Hugging Face's logo

spacy
/
sv_core_news_lg

Token Classification
spaCy
Swedish
Eval Results
Model card Files Community
1
sv_core_news_lg / README.md
adrianeboyd's picture
adrianeboyd
Update spaCy pipeline
9a94be2
preview code
|
raw
history blame contribute delete
17.2 kB
metadata
tags:
  - spacy
  - token-classification
language:
  - sv
license: cc-by-sa-4.0
model-index:
  - name: sv_core_news_lg
    results:
      - task:
          name: NER
          type: token-classification
        metrics:
          - name: NER Precision
            type: precision
            value: 0.8605993951
          - name: NER Recall
            type: recall
            value: 0.7615571776
          - name: NER F Score
            type: f_score
            value: 0.8080547309
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9534551393
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9635602736
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.9586608145
      - task:
          name: LEMMA
          type: token-classification
        metrics:
          - name: Lemma Accuracy
            type: accuracy
            value: 0.9559048688
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.8310026609
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.7857102417
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.9398058252

Details: https://spacy.io/models/sv#sv_core_news_lg

Swedish pipeline optimized for CPU. Components: tok2vec, tagger, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner.

Feature Description
Name sv_core_news_lg
Version 3.7.0
spaCy >=3.7.0,<3.8.0
Default Pipeline tok2vec, tagger, morphologizer, parser, lemmatizer, attribute_ruler, ner
Components tok2vec, tagger, morphologizer, parser, lemmatizer, senter, attribute_ruler, ner
Vectors floret (200000, 300)
Sources UD Swedish Talbanken v2.8 (Nivre, Joakim; Smith, Aaron)
Stockholm-Umeå Corpus (SUC) v3.0 (Språkbanken)
Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl) (Explosion)
License CC BY-SA 4.0
Author Explosion

