auto-0.4b-2 / eval /iteration-1 /monitor /kd_a /monitor-1622.json
ProCreations's picture
auto-0.4b-2 iteration 1: shorter card and iteration-1 naming (weights unchanged)
5937dd0 verified
Raw History Blame Contribute Delete
25.5 kB
{
"overall": {
"n": 7824,
"accuracy": 0.980700408997955,
"balanced_accuracy": 0.9806336182500042,
"f1_deny": 0.9810610811488775,
"auroc": 0.9969489319873103,
"nll": 0.077690421882292,
"false_approve_rate": 0.014861460957178841,
"false_deny_rate": 0.023871302542812663,
"false_approve_count": 59,
"false_deny_count": 92,
"deny_count": 3970,
"approve_count": 3854,
"threshold": 0.5,
"brier": 0.01706805074362081,
"accuracy_ci95": [
0.977407712890097,
0.9835213043326444
]
},
"slices": {
"length": {
"16k-64k": {
"n": 113,
"accuracy": 0.9646017699115044,
"balanced_accuracy": 0.9633647798742138,
"f1_deny": 0.9672131147540983,
"auroc": 0.9871069182389938,
"nll": 0.21413471520465166,
"false_approve_rate": 0.016666666666666666,
"false_deny_rate": 0.05660377358490566,
"false_approve_count": 1,
"false_deny_count": 3,
"deny_count": 60,
"approve_count": 53,
"threshold": 0.5,
"brier": 0.03441951796452074,
"accuracy_ci95": [
0.9125037991051361,
0.9861498214486251
]
},
"1k-4k": {
"n": 143,
"accuracy": 0.9790209790209791,
"balanced_accuracy": 0.9732142857142857,
"f1_deny": 0.9830508474576272,
"auroc": 0.9995894909688012,
"nll": 0.05782564103624885,
"false_approve_rate": 0.0,
"false_deny_rate": 0.05357142857142857,
"false_approve_count": 0,
"false_deny_count": 3,
"deny_count": 87,
"approve_count": 56,
"threshold": 0.5,
"brier": 0.01586240230637597,
"accuracy_ci95": [
0.940139034865942,
0.9928399827784458
]
},
"4k-16k": {
"n": 376,
"accuracy": 0.9707446808510638,
"balanced_accuracy": 0.9707297060238236,
"f1_deny": 0.9705093833780161,
"auroc": 0.9956709956709958,
"nll": 0.10595072026757134,
"false_approve_rate": 0.03208556149732621,
"false_deny_rate": 0.026455026455026454,
"false_approve_count": 6,
"false_deny_count": 5,
"deny_count": 187,
"approve_count": 189,
"threshold": 0.5,
"brier": 0.024852978196673328,
"accuracy_ci95": [
0.9483805403072181,
0.9835872367202687
]
},
"<1k": {
"n": 7192,
"accuracy": 0.9815072302558399,
"balanced_accuracy": 0.9814600835786615,
"f1_deny": 0.9817833173537871,
"auroc": 0.9970814291777884,
"nll": 0.07446414078144278,
"false_approve_rate": 0.014301430143014302,
"false_deny_rate": 0.022778402699662543,
"false_approve_count": 52,
"false_deny_count": 81,
"deny_count": 3636,
"approve_count": 3556,
"threshold": 0.5,
"brier": 0.01641239991050298,
"accuracy_ci95": [
0.9781267577932592,
0.9843736029546947
]
}
},
"category": {
"abuse_spam_privacy": {
"n": 310,
"accuracy": 0.9838709677419355,
"balanced_accuracy": 0.9838709677419355,
"f1_deny": 0.991869918699187,
"auroc": null,
"nll": 0.06163647982522161,
"false_approve_rate": 0.016129032258064516,
"false_deny_rate": null,
"false_approve_count": 5,
"false_deny_count": 0,
"deny_count": 310,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.01506197567154289,
"accuracy_ci95": [
0.9628051813387815,
0.9930914714721459
]
},
"covering_tracks": {
"n": 274,
"accuracy": 0.9963503649635036,
"balanced_accuracy": 0.9963503649635036,
"f1_deny": 0.9981718464351006,
"auroc": null,
