File size: 2,011 Bytes
a03103c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "lang":"en",
  "name":"pipeline",
  "version":"0.0.0",
  "spacy_version":">=3.8.11,<3.9.0",
  "description":"",
  "author":"",
  "email":"",
  "url":"",
  "license":"",
  "spacy_git_version":"e7a662a",
  "vectors":{
    "width":0,
    "vectors":0,
    "keys":0,
    "name":null,
    "mode":"default"
  },
  "labels":{
    "tok2vec":[

    ],
    "ner":[
      "ACRONYM",
      "ATTACK_TECHNIQUE",
      "AUDIT_TERM",
      "CERTIFICATION",
      "CVE",
      "FRAMEWORK",
      "REGULATION",
      "SECURITY_DOMAIN",
      "SECURITY_ROLE",
      "SECURITY_TOOL",
      "TECHNICAL_SKILL",
      "THREAT_TYPE"
    ]
  },
  "pipeline":[
    "tok2vec",
    "ner"
  ],
  "components":[
    "tok2vec",
    "ner"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.9858429858,
    "ents_p":0.9871134021,
    "ents_r":0.9845758355,
    "ents_per_type":{
      "THREAT_TYPE":{
        "p":0.9375,
        "r":0.9677419355,
        "f":0.9523809524
      },
      "CVE":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "AUDIT_TERM":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "CERTIFICATION":{
        "p":1.0,
        "r":0.975,
        "f":0.9873417722
      },
      "SECURITY_ROLE":{
        "p":0.962962963,
        "r":1.0,
        "f":0.9811320755
      },
      "ATTACK_TECHNIQUE":{
        "p":1.0,
        "r":0.9743589744,
        "f":0.987012987
      },
      "SECURITY_DOMAIN":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "ACRONYM":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "TECHNICAL_SKILL":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      },
      "REGULATION":{
        "p":0.9333333333,
        "r":1.0,
        "f":0.9655172414
      },
      "FRAMEWORK":{
        "p":1.0,
        "r":0.8846153846,
        "f":0.9387755102
      },
      "SECURITY_TOOL":{
        "p":1.0,
        "r":1.0,
        "f":1.0
      }
    },
    "tok2vec_loss":765.8896043144,
    "ner_loss":1302.3627929688
  }
}