{
  "lang":"en",
  "name":"core_web_trf",
  "version":"3.1.0",
  "description":"English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.",
  "author":"Explosion",
  "email":"contact@explosion.ai",
  "url":"https://explosion.ai",
  "license":"MIT",
  "spacy_version":">=3.1.0,<3.2.0",
  "spacy_git_version":"caba63b74",
  "vectors":{
    "width":0,
    "vectors":0,
    "keys":0,
    "name":null
  },
  "labels":{
    "transformer":[

    ],
    "tagger":[
      "$",
      "''",
      ",",
      "-LRB-",
      "-RRB-",
      ".",
      ":",
      "ADD",
      "AFX",
      "CC",
      "CD",
      "DT",
      "EX",
      "FW",
      "HYPH",
      "IN",
      "JJ",
      "JJR",
      "JJS",
      "LS",
      "MD",
      "NFP",
      "NN",
      "NNP",
      "NNPS",
      "NNS",
      "PDT",
      "POS",
      "PRP",
      "PRP$",
      "RB",
      "RBR",
      "RBS",
      "RP",
      "SYM",
      "TO",
      "UH",
      "VB",
      "VBD",
      "VBG",
      "VBN",
      "VBP",
      "VBZ",
      "WDT",
      "WP",
      "WP$",
      "WRB",
      "XX",
      "``"
    ],
    "parser":[
      "ROOT",
      "acl",
      "acomp",
      "advcl",
      "advmod",
      "agent",
      "amod",
      "appos",
      "attr",
      "aux",
      "auxpass",
      "case",
      "cc",
      "ccomp",
      "compound",
      "conj",
      "csubj",
      "csubjpass",
      "dative",
      "dep",
      "det",
      "dobj",
      "expl",
      "intj",
      "mark",
      "meta",
      "neg",
      "nmod",
      "npadvmod",
      "nsubj",
      "nsubjpass",
      "nummod",
      "oprd",
      "parataxis",
      "pcomp",
      "pobj",
      "poss",
      "preconj",
      "predet",
      "prep",
      "prt",
      "punct",
      "quantmod",
      "relcl",
      "xcomp"
    ],
    "attribute_ruler":[

