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en_textcat_emotion_xlm

Text Classification
spaCy
English
Model card Files Community
en_textcat_emotion_xlm
File size: 1,630 Bytes 
6a1560d
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "lang":"en",
  "name":"textcat_emotion_xlm",
  "version":"0.0.1",
  "description":"",
  "author":"",
  "email":"",
  "url":"",
  "license":"",
  "spacy_version":">=3.0.7,<3.1.0",
  "spacy_git_version":"034ac0acf",
  "vectors":{
    "width":0,
    "vectors":0,
    "keys":0,
    "name":null
  },
  "labels":{
    "transformer":[

    ],
    "textcat":[
      "sadness",
      "fear",
      "love",
      "anger",
      "surprise",
      "joy"
    ]
  },
  "pipeline":[
    "transformer",
    "textcat"
  ],
  "components":[
    "transformer",
    "textcat"
  ],
  "disabled":[

  ],
  "performance":{
    "cats_score":0.9743456777,
    "cats_score_desc":"macro AUC",
    "cats_micro_p":0.8844422211,
    "cats_micro_r":0.884,
    "cats_micro_f":0.8842210553,
    "cats_macro_p":0.8590562081,
    "cats_macro_r":0.8446149917,
    "cats_macro_f":0.8501112916,
    "cats_macro_auc":0.9743456777,
    "cats_f_per_type":{
      "sadness":{
        "p":0.9287054409,
        "r":0.9,
        "f":0.9141274238
      },
      "fear":{
        "p":0.8154506438,
        "r":0.8962264151,
        "f":0.8539325843
      },
      "love":{
        "p":0.7540106952,
        "r":0.7921348315,
        "f":0.7726027397
      },
      "anger":{
        "p":0.9,
        "r":0.8509090909,
        "f":0.8747663551
      },
      "surprise":{
        "p":0.8507462687,
        "r":0.7037037037,
        "f":0.7702702703
      },
      "joy":{
        "p":0.9054242003,
        "r":0.9247159091,
        "f":0.9149683767
      }
    },
    "cats_macro_auc_per_type":0.0,
    "transformer_loss":0.0227810348,
    "textcat_loss":5.2769021035
  }
}