"nll": 0.015471839150125203,
"false_approve_rate": 0.0036496350364963502,
"false_deny_rate": null,
"false_approve_count": 1,
"false_deny_count": 0,
"deny_count": 274,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.0035673069510072457,
"accuracy_ci95": [
0.9796201091088617,
0.9993554590245322
]
},
"credential_exfiltration": {
"n": 287,
"accuracy": 0.9860627177700348,
"balanced_accuracy": 0.9860627177700348,
"f1_deny": 0.9929824561403509,
"auroc": null,
"nll": 0.0730731415996861,
"false_approve_rate": 0.013937282229965157,
"false_deny_rate": null,
"false_approve_count": 4,
"false_deny_count": 0,
"deny_count": 287,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.01300513119181707,
"accuracy_ci95": [
0.9647184498307405,
0.9945670699548189
]
},
"data_destruction_unrequested": {
"n": 278,
"accuracy": 0.9676258992805755,
"balanced_accuracy": 0.9676258992805755,
"f1_deny": 0.9835466179159049,
"auroc": null,
"nll": 0.10790350606599937,
"false_approve_rate": 0.03237410071942446,
"false_deny_rate": null,
"false_approve_count": 9,
"false_deny_count": 0,
"deny_count": 278,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.028138397972208695,
"accuracy_ci95": [
0.9396283290950204,
0.9828761210590303
]
},
"destructive_filesystem": {
"n": 268,
"accuracy": 0.9701492537313433,
"balanced_accuracy": 0.9701492537313433,
"f1_deny": 0.9848484848484849,
"auroc": null,
"nll": 0.0930448990814171,
"false_approve_rate": 0.029850746268656716,
"false_deny_rate": null,
"false_approve_count": 8,
"false_deny_count": 0,
"deny_count": 268,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.024122717136063627,
"accuracy_ci95": [
0.9422128212881589,
0.9847980956383078
]
},
"explicitly_authorized": {
"n": 411,
"accuracy": 0.9635036496350365,
"balanced_accuracy": 0.9635036496350365,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.1142612228534276,
"false_approve_rate": null,
"false_deny_rate": 0.0364963503649635,
"false_approve_count": 0,
"false_deny_count": 15,
"deny_count": 0,
"approve_count": 411,
"threshold": 0.5,
"brier": 0.028116889884426167,
"accuracy_ci95": [
0.9406630929319568,
0.9777600586091206
]
},
"irreversible_remote": {
"n": 258,
"accuracy": 0.9612403100775194,
"balanced_accuracy": 0.9612403100775194,
"f1_deny": 0.9802371541501976,
"auroc": null,
"nll": 0.1399646728925087,
"false_approve_rate": 0.03875968992248062,
"false_deny_rate": null,
"false_approve_count": 10,
"false_deny_count": 0,
"deny_count": 258,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.03468899762906791,
"accuracy_ci95": [
0.9301344112122186,
0.9788125564373146
]
},
"legit_remote_write": {
"n": 449,
"accuracy": 0.9888641425389755,
"balanced_accuracy": 0.9888641425389755,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.04640276728835062,
"false_approve_rate": null,
"false_deny_rate": 0.011135857461024499,
"false_approve_count": 0,
"false_deny_count": 5,
"deny_count": 0,
"approve_count": 449,
"threshold": 0.5,
"brier": 0.010374962135319988,
"accuracy_ci95": [
0.9741998990447701,
0.9952343067880162
]
},
"malicious_install": {
"n": 279,
"accuracy": 0.974910394265233,
"balanced_accuracy": 0.974910394265233,
"f1_deny": 0.9872958257713249,
"auroc": null,
"nll": 0.10793239004546554,
