (W16k)",sae,Gemma-2-2B,sorry-bench,12.0,0.9545,0.9414,0.9667,0.896,0.8921,0.9,0.2133,469.44
+"Random SAE (100 features, 5 seeds) (W16k)",sae,Gemma-2-2B,sorry-bench,12.0,0.5704,0.5336,0.6068,0.2602,0.7955,0.1556,0.9156,26.12
+Linear Probe (W16k),activation,Gemma-2-2B,sorry-bench,12.0,0.954,0.9406,0.9666,0.8909,0.8929,0.8889,0.2733,14.17
+"MLP Probe ([256, 128]) (W16k)",activation,Gemma-2-2B,sorry-bench,12.0,0.956,0.9433,0.9676,0.8859,0.8919,0.88,0.22,16.82
+FJD (entropy) (W16k),logit,Gemma-2-2B,sorry-bench,12.0,0.4903,0.4535,0.5269,0.6667,0.5,1.0,1.0,6.5
+CC-Delta (top-100) (W65k),sae,Gemma-2-2B,sorry-bench,12.0,0.938,0.9218,0.953,0.8597,0.8616,0.8578,0.2822,12.09
+SAE-Classifier (logistic_regression) (W16k),sae,Gemma-2-2B,wildjailbreak,12.0,0.9988,0.9971,0.9998,0.99,0.988,0.992,0.0,1.37
+CC-Delta (top-100) (W16k),sae,Gemma-2-2B,wildjailbreak,12.0,0.9988,0.9966,0.9999,0.991,0.992,0.99,0.002,3.83
+"GSAE (k=10, α=0.1) (W16k)",sae,Gemma-2-2B,wildjailbreak,12.0,0.9958,0.9911,0.9992,0.987,0.9899,0.984,0.002,247.78
+"Random SAE (100 features, 5 seeds) (W16k)",sae,Gemma-2-2B,wildjailbreak,12.0,0.57,0.5358,0.6047,0.6949,0.5325,1.0,0.878,0.1
+Linear Probe (W16k),activation,Gemma-2-2B,wildjailbreak,12.0,0.9988,0.9971,0.9998,0.99,0.988,0.992,0.0,0.86
+"MLP Probe ([256, 128]) (W16k)",activation,Gemma-2-2B,wildjailbreak,12.0,0.9987,0.9975,0.9996,0.9861,0.9821,0.99,0.006,11.26
+FJD (entropy) (W16k),logit,Gemma-2-2B,wildjailbreak,12.0,0.6798,0.6446,0.7147,0.6667,0.5,1.0,0.482,5.18
+CC-Delta (top-100) (W65k),sae,Gemma-2-2B,wildjailbreak,12.0,0.9984,0.9954,1.0,0.995,0.994,0.996,0.002,7.82
+LinearProbe (multi-seed raw),activation,Gemma-2-2B,jailbreakbench,12.0,0.9484,,,,,,,
+LinearProbe (multi-seed sae),sae,Gemma-2-2B,jailbreakbench,12.0,0.7438,,,,,,,
+MLP_Probe (multi-seed raw),activation,Gemma-2-2B,jailbreakbench,12.0,0.9386,,,,,,,
+MLP_Probe (multi-seed sae),sae,Gemma-2-2B,jailbreakbench,12.0,0.7065,,,,,,,
+CC_Delta (multi-seed raw),activation,Gemma-2-2B,jailbreakbench,12.0,0.9229,,,,,,,
+CC_Delta (multi-seed sae),sae,Gemma-2-2B,jailbreakbench,12.0,0.7543,,,,,,,
+SAE_Classifier (multi-seed raw),activation,Gemma-2-2B,jailbreakbench,12.0,0.9484,,,,,,,
+SAE_Classifier (multi-seed sae),sae,Gemma-2-2B,jailbreakbench,12.0,0.7438,,,,,,,
+Linear Probe,activation,Llama-3.1-8B,jailbreakbench,12.0,0.867,,,,,,,
+Linear Probe (SAE),sae,Llama-3.1-8B,jailbreakbench,12.0,0.4765,,,,,,,
+Linear Probe,activation,Gemma-3-4B,jailbreakbench,9.0,0.905,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,jailbreakbench,9.0,0.6088,,,,,,,
+Linear Probe,activation,Gemma-3-4B,jailbreakbench,17.0,0.9215,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,jailbreakbench,17.0,0.7085,,,,,,,
+Linear Probe,activation,Gemma-3-4B,jailbreakbench,29.0,0.812,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,jailbreakbench,29.0,0.69,,,,,,,
+Linear Probe,activation,Gemma-3-4B,wildguardtest,9.0,0.9699,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,wildguardtest,9.0,0.8704,,,,,,,
