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jfrei
/
de_GERNERMEDpp_GermanBERT

Token Classification
spaCy
German
Eval Results
Model card Files Community
de_GERNERMEDpp_GermanBERT
File size: 1,646 Bytes 
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{
  "lang":"de",
  "name":"GERNERMEDpp_GermanBERT",
  "version":"1.0.0",
  "description":"GottBERT-based model of the GERNERMED++ German NER model for medical entities.",
  "author":"Johann Frei",
  "email":"[email protected]",
  "url":"https://github.com/frankkramer-lab/GERNERMED-pp",
  "license":"",
  "spacy_version":">=3.2.3,<3.3.0",
  "spacy_git_version":"99425de36",
  "vectors":{
    "width":0,
    "vectors":0,
    "keys":0,
    "name":null
  },
  "labels":{
    "transformer":[

    ],
    "ner":[
      "Dosage",
      "Drug",
      "Duration",
      "Form",
      "Frequency",
      "Strength"
    ]
  },
  "pipeline":[
    "transformer",
    "ner"
  ],
  "components":[
    "transformer",
    "ner"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.9087085216,
    "ents_p":0.9088501091,
    "ents_r":0.9085669782,
    "ents_per_type":{
      "Drug":{
        "p":0.9468451243,
        "r":0.9450381679,
        "f":0.9459407832
      },
      "Strength":{
        "p":0.8837412587,
        "r":0.9475164011,
        "f":0.9145183175
      },
      "Form":{
        "p":0.9243614931,
        "r":0.9289239882,
        "f":0.9266371246
      },
      "Dosage":{
        "p":0.9090909091,
        "r":0.8995502249,
        "f":0.9042954032
      },
      "Frequency":{
        "p":0.8346727899,
        "r":0.7709437964,
        "f":0.8015435502
      },
      "Duration":{
        "p":0.7090909091,
        "r":0.7090909091,
        "f":0.7090909091
      }
    },
    "transformer_loss":1936.0080456654,
    "ner_loss":2554.1670563572
  },
  "requirements":[
    "spacy-transformers>=1.1.5,<1.2.0"
  ]
}