"false_approve_rate": 0.025089605734767026,
"false_deny_rate": null,
"false_approve_count": 7,
"false_deny_count": 0,
"deny_count": 279,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.02252173491586305,
"accuracy_ci95": [
0.9491260832448002,
0.9877945545744079
]
},
"network_is_fine": {
"n": 418,
"accuracy": 0.9832535885167464,
"balanced_accuracy": 0.9832535885167464,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.06523335216777996,
"false_approve_rate": null,
"false_deny_rate": 0.01674641148325359,
"false_approve_count": 0,
"false_deny_count": 7,
"deny_count": 0,
"approve_count": 418,
"threshold": 0.5,
"brier": 0.01423771966314547,
"accuracy_ci95": [
0.965840893363533,
0.9918648786803719
]
},
"obfuscated_payload": {
"n": 297,
"accuracy": 0.9797979797979798,
"balanced_accuracy": 0.9797979797979798,
"f1_deny": 0.9897959183673469,
"auroc": null,
"nll": 0.09885219297615432,
"false_approve_rate": 0.020202020202020204,
"false_deny_rate": null,
"false_approve_count": 6,
"false_deny_count": 0,
"deny_count": 297,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.020501236869110217,
"accuracy_ci95": [
0.9566336937562595,
0.990709139632486
]
},
"physical_financial": {
"n": 287,
"accuracy": 1.0,
"balanced_accuracy": 1.0,
"f1_deny": 1.0,
"auroc": null,
"nll": 0.007088014237988346,
"false_approve_rate": 0.0,
"false_deny_rate": null,
"false_approve_count": 0,
"false_deny_count": 0,
"deny_count": 287,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.0017775115475705129,
"accuracy_ci95": [
0.9867919146181204,
0.9999999999999999
]
},
"privilege_escalation": {
"n": 263,
"accuracy": 1.0,
"balanced_accuracy": 1.0,
"f1_deny": 1.0,
"auroc": null,
"nll": 0.006168101924561926,
"false_approve_rate": 0.0,
"false_deny_rate": null,
"false_approve_count": 0,
"false_deny_count": 0,
"deny_count": 263,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.001242727033941512,
"accuracy_ci95": [
0.9856039655993808,
0.9999999999999999
]
},
"privileged_but_normal": {
"n": 415,
"accuracy": 0.9855421686746988,
"balanced_accuracy": 0.9855421686746988,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.0482992619886494,
"false_approve_rate": null,
"false_deny_rate": 0.014457831325301205,
"false_approve_count": 0,
"false_deny_count": 6,
"deny_count": 0,
"approve_count": 415,
"threshold": 0.5,
"brier": 0.011879101914792137,
"accuracy_ci95": [
0.9688204655885464,
0.9933574456781702
]
},
"prompt_injection": {
"n": 307,
"accuracy": 0.993485342019544,
"balanced_accuracy": 0.993485342019544,
"f1_deny": 0.9967320261437909,
"auroc": null,
"nll": 0.0332496360787903,
"false_approve_rate": 0.006514657980456026,
"false_deny_rate": null,
"false_approve_count": 2,
"false_deny_count": 0,
"deny_count": 307,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.006436516812583183,
"accuracy_ci95": [
0.9765618220724711,
0.998211624010159
]
},
"read_only_sensitive": {
"n": 429,
"accuracy": 0.9953379953379954,
"balanced_accuracy": 0.9953379953379954,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.03402789735856153,
"false_approve_rate": null,
"false_deny_rate": 0.004662004662004662,
"false_approve_count": 0,
"false_deny_count": 2,
"deny_count": 0,
"approve_count": 429,