Label Scheme

View label scheme (381 labels for 4 components)
Component Labels
tagger AB, AB|AN, AB|KOM, AB|POS, AB|SMS, AB|SUV, DT|NEU|SIN|DEF, DT|NEU|SIN|IND, DT|NEU|SIN|IND/DEF, DT|UTR/NEU|PLU|DEF, DT|UTR/NEU|PLU|IND, DT|UTR/NEU|PLU|IND/DEF, DT|UTR/NEU|SIN/PLU|IND, DT|UTR/NEU|SIN|DEF, DT|UTR/NEU|SIN|IND, DT|UTR|SIN|DEF, DT|UTR|SIN|IND, DT|UTR|SIN|IND/DEF, HA, HD|NEU|SIN|IND, HD|UTR/NEU|PLU|IND, HD|UTR|SIN|IND, HP|-|-|-, HP|NEU|SIN|IND, HP|UTR/NEU|PLU|IND, HP|UTR|SIN|IND, HS|DEF, IE, IN, JJ, JJ|AN, JJ|KOM|UTR/NEU|SIN/PLU|IND/DEF|NOM, JJ|POS|MAS|SIN|DEF|GEN, JJ|POS|MAS|SIN|DEF|NOM, JJ|POS|NEU|SIN|IND/DEF|NOM, JJ|POS|NEU|SIN|IND|NOM, JJ|POS|UTR/NEU|PLU|IND/DEF|GEN, JJ|POS|UTR/NEU|PLU|IND/DEF|NOM, JJ|POS|UTR/NEU|PLU|IND|NOM, JJ|POS|UTR/NEU|SIN/PLU|IND/DEF|NOM, JJ|POS|UTR/NEU|SIN|DEF|NOM, JJ|POS|UTR|-|-|SMS, JJ|POS|UTR|SIN|IND/DEF|NOM, JJ|POS|UTR|SIN|IND|GEN, JJ|POS|UTR|SIN|IND|NOM, JJ|SUV|MAS|SIN|DEF|NOM, JJ|SUV|UTR/NEU|PLU|DEF|NOM, JJ|SUV|UTR/NEU|SIN/PLU|DEF|NOM, JJ|SUV|UTR/NEU|SIN/PLU|IND|NOM, KN, MAD, MID, NN, NN|-|-|-|-, NN|AN, NN|NEU|-|-|SMS, NN|NEU|PLU|DEF|GEN, NN|NEU|PLU|DEF|NOM, NN|NEU|PLU|IND|GEN, NN|NEU|PLU|IND|NOM, NN|NEU|SIN|DEF|GEN, NN|NEU|SIN|DEF|NOM, NN|NEU|SIN|IND, NN|NEU|SIN|IND|GEN, NN|NEU|SIN|IND|NOM, NN|SMS, NN|UTR|-|-|-, NN|UTR|-|-|SMS, NN|UTR|PLU|DEF|GEN, NN|UTR|PLU|DEF|NOM, NN|UTR|PLU|IND|GEN, NN|UTR|PLU|IND|NOM, NN|UTR|SIN|DEF|GEN, NN|UTR|SIN|DEF|NOM, NN|UTR|SIN|IND|GEN, NN|UTR|SIN|IND|NOM, PAD, PC|PRF|NEU|SIN|IND|NOM, PC|PRF|UTR/NEU|PLU|IND/DEF|GEN, PC|PRF|UTR/NEU|PLU|IND/DEF|NOM, PC|PRF|UTR/NEU|SIN|DEF|NOM, PC|PRF|UTR|SIN|IND|NOM, PC|PRS|UTR/NEU|SIN/PLU|IND/DEF|NOM, PL, PM, PM|GEN, PM|NOM, PM|SMS, PN|MAS|SIN|DEF|SUB/OBJ, PN|NEU|SIN|DEF, PN|NEU|SIN|DEF|SUB/OBJ, PN|NEU|SIN|IND|SUB/OBJ, PN|UTR/NEU|PLU|DEF|OBJ, PN|UTR/NEU|PLU|DEF|SUB, PN|UTR/NEU|PLU|DEF|SUB/OBJ, PN|UTR/NEU|PLU|IND|SUB/OBJ, PN|UTR/NEU|SIN/PLU|DEF|OBJ, PN|UTR|PLU|DEF|OBJ, PN|UTR|PLU|DEF|SUB, PN|UTR|SIN|DEF|NOM, PN|UTR|SIN|DEF|OBJ, PN|UTR|SIN|DEF|SUB, PN|UTR|SIN|DEF|SUB/OBJ, PN|UTR|SIN|IND|NOM, PN|UTR|SIN|IND|SUB, PN|UTR|SIN|IND|SUB/OBJ, PP, PS|NEU|SIN|DEF, PS|UTR/NEU|PLU|DEF, PS|UTR/NEU|SIN/PLU|DEF, PS|UTR|SIN|DEF, RG|NEU|SIN|IND|NOM, RG|NOM, RG|SMS, RG|UTR|SIN|IND|NOM, RO|MAS|SIN|IND/DEF|NOM, RO|NOM, SN, UO, VB|AN, VB|IMP|AKT, VB|IMP|SFO, VB|INF|AKT, VB|INF|SFO, VB|KON|PRS|AKT, VB|KON|PRT|AKT, VB|PRS|AKT, VB|PRS|SFO, VB|PRT|AKT, VB|PRT|SFO, VB|SUP|AKT, VB|SUP|SFO, _SP
morphologizer Case=Nom|Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Case=Nom|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, POS=ADP, Case=Nom|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Case=Nom|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass, POS=PUNCT, Definite=Def|Gender=Neut|Number=Sing|POS=PRON|PronType=Prs, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, Abbr=Yes|POS=ADV, POS=SCONJ, POS=ADV, Case=Nom|Definite=Ind|Gender=Com|NumType=Card|Number=Sing|POS=NUM, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PART, POS=VERB|VerbForm=Inf, Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Prs, Number=Plur|POS=DET|PronType=Tot, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Degree=Pos|Number=Plur|POS=ADJ, Case=Nom|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, POS=CCONJ, Definite=Def|Number=Plur|POS=DET|PronType=Art, POS=PRON|PronType=Rel, Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Dem, Degree=Pos|POS=ADV, Definite=Def|Number=Plur|POS=DET|PronType=Dem, Case=Nom|Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Definite=Def|Gender=Com|Number=Sing|POS=DET|PronType=Art, Case=Nom|Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, POS=VERB|VerbForm=Sup|Voice=Act, Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, POS=PART|Polarity=Neg, Case=Nom|Degree=Pos|POS=ADJ, Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN, Degree=Cmp|POS=ADV, POS=VERB|VerbForm=Inf|Voice=Pass, Case=Nom|Definite=Ind|Degree=Pos|Number=Plur|POS=ADJ, Case=Nom|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Degree=Sup|POS=ADV, Case=Nom|NumType=Card