Hugging Face's logo

cwLeeDev
/
aiflow-math-ink-06-intermediate

Feature Extraction
PyTorch
Joblib
Korean
English
online-handwriting
mathematical-expression-recognition
trajectory
temporal-convolution
on-device
Model card Files
xet
 Community
aiflow-math-ink-06-intermediate
File size: 3,567 Bytes
2948983
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "experiment": "R-MATH-INK-06-BEHAVIOR-ROLE-3SEED-001",
  "generated_at": "2026-07-23T16:44:02.899929+00:00",
  "seeds": [
    17,
    31,
    47
  ],
  "reports": [
    "research\\runs\\math_ink_06_behavior_role_seed17_20260724\\report.json",
    "research\\runs\\math_ink_06_behavior_role_seed31_20260724\\report.json",
    "research\\runs\\math_ink_06_behavior_role_seed47_20260724\\report.json"
  ],
  "split_contract": "CROHME2012 trainData writer fit/validation; testDataGT official held-out",
  "denominator": {
    "formulas": {
      "fit": 1063,
      "validation": 275,
      "official_test": 488
    },
    "role_samples": {
      "fit": {
        "identifier_lower": 1573,
        "multiply_operator": 177,
        "identifier_upper": 99
      },
      "validation": {
        "identifier_lower": 401,
        "multiply_operator": 44,
        "identifier_upper": 22
      },
      "official_test": {
        "identifier_lower": 568,
        "identifier_upper": 31,
        "multiply_operator": 36
      }
    }
  },
  "teacher_official_test": {
    "accuracy": {
      "values": [
        0.7433071136474609,
        0.6078740358352661,
        0.6094487905502319
      ],
      "mean": 0.6535433133443197,
      "std": 0.06347584762070135,
      "minimum": 0.6078740358352661
    },
    "macro_f1": {
      "values": [
        0.3644206619715246,
        0.31082213130722774,
        0.31121831754743146
      ],
      "mean": 0.3288203702753946,
      "std": 0.02517372727695006,
      "minimum": 0.31082213130722774
    }
  },
  "behavior_official_test": {
    "accuracy": {
      "values": [
        0.930708646774292,
        0.9385826587677002,
        0.930708646774292
      ],
      "mean": 0.9333333174387614,
      "std": 0.00371184485045543,
      "minimum": 0.930708646774292
    },
    "macro_f1": {
      "values": [
        0.7664031279554507,
        0.7717349248806314,
        0.7541782507773837
      ],
      "mean": 0.764105434537822,
      "std": 0.0073493195908634484,
      "minimum": 0.7541782507773837
    },
    "identifier_lower_recall": {
      "values": [
        0.9507042253521126,
        0.9630281690140845,
        0.9559859154929577
      ],
      "mean": 0.9565727699530516,
      "std": 0.0050483129501424015,
      "minimum": 0.9507042253521126
    },
    "identifier_upper_recall": {
      "values": [
        0.6129032258064516,
        0.5161290322580645,
        0.5483870967741935
      ],
      "mean": 0.5591397849462365,
      "std": 0.040232875126601536,
      "minimum": 0.5161290322580645
    },
    "multiply_operator_recall": {
      "values": [
        0.8888888888888888,
        0.9166666666666666,
        0.8611111111111112
      ],
      "mean": 0.8888888888888888,
      "std": 0.02268046058132569,
      "minimum": 0.8611111111111112
    },
    "ece": {
      "values": [
        0.04725504415735027,
        0.050884793443143006,
        0.048238128075605236
      ],
      "mean": 0.04879265522536617,
      "std": 0.0015328394652397476,
      "minimum": 0.04725504415735027
    }
  },
  "diagnosis": {
    "behavior_accuracy_gain_pp": 27.979000409444165,
    "stable_across_seeds": true,
    "remaining_bottleneck": "identifier_upper recall; official test denominator 31",
    "conditional_scope": "truth symbol grouping 이후 semantic role 분류"
  },
  "track": "R_noncommercial_only",
  "product_validation": false,
  "distillation_allowed": false
}