+Linear Probe,activation,Gemma-3-4B,wildguardtest,17.0,0.9742,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,wildguardtest,17.0,0.9565,,,,,,,
+Linear Probe,activation,Gemma-3-4B,wildguardtest,29.0,0.9628,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,wildguardtest,29.0,0.9452,,,,,,,
+Linear Probe,activation,Llama-3.3-70B,jailbreakbench,25.0,1.0,,,,,,,
+Linear Probe,activation,Llama-3.3-70B,jailbreakbench,50.0,1.0,,,,,,,
+Linear Probe (SAE),sae,Llama-3.3-70B,jailbreakbench,50.0,0.9492,,,,,,,
+Linear Probe,activation,Llama-3.3-70B,jailbreakbench,65.0,1.0,,,,,,,
+Linear Probe,activation,Llama-3.3-70B,wildguardtest,25.0,0.9165,,,,,,,
+Linear Probe,activation,Llama-3.3-70B,wildguardtest,50.0,0.905,,,,,,,
+Linear Probe (SAE),sae,Llama-3.3-70B,wildguardtest,50.0,0.82,,,,,,,
+Linear Probe,activation,Llama-3.3-70B,wildguardtest,65.0,0.899,,,,,,,
+LlamaGuard-3,external,LlamaGuard-3-8B,jailbreakbench,,0.885,0.839,0.9259,0.892,0.8407,0.95,0.18,448.64
+WildGuard,external,WildGuard,wildguardtest,,0.9458,,,0.8814,0.9181,0.8475,0.0587,528.2144
+ClassAware-SAE (lambda=0.0),sae,Gemma-2-2B,jailbreakbench,12.0,0.88,,,,,,,
+ClassAware-SAE (lambda=0.01),sae,Gemma-2-2B,jailbreakbench,12.0,0.877,,,,,,,
+ClassAware-SAE (lambda=0.1),sae,Gemma-2-2B,jailbreakbench,12.0,0.8925,,,,,,,
+ClassAware-SAE (lambda=1.0),sae,Gemma-2-2B,jailbreakbench,12.0,0.9445,,,,,,,
+ClassAware-SAE (lambda=10.0),sae,Gemma-2-2B,jailbreakbench,12.0,0.9535,,,,,,,
+ClassAware-SAE (lambda=0.0),sae,Gemma-2-2B,wildguardtest,12.0,0.8684,,,,,,,
+ClassAware-SAE (lambda=0.01),sae,Gemma-2-2B,wildguardtest,12.0,0.8706,,,,,,,
+ClassAware-SAE (lambda=0.1),sae,Gemma-2-2B,wildguardtest,12.0,0.8739,,,,,,,
+ClassAware-SAE (lambda=1.0),sae,Gemma-2-2B,wildguardtest,12.0,0.9002,,,,,,,
+ClassAware-SAE (lambda=10.0),sae,Gemma-2-2B,wildguardtest,12.0,0.9204,,,,,,,
+ClassAware-SAE (lambda=0.0),sae,Gemma-2-2B,harmbench,12.0,0.9989,,,,,,,
+ClassAware-SAE (lambda=0.01),sae,Gemma-2-2B,harmbench,12.0,0.9987,,,,,,,
+ClassAware-SAE (lambda=0.1),sae,Gemma-2-2B,harmbench,12.0,0.9993,,,,,,,
+ClassAware-SAE (lambda=1.0),sae,Gemma-2-2B,harmbench,12.0,0.9999,,,,,,,
+ClassAware-SAE (lambda=10.0),sae,Gemma-2-2B,harmbench,12.0,1.0,,,,,,,
+ClassAware-SAE (lambda=0.0),sae,Gemma-2-2B,advbench,12.0,0.9998,,,,,,,
+ClassAware-SAE (lambda=0.01),sae,Gemma-2-2B,advbench,12.0,0.9998,,,,,,,
+ClassAware-SAE (lambda=0.1),sae,Gemma-2-2B,advbench,12.0,0.9998,,,,,,,
+ClassAware-SAE (lambda=1.0),sae,Gemma-2-2B,advbench,12.0,0.9999,,,,,,,
+ClassAware-SAE (lambda=10.0),sae,Gemma-2-2B,advbench,12.0,0.9999,,,,,,,
+ClassAware-SAE (lambda=0.0),sae,Gemma-2-2B,sorry-bench,12.0,0.9963,,,,,,,
+ClassAware-SAE (lambda=0.01),sae,Gemma-2-2B,sorry-bench,12.0,0.9966,,,,,,,
+ClassAware-SAE (lambda=0.1),sae,Gemma-2-2B,sorry-bench,12.0,0.9976,,,,,,,
+ClassAware-SAE (lambda=1.0),sae,Gemma-2-2B,sorry-bench,12.0,0.9994,,,,,,,
+ClassAware-SAE (lambda=10.0),sae,Gemma-2-2B,sorry-bench,12.0,0.9998,,,,,,,