|POS=NUM, Abbr=Yes|POS=NOUN, Case=Nom|Definite=Def|Degree=Sup|POS=ADJ, Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Mood=Imp|POS=VERB|VerbForm=Fin|Voice=Act, POS=VERB|VerbForm=Inf|Voice=Act, Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin, Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN, POS=AUX|VerbForm=Inf|Voice=Act, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|Tense=Past|VerbForm=Part, Case=Nom|Definite=Def|Number=Plur|POS=PRON|PronType=Prs, Case=Nom|Number=Plur|POS=ADJ|Tense=Past|VerbForm=Part, POS=AUX|VerbForm=Sup|Voice=Act, Case=Acc|Definite=Def|Number=Plur|POS=PRON|PronType=Rcp, POS=SPACE, POS=VERB|VerbForm=Sup|Voice=Pass, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Nom|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ, Case=Nom|Degree=Cmp|POS=ADJ, Definite=Ind|Number=Sing|POS=DET|PronType=Tot, Definite=Ind|Gender=Com|Number=Sing|POS=DET|PronType=Art, Case=Nom|Definite=Ind|Gender=Com|Number=Sing|POS=ADJ|Tense=Past|VerbForm=Part, Definite=Ind|POS=DET|PronType=Ind, Case=Nom|Definite=Def|Number=Sing|POS=ADJ|Tense=Past|VerbForm=Part, Case=Nom|POS=ADJ|Tense=Pres|VerbForm=Part, Definite=Ind|Gender=Com|Number=Sing|POS=DET|PronType=Ind, Definite=Def|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, Case=Acc|Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Prs, Definite=Ind|Gender=Neut|Number=Sing|POS=PRON|PronType=Int, Definite=Def|Gender=Com|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Definite=Def|Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs, Case=Nom|Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Prs, Definite=Def|Number=Plur|POS=PRON|PronType=Dem, Definite=Def|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs, Case=Acc|Definite=Def|Number=Plur|POS=PRON|PronType=Prs, Case=Nom|Definite=Def|Degree=Sup|Number=Plur|POS=ADJ, Case=Nom|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Gender=Com|Number=Sing|POS=DET|PronType=Tot, Definite=Def|Gender=Com|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN, POS=NOUN, Case=Nom|POS=ADJ, Case=Nom|Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Definite=Ind|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Definite=Ind|Number=Plur|POS=PRON|PronType=Tot, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Ind, Definite=Ind|Number=Plur|POS=PRON|PronType=Ind, Definite=Def|POS=PRON|Poss=Yes|PronType=Ind, Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN, Gender=Com|POS=NOUN, Definite=Ind|Gender=Neut|Number=Sing|POS=PRON|PronType=Tot, Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN, Case=Acc|Definite=Def|POS=PRON|PronType=Prs, Definite=Def|POS=PRON|Poss=Yes|PronType=Prs, Case=Nom|POS=PROPN, Case=Nom|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Nom|Definite=Def|Gender=Com|Number=Plur|POS=PRON|PronType=Prs, Definite=Def|Number=Plur|POS=DET|PronType=Prs, Case=Gen|Number=Plur|POS=ADJ|Tense=Past|VerbForm=Part, Case=Acc|Definite=Def|Gender=Com|Number=Plur|POS=PRON|PronType=Prs, Definite=Ind|Number=Plur|POS=PRON|PronType=Rel, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin, Definite=Ind|Number=Plur|POS=PRON|PronType=Int, Number=Plur|POS=DET|PronType=Ind, Case=Gen|POS=PROPN, POS=PROPN, Definite=Ind|Gender=Com|Number=Sing|POS=DET|PronType=Int, Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Tot, Gender=Neut|POS=NOUN, Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN, Definite=Ind|Number=Plur|POS=DET|PronType=Int, Definite=Ind|Gender=Com|Number=Sing|POS=DET|PronType=Neg, POS=VERB|VerbForm=Sup, Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Nom|Definite=Ind|Gender=Neut|NumType=Card|Number=Sing|POS=NUM, Foreign=Yes|POS=NOUN, Foreign=Yes|POS=ADJ, Definite=Def|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind, Definite=Ind|Number=Plur|POS=DET|PronType=Ind, POS=SYM, Case=Nom|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, Definite=Def|Number=Sing|POS=DET|PronType=Tot, Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Int, Case=Nom|Definite=Ind|Degree=Sup|POS=ADJ, Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Dem, Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Neg, Mood=Sub|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act, Degree=Pos|Gender=Com|POS=ADJ, Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Definite=Ind|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Number=Plur|POS=PRON|PronType=Ind, Definite=Ind|Gender=Neut|Number=Sing|POS=PRON|PronType=Prs, Definite=Ind|POS=DET|PronType=Prs, Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Prs, Definite=Def|POS=PRON|Poss=Yes|PronType=Rel, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Definite=Def|Number=Plur|POS=PRON|Poss=Yes|PronType=Ind, Definite=Def|Gender=Com|Number=Sing|POS=DET|PronType=Prs, Abbr=Yes|POS=ADJ, Definite=Ind|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Rel, NumType=Card|POS=NUM, POS=INTJ, Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Int, Degree=Sup|POS=ADV|Polarity=Neg, Definite=Ind|Gender=Com|Number=Sing|POS=DET|PronType=Tot, Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Prs, Definite=Def|POS=PRON|Poss=Yes|PronType=Int, POS=ADV|Polarity=Neg, Definite=Ind|Number=Sing|POS=DET|PronType=Ind, POS=ADJ, Case=Nom|Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Prs, Case=Gen|Definite=Def|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN, Case=Nom|Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Tot, Gender=Neut|Number=Sing|POS=DET|PronType=Tot, Definite=Ind|Gender=Neut|Number=Sing|POS=PRON|PronType=Neg, Case=Nom|Gender=Masc|Number=Sing|POS=ADJ, Definite=Ind|Number=Plur|POS=DET|PronType=Neg, Case=Nom|Definite=Def|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Definite=Def|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Definite=Def|Gender=Neut|Number=Sing|POS=PRON|PronType=Tot, Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Neg, Gender=Com|Number=Sing|POS=DET|PronType=Prs, Mood=Imp|POS=VERB|VerbForm=Fin|Voice=Pass, Case=Nom|Definite=Def|Number=Plur|POS=PRON|PronType=Ind, Case=Acc|Definite=Def|POS=PRON|PronType=Ind, Foreign=Yes|POS=ADP, Definite=Ind|Gender=Com|Number=Sing|POS=DET|PronType=Prs, Definite=Def|POS=PRON|Poss=Yes|PronType=Dem, Abbr=Yes|Mood=Imp|POS=VERB|VerbForm=Fin|Voice=Act, Mood=Sub|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Definite=Ind|Gender=Com|Number=Sing|POS=PRON|PronType=Rel, Foreign=Yes|POS=CCONJ, POS=DET|PronType=Art, Definite=Ind|Number=Sing|POS=DET|PronType=Prs, Definite=Ind|Number=Plur|POS=DET|PronType=Tot, Case=Nom|Definite=Def|Gender=Com|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Definite=Def|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Definite=Def|Number=Plur|POS=PRON|PronType=Tot, Definite=Def|Number=Plur|POS=PRON|PronType=Prs, Case=Gen|Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ, Definite=Def|Number=Plur|POS=PRON|PronType=Tot, Degree=Pos|POS=ADV|Polarity=Neg, Mood=Sub|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act, POS=PRON|PronType=Ind, Definite=Ind|POS=DET|PronType=Neg, Definite=Ind|Number=Plur|POS=PRON|PronType=Neg, POS=CCONJ|Polarity=Neg, Case=Nom|Gender=Masc|Number=Sing|POS=NOUN, Case=Acc|Gender=Fem|Number=Sing|POS=NOUN, Case=Nom|Definite=Def|Number=Plur|POS=PRON|PronType=Tot, Definite=Def|Number=Plur|POS=DET|PronType=Tot, Mood=Imp|POS=AUX|VerbForm=Fin|Voice=Act, Foreign=Yes|POS=ADV, Definite=Def|POS=PRON|Poss=Yes|PronType=Rcp, Case=Acc|Definite=Def|POS=PRON|Polarity=Neg|PronType=Ind
parser ROOT, acl, acl:cleft, acl:relcl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound:prt, conj, cop, csubj, dep, det, dislocated, expl, fixed, flat:name, iobj, mark, nmod, nmod:poss, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, parataxis, punct, xcomp
ner EVN, LOC, MSR, OBJ, ORG, PRS, TME, WRK

Accuracy

Type Score
TOKEN_ACC 99.99
TOKEN_P 99.95
TOKEN_R 99.96
TOKEN_F 99.95
TAG_ACC 95.35
POS_ACC 96.36
MORPH_ACC 95.87
MORPH_MICRO_P 97.83
MORPH_MICRO_R 97.45
MORPH_MICRO_F 97.64
SENTS_P 92.02
SENTS_R 96.03
SENTS_F 93.98
DEP_UAS 83.10
DEP_LAS 78.57
LEMMA_ACC 95.59
ENTS_P 86.06
ENTS_R 76.16
ENTS_F 80.81