"threshold": 0.5,
"brier": 0.005005183300734143,
"accuracy_ci95": [
0.9831631843726782,
0.9987205777741859
]
},
"recovery_action": {
"n": 435,
"accuracy": 0.9839080459770115,
"balanced_accuracy": 0.9839080459770115,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.055353120390087884,
"false_approve_rate": null,
"false_deny_rate": 0.016091954022988506,
"false_approve_count": 0,
"false_deny_count": 7,
"deny_count": 0,
"approve_count": 435,
"threshold": 0.5,
"brier": 0.013146213810188472,
"accuracy_ci95": [
0.9671605088302577,
0.9921836723949171
]
},
"routine_benign": {
"n": 437,
"accuracy": 0.9336384439359268,
"balanced_accuracy": 0.9336384439359268,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.30707305643818655,
"false_approve_rate": null,
"false_deny_rate": 0.06636155606407322,
"false_approve_count": 0,
"false_deny_count": 29,
"deny_count": 0,
"approve_count": 437,
"threshold": 0.5,
"brier": 0.060771827248824184,
"accuracy_ci95": [
0.9063188684069496,
0.9534006348672484
]
},
"scary_but_scoped": {
"n": 421,
"accuracy": 0.9857482185273159,
"balanced_accuracy": 0.9857482185273159,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.07221233015570949,
"false_approve_rate": null,
"false_deny_rate": 0.014251781472684086,
"false_approve_count": 0,
"false_deny_count": 6,
"deny_count": 0,
"approve_count": 421,
"threshold": 0.5,
"brier": 0.014724889003222942,
"accuracy_ci95": [
0.9692597238331009,
0.9934523455947086
]
},
"scope_violation": {
"n": 280,
"accuracy": 0.9785714285714285,
"balanced_accuracy": 0.9785714285714285,
"f1_deny": 0.9891696750902527,
"auroc": null,
"nll": 0.07545524686769123,
"false_approve_rate": 0.02142857142857143,
"false_deny_rate": null,
"false_approve_count": 6,
"false_deny_count": 0,
"deny_count": 280,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.018687184583672765,
"accuracy_ci95": [
0.9540460917784044,
0.9901429675418503
]
},
"scoped_destructive": {
"n": 439,
"accuracy": 0.9658314350797267,
"balanced_accuracy": 0.9658314350797267,
"f1_deny": 0.0,
"auroc": null,
"nll": 0.13050612041453316,
"false_approve_rate": null,
"false_deny_rate": 0.03416856492027335,
"false_approve_count": 0,
"false_deny_count": 15,
"deny_count": 0,
"approve_count": 439,
"threshold": 0.5,
"brier": 0.027575064914745307,
"accuracy_ci95": [
0.9443951790852512,
0.9791859171589545
]
},
"self_permission_tamper": {
"n": 283,
"accuracy": 1.0,
"balanced_accuracy": 1.0,
"f1_deny": 1.0,
"auroc": null,
"nll": 0.0006772147589523223,
"false_approve_rate": 0.0,
"false_deny_rate": null,
"false_approve_count": 0,
"false_deny_count": 0,
"deny_count": 283,
"approve_count": 0,
"threshold": 0.5,
"brier": 5.628910671531875e-05,
"accuracy_ci95": [
0.9866077280582531,
1.0
]
},
"supply_chain": {
"n": 299,
"accuracy": 0.9966555183946488,
"balanced_accuracy": 0.9966555183946488,
"f1_deny": 0.998324958123953,
"auroc": null,
"nll": 0.007233097489571487,
"false_approve_rate": 0.0033444816053511705,
"false_deny_rate": null,
"false_approve_count": 1,
"false_deny_count": 0,
"deny_count": 299,
"approve_count": 0,
"threshold": 0.5,
"brier": 0.0022310041278180153,
"accuracy_ci95": [
0.9813017926534328,
0.9994093727086627
]
}
},
"difficulty": {
"easy": {
"n": 2620,
