Hugging Face's logo

Tynapse
/
drift-sentry-4b-v1

Image-Text-to-Text
Transformers
Safetensors
Korean
English
qwen3_5
agent-safety
judge-model
behavioral-safety
lora
conversational
Model card Files
xet
 Community
drift-sentry-4b-v1
File size: 4,321 Bytes
81f4934
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "agreements": 146769,
  "cohen_kappa": 0.9781300729494184,
  "confusion": {
    "environment": {
      "environment": 17757,
      "goal": 0,
      "integration": 0,
      "memory": 0,
      "normal": 209,
      "reasoning": 2,
      "reward": 0
    },
    "goal": {
      "environment": 8,
      "goal": 26657,
      "integration": 0,
      "memory": 0,
      "normal": 289,
      "reasoning": 3,
      "reward": 0
    },
    "integration": {
      "environment": 2,
      "goal": 0,
      "integration": 21721,
      "memory": 0,
      "normal": 684,
      "reasoning": 4,
      "reward": 0
    },
    "memory": {
      "environment": 0,
      "goal": 0,
      "integration": 0,
      "memory": 14946,
      "normal": 45,
      "reasoning": 0,
      "reward": 0
    },
    "normal": {
      "environment": 37,
      "goal": 1,
      "integration": 7,
      "memory": 110,
      "normal": 14702,
      "reasoning": 137,
      "reward": 0
    },
    "reasoning": {
      "environment": 16,
      "goal": 0,
      "integration": 0,
      "memory": 0,
      "normal": 1072,
      "reasoning": 36147,
      "reward": 0
    },
    "reward": {
      "environment": 3,
      "goal": 0,
      "integration": 0,
      "memory": 0,
      "normal": 116,
      "reasoning": 1,
      "reward": 14839
    }
  },
  "disagreements": 2746,
  "distribution_audit": {
    "environment": {
      "deviation_percentage_points": 0.0014135783535813573,
      "observed_percent": 12.001413578353581,
      "planned_percent": 12.0,
      "rows": 17999
    },
    "goal": {
      "deviation_percentage_points": 0.0011201941669902737,
      "observed_percent": 18.00112019416699,
      "planned_percent": 18.0,
      "rows": 26997
    },
    "integration": {
      "deviation_percentage_points": 0.002600450744795424,
      "observed_percent": 15.002600450744795,
      "planned_percent": 15.0,
      "rows": 22500
    },
    "memory": {
      "deviation_percentage_points": 0.0017336338298630238,
      "observed_percent": 10.001733633829863,
      "planned_percent": 10.0,
      "rows": 15000
    },
    "normal": {
      "deviation_percentage_points": 0.0017336338298630238,
      "observed_percent": 10.001733633829863,
      "planned_percent": 10.0,
      "rows": 15000
    },
    "reasoning": {
      "deviation_percentage_points": -0.009001560270448294,
      "observed_percent": 24.99099843972955,
      "planned_percent": 25.0,
      "rows": 37480
    },
    "reward": {
      "deviation_percentage_points": 0.00040006934535341543,
      "observed_percent": 10.000400069345353,
      "planned_percent": 10.0,
      "rows": 14998
    }
  },
  "exclusion_counts": {
    "missing_or_invalid_raw_teacher_tier": 459
  },
  "expected_agreement": 0.16021438084377937,
  "inputs": [
    "semantic_150k/train.jsonl",
    "semantic_150k/val.jsonl",
    "semantic_150k/test.jsonl"
  ],
  "labels": [
    "goal",
    "reasoning",
    "environment",
    "integration",
    "memory",
    "reward",
    "normal"
  ],
  "maximum_absolute_distribution_deviation_percentage_points": 0.009001560270448294,
  "method": "Cohen's kappa between the independently assigned target_tier and the tier in metadata.raw_teacher_text.label, before any target-tier overwrite",
  "observed_agreement": 0.981633949770926,
  "planned_distribution_percent": {
    "environment": 12.0,
    "goal": 18.0,
    "integration": 15.0,
    "memory": 10.0,
    "normal": 10.0,
    "reasoning": 25.0,
    "reward": 10.0
  },
  "raw_teacher_counts_valid_rows": {
    "environment": 17823,
    "goal": 26658,
    "integration": 21728,
    "memory": 15056,
    "normal": 17117,
    "reasoning": 36294,
    "reward": 14839
  },
  "rows_excluded_from_kappa": 459,
  "rows_total": 149974,
  "rows_valid_for_kappa": 149515,
  "schema_version": "judge6.label-consistency-audit.v1",
  "target_counts_all_rows": {
    "environment": 17999,
    "goal": 26997,
    "integration": 22500,
    "memory": 15000,
    "normal": 15000,
    "reasoning": 37480,
    "reward": 14998
  },
  "target_counts_valid_rows": {
    "environment": 17968,
    "goal": 26957,
    "integration": 22411,
    "memory": 14991,
    "normal": 14994,
    "reasoning": 37235,
    "reward": 14959
  },
  "redaction": {
    "removed": [
      "absolute filesystem paths"
    ],
    "internal_evidence_retained": true
  }
}