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fr_pipeline

Token Classification
spaCy
French
Eval Results
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fr_pipeline / README.md
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metadata
tags:
  - spacy
  - token-classification
language:
  - fr
model-index:
  - name: fr_pipeline
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.973761619
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9726634506
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.9612141653
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.8499876513
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.7929110925
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.9819527996
Feature Description
Name fr_pipeline
Version 0.0.0
spaCy >=3.6.1,<3.7.0
Default Pipeline transformer, morphologizer, parser, tagger
Components transformer, morphologizer, parser, tagger
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources n/a
License n/a
Author n/a

Label Scheme

View label scheme (240 labels for 3 components)
Component Labels
morphologizer POS=INTJ, POS=PUNCT, POS=ADP, POS=VERB|VerbForm=Inf, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=PROPN, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=ADV, Definite=Def|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PROPN, POS=CCONJ, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|Polarity=Neg, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem, Gender=Masc|Number=Sing|POS=NOUN, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Number=Sing|POS=PRON|Person=3|PronType=Ind, POS=X, Definite=Def|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=NOUN, Number=Plur|POS=DET|PronType=Dem, ExtPos=INTJ|POS=INTJ, Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, POS=SCONJ, POS=VERB, Gender=Masc|Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, ExtPos=ADV|POS=ADP, Number=Sing|POS=ADJ, Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=2|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NUM, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Dem, Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=VERB|Tense=Pres|VerbForm=Part, Foreign=Yes|POS=ADJ, Foreign=Yes|Gender=Masc|Number=Plur|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Plur|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=NUM, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=NOUN, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, ExtPos=SCONJ|POS=ADV, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, Number=Sing|POS=NOUN, Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, ExtPos=CCONJ|POS=CCONJ, Definite=Ind|Number=Plur|POS=DET|PronType=Art, Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part, POS=PRON, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Number=Plur|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs, Number=Sing|POS=PROPN, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=ADV|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, ExtPos=PRON|POS=ADV|Polarity=Neg, POS=PRON|PronType=Int, Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=AUX|Tense=Pres|VerbForm=Part, POS=AUX|VerbForm=Inf, ExtPos=PROPN|Gender=Fem|Number=Sing|POS=PROPN, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs, Gender=Masc|POS=NOUN, Gender=Fem|Number=Sing|POS=DET|PronType=Int, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs, Number=Plur|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PROPN, Gender=Masc|POS=ADJ, Number=Sing|POS=PRON|Person=3|PronType=Prs, Definite=Ind|ExtPos=ADV|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, ExtPos=ADP|POS=ADP, ExtPos=INTJ|POS=VERB, ExtPos=ADV|POS=ADV, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Plur|POS=PROPN, ExtPos=PRON|Gender=Fem|Number=Sing|POS=ADJ, Number=Sing|POS=NUM, ExtPos=ADV|POS=ADV|Polarity=Neg, ExtPos=ADV|POS=SCONJ, Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person[psor]=1|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Number=Sing|Number[psor]=Plur|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs, Number=Plur|POS=ADJ, Number=Plur|POS=VERB|Person=1, POS=ADV|PronType=Exc, POS=DET, Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Ind, ExtPos=PRON|POS=ADV, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=DET|PronType=Ind, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|PronType=Neg, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, ExtPos=NOUN|POS=ADV, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Ind, POS=PRON|Person=3|PronType=Ind, ExtPos=ADV|POS=CCONJ, ExtPos=ADP|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|Person=3|PronType=Dem, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, ExtPos=DET|POS=ADP, ExtPos=ADP|POS=PRON|Person=3|PronType=Prs, Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=3|PronType=Ind, POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Foreign=Yes|POS=DET, Foreign=Yes|POS=NOUN, Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes, ExtPos=ADV|Number=Plur|POS=NUM, Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, ExtPos=PROPN|Gender=Masc|Number=Sing|POS=NOUN, Foreign=Yes|Gender=Fem|Number=Sing|POS=NOUN, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Ind, ExtPos=NOUN|Gender=Masc|Number=Sing|POS=NOUN, ExtPos=PROPN|POS=PROPN, ExtPos=VERB|POS=X, Definite=Ind|ExtPos=ADV|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Person[psor]=1|PronType=Prs, ExtPos=PROPN|Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, ExtPos=NOUN|POS=ADP, Number=Plur|Number[psor]=Plur|POS=DET|Person[psor]=3|Poss=Yes|PronType=Prs, ExtPos=SCONJ|POS=CCONJ, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin
parser ROOT, acl, acl:relcl, advcl, advcl:cleft, advmod, amod, appos, aux:pass, aux:tense, case, cc, ccomp, conj, cop, dep, det, discourse, dislocated, expl:comp, expl:subj, fixed, flat:name, iobj, mark, nmod, nmod:appos, nsubj, nsubj:pass, nummod, obj, obj:lvc, obl:arg, obl:mod, punct, reparandum, xcomp
tagger ADJ, ADP, ADV, AUX, CCONJ, DET, INTJ, NOUN, NUM, PRON, PROPN, PUNCT, SCONJ, VERB, X

Accuracy

Type Score
POS_ACC 97.27
MORPH_ACC 96.12
DEP_UAS 85.00
DEP_LAS 79.29
SENTS_P 98.24
SENTS_R 98.15
SENTS_F 98.20
TAG_ACC 97.38
TRANSFORMER_LOSS 670926.24
MORPHOLOGIZER_LOSS 1747.33
PARSER_LOSS 1719102.10
TAGGER_LOSS 198.51