File size: 3,003 Bytes
386c47b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "raw": {
    "ece": 0.13457706558704377,
    "brier": 0.053072483953451675,
    "nll": 0.8642846867744811,
    "accuracy": 0.7775,
    "soft_accuracy": 0.5214390063285828,
    "mean_confidence": 0.6446689553260804,
    "mean_target_max": 0.6589462240487337,
    "score_mae": 0.21876078649656847,
    "n": 2000,
    "by_type": {
      "choice": {
        "ece": 0.13371521070599554,
        "brier": 0.06767832974092736,
        "nll": 0.9941271715487043,
        "accuracy": 0.7533333333333333,
        "soft_accuracy": 0.4766030919800202,
        "mean_confidence": 0.6196181240181128,
        "mean_target_max": 0.6345381752649943,
        "score_mae": null,
        "n": 600
      },
      "score": {
        "ece": 0.16226732674986122,
        "brier": 0.05451303494450485,
        "nll": 1.0379393140226603,
        "accuracy": 0.7325,
        "soft_accuracy": 0.44023495307192206,
        "mean_confidence": 0.5787717271223665,
        "mean_target_max": 0.5928848401084542,
        "score_mae": 0.21876078649656847,
        "n": 800
      },
      "noul": {
        "ece": 0.10408389608065288,
        "brier": 0.036545903511238424,
        "nll": 0.5029026990026857,
        "accuracy": 0.8616666666666667,
        "soft_accuracy": 0.6745469916860263,
        "mean_confidence": 0.7575827575723331,
        "mean_target_max": 0.7714361180861791,
        "score_mae": null,
        "n": 600
      }
    }
  },
  "post_temperature": {
    "ece": 0.15136478865146635,
    "brier": 0.05149772852919583,
    "nll": 0.8604798654299229,
    "accuracy": 0.7775,
    "soft_accuracy": 0.5136348050832749,
    "mean_confidence": 0.6285212074667216,
    "mean_target_max": 0.6589462240487337,
    "score_mae": 0.21874093162477948,
    "n": 2000,
    "by_type": {
      "choice": {
        "ece": 0.15615266551574072,
        "brier": 0.06530533224266644,
        "nll": 0.9888753090736767,
        "accuracy": 0.7533333333333333,
        "soft_accuracy": 0.4670632988711198,
        "mean_confidence": 0.5995675005018711,
        "mean_target_max": 0.6345381752649943,
        "score_mae": null,
        "n": 600
      },
      "score": {
        "ece": 0.17158496633172038,
        "brier": 0.05304105402517052,
        "nll": 1.0343197106011213,
        "accuracy": 0.7325,
        "soft_accuracy": 0.4344353336468339,
        "mean_confidence": 0.5658757378160953,
        "mean_target_max": 0.5928848401084542,
        "score_mae": 0.21874093162477948,
        "n": 800
      },
      "noul": {
        "ece": 0.12066448509693146,
        "brier": 0.03563235748775898,
        "nll": 0.5002979615579048,
        "accuracy": 0.8616666666666667,
        "soft_accuracy": 0.6658056065440178,
        "mean_confidence": 0.7410022072990735,
        "mean_target_max": 0.7714361180861791,
        "score_mae": null,
        "n": 600
      }
    }
  },
  "fitted_temperature": {
    "type0_bucket1": 1.0873889923095703,
    "type2_bucket0": 1.1389371156692505,
    "type1_bucket1": 1.0593258142471313
  }
}