fo_pipeline / README.md
Zlovoblachko's picture
Update spaCy pipeline
3cf43fe verified
metadata
tags:
  - spacy
  - token-classification
language:
  - fo
model-index:
  - name: fo_pipeline
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9546381244
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9174732552
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.8336305732
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.8557634279
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.7936028968
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.981443299
Feature Description
Name fo_pipeline
Version 0.0.0
spaCy >=3.7.5,<3.8.0
Default Pipeline tok2vec, tagger, morphologizer, parser
Components tok2vec, tagger, morphologizer, parser
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources n/a
License n/a
Author n/a

Label Scheme

View label scheme (287 labels for 3 components)
Component Labels
tagger A, Abbr, Adv, CC, CLB, CS, Det, IM, Interj, N, Num, PUNCT, Pr, Pron, V, x
morphologizer Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres, POS=ADP, Case=Acc|POS=PRON|Reflex=Yes, Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, POS=PUNCT, Case=Nom|Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres, Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, POS=CCONJ, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, POS=PART, POS=VERB|VerbForm=Inf, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=DET, Mood=Ind|Number=Sing|POS=VERB|Tense=Past, Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past, POS=ADV, Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Number=Sing|POS=VERB|Tense=Imp, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=AUX|Tense=Pres, POS=SCONJ, Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Number=Sing|POS=PROPN, Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, Case=Dat|Gender=Fem|Number=Sing|POS=PROPN, Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Dat|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Tense=Pres, Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Gender=Neut|Number=Sing|POS=DET, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|POS=NUM, Case=Dat|POS=NUM, Mood=Ind|Number=Plur|POS=AUX|Tense=Past, Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, POS=X, POS=DET, Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc|POS=NUM, Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, POS=PRON|PronType=Rel, Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN, NumType=Ord|POS=ADJ, Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Tense=Past, Mood=Ind|Number=Sing|POS=AUX|Tense=Past, Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ, POS=VERB|VerbForm=Sup, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Part, Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ, Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=DET, Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN, Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past, Case=Nom|Gender=Fem|Number=Sing|POS=PROPN, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Fem|Number=Sing|POS=DET, Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ, POS=AUX|VerbForm=Inf, Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ, Case=Dat|Gender=Masc|Number=Sing|POS=DET, Case=Gen|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=NUM, Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, Case=Nom|Gender=Fem|Number=Sing|POS=NUM, Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=VERB|Tense=Past|Voice=Pass, Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN, Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Gender=Neut|Number=Sing|POS=DET, Case=Acc|Gender=Neut|POS=ADJ, POS=NUM, Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Tense=Past|Voice=Pass, Case=Nom|Gender=Masc|Number=Sing|POS=PROPN, Case=Nom|Definite=Ind|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN, Case=Nom|Gender=Neut|Number=Sing|POS=NUM, Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Nom|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Gender=Masc|Number=Sing|POS=DET, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Part, Case=Dat|Number=Sing|POS=PROPN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|Voice=Pass, POS=VERB|VerbForm=Sup|Voice=Pass, Case=Nom|Definite=Ind|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=DET, Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN, POS=AUX|VerbForm=Sup, Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN, Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN, Case=Nom|Gender=Neut|POS=ADJ, POS=NOUN, Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=PROPN, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=ADJ, Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN, Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|Gender=Masc|Number=Sing|POS=PROPN, Case=Dat|POS=PRON|Reflex=Yes, Case=Acc|Gender=Neut|Number=Sing|POS=NUM, Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET, Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Case=Acc|Gender=Neut|Number=Plur|POS=ADJ, Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=ADJ, Case=Dat|Gender=Neut|Number=Sing|POS=DET, Case=Acc|Gender=Neut|Number=Plur|POS=DET, Case=Dat|Definite=Def|Gender=Neut|Mood=Ind|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN, Case=Dat|Gender=Masc|Number=Sing|POS=PROPN, Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ, Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET, Case=Dat|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres, Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=PROPN, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Tense=Pres|Voice=Pass, Case=Dat|Definite=Def|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=PRON, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=DET, Case=Acc|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=DET, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|Voice=Pass, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=PROPN, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Ind|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Nom|Gender=Masc|Number=Sing|POS=NUM, Case=Acc|Gender=Fem|Number=Sing|POS=NUM, Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=DET, Case=Nom|Gender=Fem|POS=ADJ, Case=Nom|POS=NOUN, Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Gen|Number=Sing|POS=PROPN, Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Number=Plur|POS=PROPN, Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ, POS=INTJ, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN, Case=Nom|Definite=Def|Number=Sing|POS=PROPN, Case=Nom|Gender=Masc|Number=Plur|POS=PRON, Case=Dat|Definite=Ind|Number=Sing|POS=PROPN, Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN, Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=ADJ, Case=Nom|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int, Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Number=Sing|POS=PRON, Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ, Case=Acc|POS=PROPN, Case=Dat|Gender=Neut|Number=Sing|POS=NUM, Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=NUM, Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Nom|Definite=Ind|Gender=Masc|Number=Plur|POS=PRON, Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN, Case=Acc|POS=NOUN, Case=Gen|POS=NUM, Case=Nom|Gender=Masc|POS=ADJ, POS=VERB, Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=PROPN, Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=PROPN, Case=Dat|Definite=Def|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ, Gender=Neut|Number=Plur|POS=ADV, Case=Dat|Definite=Def|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Dat|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=PRON, Case=Acc|Definite=Ind|Gender=Fem|Number=Plur|POS=PROPN, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres, Case=Nom|Gender=Masc|Number=Plur|POS=DET, Case=Dat|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Definite=Def|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc|Definite=Ind|Gender=Masc|Number=Plur|POS=DET, Case=Dat|POS=PROPN, Degree=Sup|POS=ADV, Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN, Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN, Case=Gen|Gender=Masc|Number=Sing|POS=PROPN, Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=PRON, Case=Nom|Definite=Ind|Gender=Neut|POS=DET, Case=Nom|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=DET, Degree=Sup|Gender=Neut|Number=Plur|POS=ADV
parser ROOT, advcl, advmod, amod, aux, aux:pass, case, cc, conj, cop, dep, det, flat, mark, nmod, nmod:poss, nsubj, nummod, obj, obl, parataxis, punct, xcomp

Accuracy

Type Score
TAG_ACC 95.46
POS_ACC 91.75
MORPH_ACC 83.36
DEP_UAS 85.58
DEP_LAS 79.36
SENTS_P 97.54
SENTS_R 98.76
SENTS_F 98.14
TOK2VEC_LOSS 223313.16
TAGGER_LOSS 16091.59
MORPHOLOGIZER_LOSS 23185.61
PARSER_LOSS 113679.32