File size: 3,073 Bytes
0746964
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "sealed_at": "2026-10-30T18:43:05+00:00",
  "dev": {
    "count": 660,
    "accuracy": 0.9651515151515152,
    "macro_f1": 0.9637706189656473,
    "invalid_recall": 0.9181818181818182,
    "false_safe": 15,
    "false_safe_rate": 0.06818181818181818,
    "per_class": {
      "valid": {
        "precision": 0.9285714285714286,
        "recall": 0.975,
        "f1": 0.951219512195122
      },
      "invalid": {
        "precision": 0.9805825242718447,
        "recall": 0.9181818181818182,
        "f1": 0.9483568075117371
      },
      "unknown": {
        "precision": 0.9836065573770492,
        "recall": 1.0,
        "f1": 0.9917355371900827
      }
    },
    "confusion": {
      "valid": {
        "valid": 195,
        "invalid": 4,
        "unknown": 1
      },
      "invalid": {
        "valid": 15,
        "invalid": 202,
        "unknown": 3
      },
      "unknown": {
        "valid": 0,
        "invalid": 0,
        "unknown": 240
      }
    },
    "nll": 0.1344972848892212,
    "brier_score": 0.058700360175617486
  },
  "regression": {
    "count": 888,
    "accuracy": 0.9707207207207207,
    "macro_f1": 0.9712798584457879,
    "invalid_recall": 0.9222972972972973,
    "false_safe": 5,
    "false_safe_rate": 0.016891891891891893,
    "per_class": {
      "valid": {
        "precision": 0.973384030418251,
        "recall": 1.0,
        "f1": 0.9865125240847785
      },
      "invalid": {
        "precision": 0.9963503649635036,
        "recall": 0.9222972972972973,
        "f1": 0.9578947368421052
      },
      "unknown": {
        "precision": 0.9487179487179487,
        "recall": 0.9910714285714286,
        "f1": 0.9694323144104804
      }
    },
    "confusion": {
      "valid": {
        "valid": 256,
        "invalid": 0,
        "unknown": 0
      },
      "invalid": {
        "valid": 5,
        "invalid": 273,
        "unknown": 18
      },
      "unknown": {
        "valid": 2,
        "invalid": 1,
        "unknown": 333
      }
    },
    "nll": 0.10553333908319473,
    "brier_score": 0.04750689810961712
  },
  "holdout": {
    "count": 150,
    "accuracy": 0.9066666666666666,
    "macro_f1": 0.906498599439776,
    "invalid_recall": 0.9,
    "false_safe": 5,
    "false_safe_rate": 0.1,
    "per_class": {
      "valid": {
        "precision": 0.875,
        "recall": 0.84,
        "f1": 0.8571428571428572
      },
      "invalid": {
        "precision": 0.8653846153846154,
        "recall": 0.9,
        "f1": 0.8823529411764707
      },
      "unknown": {
        "precision": 0.98,
        "recall": 0.98,
        "f1": 0.98
      }
    },
    "confusion": {
      "valid": {
        "valid": 42,
        "invalid": 7,
        "unknown": 1
      },
      "invalid": {
        "valid": 5,
        "invalid": 45,
        "unknown": 0
      },
      "unknown": {
        "valid": 1,
        "invalid": 0,
        "unknown": 49
      }
    },
    "nll": 0.34009185433387756,
    "brier_score": 0.16805987150673973,
    "accuracy_95_interval": [
      0.8533333333333334,
      0.9533333333333334
    ]
  }
}