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nicoladisabato
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en_xlnet_fine_tuned_ner

Token Classification
spaCy
English
Eval Results
Model card Files Community
en_xlnet_fine_tuned_ner
File size: 2,848 Bytes 
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{
  "lang":"en",
  "name":"xlnet_fine_tuned_ner",
  "version":"0.0.0",
  "description":"",
  "author":"",
  "email":"",
  "url":"",
  "license":"",
  "spacy_version":">=3.5.1,<3.6.0",
  "spacy_git_version":"Unknown",
  "vectors":{
    "width":0,
    "vectors":0,
    "keys":0,
    "name":null
  },
  "labels":{
    "transformer":[

    ],
    "ner":[
      "CARDINAL",
      "DATE",
      "EVENT",
      "FAC",
      "GPE",
      "LANGUAGE",
      "LAW",
      "LOC",
      "MONEY",
      "NORP",
      "ORDINAL",
      "ORG",
      "PERCENT",
      "PERSON",
      "PRODUCT",
      "QUANTITY",
      "TIME",
      "WORK_OF_ART"
    ]
  },
  "pipeline":[
    "transformer",
    "ner"
  ],
  "components":[
    "transformer",
    "ner"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.8924118449,
    "ents_p":0.8847416707,
    "ents_r":0.9002161737,
    "ents_per_type":{
      "PERSON":{
        "p":0.9338032485,
        "r":0.9633259564,
        "f":0.9483348895
      },
      "ORG":{
        "p":0.8977627471,
        "r":0.9086361243,
        "f":0.9031667103
      },
      "DATE":{
        "p":0.8731456252,
        "r":0.8990024938,
        "f":0.8858854247
      },
      "ORDINAL":{
        "p":0.7954545455,
        "r":0.8358208955,
        "f":0.8151382824
      },
      "CARDINAL":{
        "p":0.8242723778,
        "r":0.8726744186,
        "f":0.8477831121
      },
      "LOC":{
        "p":0.8344827586,
        "r":0.7658227848,
        "f":0.798679868
      },
      "GPE":{
        "p":0.9309881847,
        "r":0.9501233215,
        "f":0.9404584294
      },
      "MONEY":{
        "p":0.9171528588,
        "r":0.9214536928,
        "f":0.9192982456
      },
      "NORP":{
        "p":0.9119251754,
        "r":0.9162098669,
        "f":0.9140625
      },
      "WORK_OF_ART":{
        "p":0.567839196,
        "r":0.5594059406,
        "f":0.5635910224
      },
      "QUANTITY":{
        "p":0.6826923077,
        "r":0.7473684211,
        "f":0.7135678392
      },
      "FAC":{
        "p":0.6214285714,
        "r":0.6541353383,
        "f":0.6373626374
      },
      "EVENT":{
        "p":0.7080745342,
        "r":0.6368715084,
        "f":0.6705882353
      },
      "PERCENT":{
        "p":0.924382716,
        "r":0.9131097561,
        "f":0.9187116564
      },
      "TIME":{
        "p":0.7385786802,
        "r":0.8060941828,
        "f":0.7708609272
      },
      "LANGUAGE":{
        "p":0.96,
        "r":0.6857142857,
        "f":0.8
      },
      "LAW":{
        "p":0.5810810811,
        "r":0.6615384615,
        "f":0.618705036
      },
      "PRODUCT":{
        "p":0.6612903226,
        "r":0.3831775701,
        "f":0.4852071006
      }
    },
    "transformer_loss":1248.4821179348,
    "ner_loss":1961.2318735738
  },
  "requirements":[
    "spacy-transformers>=1.2.3,<1.3.0"
  ]
}