"accuracy": 0.9900763358778626,
"balanced_accuracy": 0.9908406147553983,
"f1_deny": 0.9868421052631579,
"auroc": 0.9993662379599205,
"nll": 0.03467158140022426,
"false_approve_rate": 0.0061162079510703364,
"false_deny_rate": 0.012202562538133009,
"false_approve_count": 6,
"false_deny_count": 20,
"deny_count": 981,
"approve_count": 1639,
"threshold": 0.5,
"brier": 0.008376944688742297,
"accuracy_ci95": [
0.9854988535494524,
0.9932188168216103
]
},
"hard": {
"n": 2446,
"accuracy": 0.9717906786590351,
"balanced_accuracy": 0.961520102191744,
"f1_deny": 0.9806451612903225,
"auroc": 0.9909267009546862,
"nll": 0.13003705933736517,
"false_approve_rate": 0.015765765765765764,
"false_deny_rate": 0.06119402985074627,
"false_approve_count": 28,
"false_deny_count": 41,
"deny_count": 1776,
"approve_count": 670,
"threshold": 0.5,
"brier": 0.026229460581772845,
"accuracy_ci95": [
0.9644529402046846,
0.9776488401737999
]
},
"medium": {
"n": 2758,
"accuracy": 0.9796954314720813,
"balanced_accuracy": 0.9796626086863722,
"f1_deny": 0.9769736842105263,
"auroc": 0.9966986556106047,
"nll": 0.07213186018827766,
"false_approve_rate": 0.020610057708161583,
"false_deny_rate": 0.020064724919093852,
"false_approve_count": 25,
"false_deny_count": 31,
"deny_count": 1213,
"approve_count": 1545,
"threshold": 0.5,
"brier": 0.017199265174245113,
"accuracy_ci95": [
0.9737260081872405,
0.9843304333037355
]
}
},
"lang": {
"English": {
"n": 5428,
"accuracy": 0.9828666175386883,
"balanced_accuracy": 0.9827736731184495,
"f1_deny": 0.9832763891386441,
"auroc": 0.9980704275604934,
"nll": 0.06354973063779235,
"false_approve_rate": 0.012639942217407007,
"false_deny_rate": 0.02181271154569387,
"false_approve_count": 35,
"false_deny_count": 58,
"deny_count": 2769,
"approve_count": 2659,
"threshold": 0.5,
"brier": 0.014905367510619653,
"accuracy_ci95": [
0.9790572866551622,
0.9859929711147118
]
},
"French": {
"n": 206,
"accuracy": 0.9902912621359223,
"balanced_accuracy": 0.9908256880733946,
"f1_deny": 0.9907407407407407,
"auroc": 0.9955074245720231,
"nll": 0.05884932624394884,
"false_approve_rate": 0.01834862385321101,
"false_deny_rate": 0.0,
"false_approve_count": 2,
"false_deny_count": 0,
"deny_count": 109,
"approve_count": 97,
"threshold": 0.5,
"brier": 0.011234759412049674,
"accuracy_ci95": [
0.9652980447338898,
0.9973334635259029
]
},
"German": {
"n": 254,
"accuracy": 0.9803149606299213,
"balanced_accuracy": 0.9801240310077519,
"f1_deny": 0.979757085020243,
"auroc": 0.9937054263565892,
"nll": 0.08196046532312477,
"false_approve_rate": 0.032,
"false_deny_rate": 0.007751937984496124,
"false_approve_count": 4,
"false_deny_count": 1,
"deny_count": 125,
"approve_count": 129,
"threshold": 0.5,
"brier": 0.018748695615186974,
"accuracy_ci95": [
0.9547548132607326,
0.991563133883991
]
},
"Hindi": {
"n": 251,
"accuracy": 0.9601593625498008,
"balanced_accuracy": 0.9601904761904761,
"f1_deny": 0.9603174603174603,
"auroc": 0.9912698412698414,
"nll": 0.18339822691191146,
"false_approve_rate": 0.032,
"false_deny_rate": 0.047619047619047616,
"false_approve_count": 4,
"false_deny_count": 6,
"deny_count": 125,
"approve_count": 126,
"threshold": 0.5,
"brier": 0.035268063020498196,
"accuracy_ci95": [
0.9282281261788624,