    ],
    "lemmatizer":[

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

  ],
  "performance":{
    "token_acc":0.9993053983,
    "tag_acc":0.9779597496,
    "dep_uas":0.9529693229,
    "dep_las":0.9394097615,
    "ents_p":0.898632744,
    "ents_r":0.8985877404,
    "ents_f":0.8986102416,
    "sents_p":0.9533882851,
    "sents_r":0.8621940761,
    "sents_f":0.9055009007,
    "speed":5467.6411211076,
    "dep_las_per_type":{
      "prep":{
        "p":0.9227131724,
        "r":0.9254790362,
        "f":0.9240940347
      },
      "det":{
        "p":0.9901676798,
        "r":0.9895620974,
        "f":0.989864796
      },
      "pobj":{
        "p":0.9827126617,
        "r":0.9844492441,
        "f":0.9835801864
      },
      "nsubj":{
        "p":0.9797975371,
        "r":0.9795399781,
        "f":0.9796687407
      },
      "aux":{
        "p":0.9890501202,
        "r":0.9890501202,
        "f":0.9890501202
      },
      "advmod":{
        "p":0.8975934029,
        "r":0.8974423692,
        "f":0.8975178797
      },
      "relcl":{
        "p":0.873105393,
        "r":0.898766328,
        "f":0.8857500447
      },
      "root":{
        "p":0.9679445053,
        "r":0.8744640148,
        "f":0.9188327442
      },
      "xcomp":{
        "p":0.940690151,
        "r":0.9393395549,
        "f":0.9400143678
      },
      "amod":{
        "p":0.942555534,
        "r":0.9429219307,
        "f":0.9427386967
      },
      "compound":{
        "p":0.952575817,
        "r":0.9463689018,
        "f":0.9494622154
      },
      "poss":{
        "p":0.986746988,
        "r":0.9891304348,
        "f":0.9879372738
      },
      "ccomp":{
        "p":0.8579088472,
        "r":0.9124236253,
        "f":0.8843268851
      },
      "attr":{
        "p":0.9473251029,
        "r":0.9680403701,
        "f":0.9575707155
      },
      "case":{
        "p":0.9880834161,
        "r":0.995995996,
        "f":0.9920239282
      },
      "mark":{
        "p":0.9546054368,
        "r":0.958399576,
        "f":0.9564987439
      },
      "intj":{
        "p":0.6154299176,
        "r":0.7655677656,
        "f":0.6823375775
      },
      "advcl":{
        "p":0.8175954592,
        "r":0.7980357593,
        "f":0.8076972091
      },
      "cc":{
        "p":0.8981217309,
        "r":0.9036000478,
        "f":0.9008525607
      },
      "neg":{
        "p":0.957,
        "r":0.9603612644,
        "f":0.958677686
      },
      "conj":{
        "p":0.8658565642,
        "r":0.9149043303,
        "f":0.8897049822
      },
      "nsubjpass":{
        "p":0.958161157,
        "r":0.9512820513,
        "f":0.9547092126
      },
      "auxpass":{
        "p":0.9672727273,
        "r":0.969476082,
        "f":0.9683731513
      },
      "dobj":{
        "p":0.9737199457,
        "r":0.9713921428,
        "f":0.9725546513
      },
      "nummod":{
        "p":0.9584077571,
        "r":0.9484848485,
        "f":0.9534204848
      },
      "npadvmod":{
        "p":0.85505659,
        "r":0.8319715808,
        "f":0.8433561397
      },
      "prt":{
        "p":0.8902546093,
        "r":0.9086021505,
        "f":0.8993348115
      },
      "pcomp":{
        "p":0.9301833568,
        "r":0.9236694678,
        "f":0.9269149684
      },
      "expl":{
        "p":0.9935897436,
        "r":0.9957173448,
        "f":0.9946524064
      },
      "acl":{
        "p":0.8569069895,
        "r":0.8494271686,
        "f":0.8531506849
      },
      "agent":{
        "p":0.9471830986,
        "r":0.9641577061,
        "f":0.9555950266
      },
      "dative":{
        "p":0.8220720721,
        "r":0.8371559633,
        "f":0.8295454545
      },
      "acomp":{
        "p":0.9371040724,
        "r":0.9392290249,
        "f":0.9381653454
      },
      "dep":{
        "p":0.4218241042,
        "r":0.4204545455,
        "f":0.4211382114
      },
      "csubj":{
        "p":0.865497076,
        "r":0.875739645,
        "f":0.8705882353
      },
      "quantmod":{
        "p":0.8902847571,
        "r":0.863525589,
        "f":0.8767010309
      },
      "nmod":{
        "p":0.8395759717,
        "r":0.7239488117,
        "f":0.777486911
      },
      "appos":{
        "p":0.8256564787,
        "r":0.8321041215,
        "f":0.8288677615
      },
      "predet":{
        "p":0.8537549407,
        "r":0.9270386266,
        "f":0.8888888889
      },
      "preconj":{
        "p":0.6489361702,
        "r":0.7093023256,
        "f":0.6777777778
      },
      "oprd":{
        "p":0.8913738019,
        "r":0.8328358209,
        "f":0.8611111111
      },
      "parataxis":{
        "p":0.5842911877,
        "r":0.6616052061,
        "f":0.6205493388
      },
      "meta":{
        "p":0.1808510638,
        "r":0.6538461538,
        "f":0.2833333333
      },
      "csubjpass":{
        "p":1.0,
        "r":0.8333333333,
        "f":0.9090909091
      }
    },
    "ents_per_type":{
      "DATE":{
        "p":0.8967681205,
        "r":0.9073015873,
        "f":0.9020041029
      },
      "GPE":{
        "p":0.9559695174,
        "r":0.9447698745,
        "f":0.9503367003
      },
      "ORDINAL":{
        "p":0.803030303,
        "r":0.8229813665,
        "f":0.8128834356
      },
      "ORG":{
        "p":0.9044176707,
        "r":0.8955461294,
        "f":0.8999600373
      },
      "FAC":{
        "p":0.544973545,
        "r":0.7923076923,
        "f":0.6457680251
      },
      "QUANTITY":{
        "p":0.7828571429,
        "r":0.7527472527,
        "f":0.7675070028
      },
      "LOC":{
        "p":0.8250825083,
        "r":0.7961783439,
        "f":0.8103727715
      },
      "CARDINAL":{
        "p":0.8595769683,
        "r":0.8697978597,
        "f":0.8646572104
      },
      "PERSON":{
        "p":0.9422647528,
        "r":0.9640992167,
        "f":0.9530569447
      },
      "NORP":{
        "p":0.9249800479,
        "r":0.9272,
        "f":0.9260886936
      },
      "LAW":{
        "p":0.5789473684,
        "r":0.6875,
        "f":0.6285714286
      },
      "PRODUCT":{
        "p":0.6686746988,
        "r":0.5260663507,
        "f":0.5888594164
      },
      "TIME":{
        "p":0.7287671233,
        "r":0.7777777778,
        "f":0.7524752475
      },
      "EVENT":{
        "p":0.7443609023,
        "r":0.5689655172,
        "f":0.6449511401
      },
      "WORK_OF_ART":{
        "p":0.5721925134,
        "r":0.5515463918,
        "f":0.56167979
      },
      "MONEY":{
        "p":0.9120481928,
        "r":0.893742621,
        "f":0.9028026237
      },
      "PERCENT":{
        "p":0.9164037855,
        "r":0.8897396631,
        "f":0.9028749029
      },
      "LANGUAGE":{
        "p":1.0,
        "r":0.75,
        "f":0.8571428571
      }
    }
  },
  "sources":[
    {
      "name":"OntoNotes 5",
      "url":"https://catalog.ldc.upenn.edu/LDC2013T19",
      "license":"commercial (licensed by Explosion)",
      "author":"Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston"
    },
    {
      "name":"ClearNLP Constituent-to-Dependency Conversion",
      "url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md",
      "license":"Citation provided for reference, no code packaged with model",
      "author":"Emory University"
    },
    {
      "name":"WordNet 3.0",
      "url":"https://wordnet.princeton.edu/",
      "author":"Princeton University",
      "license":"WordNet 3.0 License"
    },
    {
      "name":"roberta-base",
      "author":"Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov",
      "url":"https://github.com/pytorch/fairseq/tree/master/examples/roberta",
      "license":"MIT"
    }
  ],
  "requirements":[
    "spacy-transformers>=1.0.3,<1.1.0"
  ]
}