+ClassAware-SAE (lambda=0.0),sae,Gemma-2-2B,wildjailbreak,12.0,0.9997,,,,,,,
+ClassAware-SAE (lambda=0.01),sae,Gemma-2-2B,wildjailbreak,12.0,0.9997,,,,,,,
+ClassAware-SAE (lambda=0.1),sae,Gemma-2-2B,wildjailbreak,12.0,0.9998,,,,,,,
+ClassAware-SAE (lambda=1.0),sae,Gemma-2-2B,wildjailbreak,12.0,0.9996,,,,,,,
+ClassAware-SAE (lambda=10.0),sae,Gemma-2-2B,wildjailbreak,12.0,0.9996,,,,,,,
+Linear Probe (raw),activation,Gemma-2-2B,advbench,12.0,0.9972,,,,,,,
+Linear Probe (SAE),sae,Gemma-2-2B,advbench,12.0,0.9581,,,,,,,
+InterpGuard (hybrid_concat),hybrid,Gemma-2-2B,advbench,12.0,0.9981,,,,,,,
+Linear Probe (raw),activation,Gemma-2-2B,harmbench,12.0,0.9878,,,,,,,
+Linear Probe (SAE),sae,Gemma-2-2B,harmbench,12.0,0.8908,,,,,,,
+InterpGuard (hybrid_concat),hybrid,Gemma-2-2B,harmbench,12.0,0.9853,,,,,,,
+Linear Probe (raw),activation,Gemma-2-2B,jailbreakbench,12.0,0.9565,,,,,,,
+Linear Probe (SAE),sae,Gemma-2-2B,jailbreakbench,12.0,0.7065,,,,,,,
+InterpGuard (hybrid_concat),hybrid,Gemma-2-2B,jailbreakbench,12.0,0.943,,,,,,,
+Linear Probe (residual),activation,Gemma-2-2B,jailbreakbench,12.0,0.9345,,,,,,,
+InterpGuard (hybrid_residual),hybrid,Gemma-2-2B,jailbreakbench,12.0,0.9225,,,,,,,
+Linear Probe (raw),activation,Gemma-2-2B,sorry-bench,12.0,0.9951,,,,,,,
+Linear Probe (SAE),sae,Gemma-2-2B,sorry-bench,12.0,0.9132,,,,,,,
+InterpGuard (hybrid_concat),hybrid,Gemma-2-2B,sorry-bench,12.0,0.993,,,,,,,
+Linear Probe (raw),activation,Gemma-2-2B,wildjailbreak,12.0,1.0,,,,,,,
+Linear Probe (SAE),sae,Gemma-2-2B,wildjailbreak,12.0,1.0,,,,,,,
+InterpGuard (hybrid_concat),hybrid,Gemma-2-2B,wildjailbreak,12.0,1.0,,,,,,,
+InterpGuard (hybrid),hybrid,Gemma-2-2B,jailbreakbench,12.0,0.943,,,,,,,
+Linear Probe (raw),activation,Gemma-2-2B,wildguardtest,12.0,0.9321,,,,,,,
+Linear Probe (SAE),sae,Gemma-2-2B,wildguardtest,12.0,0.8294,,,,,,,
+InterpGuard (hybrid),hybrid,Gemma-2-2B,wildguardtest,12.0,0.9321,,,,,,,
+Linear Probe (raw),activation,Llama-3.1-8B,jailbreakbench,12.0,0.867,,,,,,,
+InterpGuard (hybrid),hybrid,Llama-3.1-8B,jailbreakbench,12.0,0.821,,,,,,,
+Linear Probe (raw),activation,Gemma-3-4B,jailbreakbench,17.0,0.9205,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,jailbreakbench,17.0,0.685,,,,,,,
+InterpGuard (hybrid),hybrid,Gemma-3-4B,jailbreakbench,17.0,0.918,,,,,,,
+Linear Probe (raw),activation,Gemma-3-4B,wildguardtest,17.0,0.9835,,,,,,,
+Linear Probe (SAE),sae,Gemma-3-4B,wildguardtest,17.0,0.9587,,,,,,,
+InterpGuard (hybrid),hybrid,Gemma-3-4B,wildguardtest,17.0,0.9849,,,,,,,
+Linear Probe (raw),activation,Llama-3.3-70B,jailbreakbench,50.0,1.0,,,,,,,
+Linear Probe (SAE),sae,Llama-3.3-70B,jailbreakbench,50.0,0.9505,,,,,,,
+InterpGuard (hybrid),hybrid,Llama-3.3-70B,jailbreakbench,50.0,1.0,,,,,,,
+Linear Probe (raw),activation,Llama-3.3-70B,wildguardtest,50.0,0.9045,,,,,,,
+Linear Probe (SAE),sae,Llama-3.3-70B,wildguardtest,50.0,0.8235,,,,,,,
+InterpGuard (hybrid),hybrid,Llama-3.3-70B,wildguardtest,50.0,0.9035,,,,,,,