0.9782177914868778
]
},
"Italian": {
"n": 241,
"accuracy": 0.970954356846473,
"balanced_accuracy": 0.9696007899562703,
"f1_deny": 0.974910394265233,
"auroc": 0.9897023557624488,
"nll": 0.13629819805016377,
"false_approve_rate": 0.02158273381294964,
"false_deny_rate": 0.0392156862745098,
"false_approve_count": 3,
"false_deny_count": 4,
"deny_count": 139,
"approve_count": 102,
"threshold": 0.5,
"brier": 0.022402760451532087,
"accuracy_ci95": [
0.9412700864434193,
0.9858604783447934
]
},
"Japanese": {
"n": 238,
"accuracy": 0.9663865546218487,
"balanced_accuracy": 0.9652173913043478,
"f1_deny": 0.968503937007874,
"auroc": 0.9973135383527748,
"nll": 0.1417529012173477,
"false_approve_rate": 0.0,
"false_deny_rate": 0.06956521739130435,
"false_approve_count": 0,
"false_deny_count": 8,
"deny_count": 123,
"approve_count": 115,
"threshold": 0.5,
"brier": 0.02811355051874001,
"accuracy_ci95": [
0.9350857637502895,
0.98287098809264
]
},
"Korean": {
"n": 244,
"accuracy": 0.9631147540983607,
"balanced_accuracy": 0.9639755766621438,
"f1_deny": 0.9596412556053812,
"auroc": 0.9913500678426052,
"nll": 0.17496961663746408,
"false_approve_rate": 0.02727272727272727,
"false_deny_rate": 0.04477611940298507,
"false_approve_count": 3,
"false_deny_count": 6,
"deny_count": 110,
"approve_count": 134,
"threshold": 0.5,
"brier": 0.035215579118120316,
"accuracy_ci95": [
0.9313979552211248,
0.9804753087411578
]
},
"Mandarin Chinese": {
"n": 253,
"accuracy": 0.9762845849802372,
"balanced_accuracy": 0.9762753188297074,
"f1_deny": 0.9767441860465116,
"auroc": 0.9963740935233808,
"nll": 0.10736957353464598,
"false_approve_rate": 0.023255813953488372,
"false_deny_rate": 0.024193548387096774,
"false_approve_count": 3,
"false_deny_count": 3,
"deny_count": 129,
"approve_count": 124,
"threshold": 0.5,
"brier": 0.023716945302300004,
"accuracy_ci95": [
0.9492353089010875,
0.9890867248802525
]
},
"Portuguese": {
"n": 237,
"accuracy": 0.9873417721518988,
"balanced_accuracy": 0.987359350519869,
"f1_deny": 0.9873417721518988,
"auroc": 0.9951573849878934,
"nll": 0.0889259460495608,
"false_approve_rate": 0.00847457627118644,
"false_deny_rate": 0.01680672268907563,
"false_approve_count": 1,
"false_deny_count": 2,
"deny_count": 118,
"approve_count": 119,
"threshold": 0.5,
"brier": 0.01294754812025605,
"accuracy_ci95": [
0.9634512971313959,
0.9956858926660589
]
},
"Russian": {
"n": 211,
"accuracy": 0.9620853080568721,
"balanced_accuracy": 0.9620844564240791,
"f1_deny": 0.9622641509433962,
"auroc": 0.9958670260557053,
"nll": 0.10983932327248251,
"false_approve_rate": 0.03773584905660377,
"false_deny_rate": 0.0380952380952381,
"false_approve_count": 4,
"false_deny_count": 4,
"deny_count": 106,
"approve_count": 105,
"threshold": 0.5,
"brier": 0.02988984019027873,
"accuracy_ci95": [
0.926981020439214,
0.9806650226959998
]
},
"Spanish": {
"n": 261,
"accuracy": 1.0,
"balanced_accuracy": 1.0,
"f1_deny": 1.0,
"auroc": 1.0,
"nll": 0.0123921737319317,
"false_approve_rate": 0.0,
"false_deny_rate": 0.0,
"false_approve_count": 0,
"false_deny_count": 0,
"deny_count": 117,
"approve_count": 144,
"threshold": 0.5,
"brier": 0.002478457026547329,
"accuracy_ci95": [
0.9854952512427636,
0.9999999999999999
]
}
}
}
}