Text Classification
PyTorch
ONNX
Safetensors
decision-model
jev-like
systemone
prompt-injection
indirect-prompt-injection
ai-agent-security
tool-security
jailbreak-detection
data-loss-prevention
guardrails
calibration
multiple-choice
structured-output
classification
security
llm-security
ai-safety
multilingual
modernbert
mmbert
cpu
patronus
wolf-defender-jev
decision-model-guard
context-aware-security
decision-security
agent-security
ai-security
agent-action-security
prompt-injection-detection
mcp-security
untrusted-content
local-inference
on-device
cpu-inference
onnxruntime
quantized
int8
int4
multiple-choice-classification
jev
decision-steering
agent-guardrails
tool-calling
policy-evaluation
sensitive-data-detection
pii-detection
Eval Results (legacy)
File size: 3,611 Bytes
844691c 1849983 844691c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 | {
"model": "Wolf Defender Jev",
"split": "internal validation set (in distribution)",
"bal_acc": 0.9584183592204583,
"macro_f1": 0.9564921501262407,
"agent_bal_acc": 0.9952958803302826,
"hn_fpr": 0.008452291510142707,
"hn_n": 5324,
"multiling_acc": 0.9366352941176471,
"acc_by_lang": {
"ar": 0.927,
"de": 0.9533,
"es": 0.9489,
"fr": 0.9556,
"hi": 0.9165,
"it": 0.9498,
"ja": 0.9364,
"ko": 0.769,
"nl": 0.9312,
"pl": 0.98,
"pt": 0.9739,
"ru": 0.9709,
"sv": 0.9769,
"th": 0.8395,
"tr": 0.9652,
"vi": 0.9812,
"zh": 0.9475
},
"ece": 0.02290203936867429,
"per_concept": {
"action.alignment": {
"n": 2460,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"action.consent_required": {
"n": 1902,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"action.intent_source": {
"n": 1866,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"action.reversibility": {
"n": 1056,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"attack.family": {
"n": 1081,
"acc": 0.9389,
"bal_acc": 0.8841,
"macro_f1": 0.8584
},
"attack.vector": {
"n": 2040,
"acc": 0.977,
"bal_acc": 0.9561,
"macro_f1": 0.9673
},
"content.role": {
"n": 2093,
"acc": 0.9947,
"bal_acc": 0.9958,
"macro_f1": 0.9963
},
"exfiltration.channel": {
"n": 228,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"exfiltration.presence": {
"n": 699,
"acc": 0.9814,
"bal_acc": 0.9794,
"macro_f1": 0.9716
},
"harmful.request": {
"n": 6490,
"acc": 0.8305,
"bal_acc": 0.8363,
"macro_f1": 0.8304
},
"injection.indirect_presence": {
"n": 2205,
"acc": 0.9946,
"bal_acc": 0.9955,
"macro_f1": 0.9954
},
"injection.presence": {
"n": 6063,
"acc": 0.9779,
"bal_acc": 0.9724,
"macro_f1": 0.9768
},
"instruction.handling": {
"n": 2109,
"acc": 0.9227,
"bal_acc": 0.5,
"macro_f1": 0.4799
},
"intent.attack_vs_discussion": {
"n": 734,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"jailbreak.presence": {
"n": 980,
"acc": 0.9918,
"bal_acc": 0.9974,
"macro_f1": 0.9882
},
"manipulation.any": {
"n": 2117,
"acc": 0.9953,
"bal_acc": 0.9846,
"macro_f1": 0.9893
},
"policy.compliance": {
"n": 1897,
"acc": 0.9937,
"bal_acc": 0.9947,
"macro_f1": 0.9864
},
"policy.decision": {
"n": 301,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"prompt_leak.attempt": {
"n": 1786,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"risk.severity": {
"n": 2377,
"acc": 0.8439,
"bal_acc": 0.8077,
"macro_f1": 0.8084
},
"secret.kind": {
"n": 153,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"secret.presence": {
"n": 912,
"acc": 0.989,
"bal_acc": 0.9831,
"macro_f1": 0.987
},
"sensitive.category": {
"n": 2046,
"acc": 0.9878,
"bal_acc": 0.9904,
"macro_f1": 0.9904
},
"sensitive.presence": {
"n": 2721,
"acc": 0.9996,
"bal_acc": 0.9997,
"macro_f1": 0.9996
},
"task_drift": {
"n": 1056,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"tool_metadata.poisoning": {
"n": 167,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
},
"trust_boundary.crossing": {
"n": 1063,
"acc": 1.0,
"bal_acc": 1.0,
"macro_f1": 1.0
}
},
"score": 0.9682238015893038,
"score_components": {
"bal_acc": 0.9584,
"macro_f1": 0.9565,
"agent_bal_acc": 0.9953,
"hn_tnr": 0.9915,
"multiling_acc": 0.9366,
"calib": 0.9771
},
"acc": 0.9591992099090573,
"n": 48602
} |