Details: https://spacy.io/models/nl#nl_core_news_md
Dutch pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.
Feature | Description |
---|---|
Name | nl_core_news_md |
Version | 3.7.0 |
spaCy | >=3.7.0,<3.8.0 |
Default Pipeline | tok2vec , morphologizer , tagger , parser , lemmatizer , attribute_ruler , ner |
Components | tok2vec , morphologizer , tagger , parser , lemmatizer , senter , attribute_ruler , ner |
Vectors | 500000 keys, 20000 unique vectors (300 dimensions) |
Sources | UD Dutch LassySmall v2.8 (Bouma, Gosse; van Noord, Gertjan) Dutch NER Annotations for UD LassySmall (NLP Town) UD Dutch Alpino v2.8 (Zeman, Daniel; Žabokrtský, Zdeněk; Bouma, Gosse; van Noord, Gertjan) Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion) |
License | CC BY-SA 4.0 |
Author | Explosion |
Label Scheme
View label scheme (323 labels for 4 components)
Component | Labels |
---|---|
morphologizer |
POS=PRON|Person=3|PronType=Dem , Number=Sing|POS=AUX|Tense=Pres|VerbForm=Fin , POS=ADV , POS=VERB|VerbForm=Part , POS=PUNCT , Number=Sing|POS=AUX|Tense=Past|VerbForm=Fin , POS=ADP , POS=NUM , Number=Plur|POS=NOUN , POS=VERB|VerbForm=Inf , POS=SCONJ , Definite=Def|POS=DET , Gender=Com|Number=Sing|POS=NOUN , Number=Sing|POS=VERB|Tense=Pres|VerbForm=Fin , Degree=Pos|POS=ADJ , Gender=Neut|Number=Sing|POS=PROPN , Gender=Com|Number=Sing|POS=PROPN , POS=AUX|VerbForm=Inf , Number=Sing|POS=VERB|Tense=Past|VerbForm=Fin , POS=DET , Gender=Neut|Number=Sing|POS=NOUN , POS=PRON|Person=3|PronType=Prs , POS=CCONJ , Number=Plur|POS=VERB|Tense=Pres|VerbForm=Fin , POS=PRON|Person=3|PronType=Ind , Degree=Cmp|POS=ADJ , Case=Nom|POS=PRON|Person=1|PronType=Prs , Definite=Ind|POS=DET , Case=Nom|POS=PRON|Person=3|PronType=Prs , POS=PRON|Person=3|Poss=Yes|PronType=Prs , Number=Plur|POS=AUX|Tense=Pres|VerbForm=Fin , POS=PRON|PronType=Rel , Case=Acc|POS=PRON|Person=1|PronType=Prs , Number=Plur|POS=VERB|Tense=Past|VerbForm=Fin , Gender=Com,Neut|Number=Sing|POS=NOUN , Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes , Case=Acc|POS=PRON|Person=3|PronType=Prs , POS=PROPN , POS=PRON|PronType=Ind , POS=PRON|Person=3|PronType=Int , Case=Acc|POS=PRON|PronType=Rcp , Number=Plur|POS=AUX|Tense=Past|VerbForm=Fin , Number=Sing|POS=NOUN , POS=PRON|Person=1|Poss=Yes|PronType=Prs , POS=SYM , Abbr=Yes|POS=X , Gender=Com,Neut|Number=Sing|POS=PROPN , Degree=Sup|POS=ADJ , POS=ADJ , Number=Sing|POS=PROPN , POS=PRON|PronType=Dem , POS=AUX|VerbForm=Part , POS=SPACE , POS=PRON|Person=3|PronType=Rel , Number=Plur|POS=PROPN , POS=PRON|Person=2|Poss=Yes|PronType=Prs , Case=Dat|POS=PRON|PronType=Dem , Case=Nom|POS=PRON|Person=2|PronType=Prs , POS=INTJ , Case=Acc|POS=PRON|Person=2|PronType=Prs , Case=Gen|POS=PRON|Person=3|Poss=Yes|PronType=Prs , POS=PRON|PronType=Int , POS=PRON|Person=2|PronType=Prs , POS=PRON|Person=3 , Case=Gen|POS=PRON|Person=2|PronType=Prs , POS=X |
tagger |
ADJ|nom|basis|met-e|mv-n , ADJ|nom|basis|met-e|zonder-n|bijz , ADJ|nom|basis|met-e|zonder-n|stan , ADJ|nom|basis|zonder|mv-n , ADJ|nom|basis|zonder|zonder-n , ADJ|nom|comp|met-e|mv-n , ADJ|nom|comp|met-e|zonder-n|stan , ADJ|nom|sup|met-e|mv-n , ADJ|nom|sup|met-e|zonder-n|bijz , ADJ|nom|sup|met-e|zonder-n|stan , ADJ|nom|sup|zonder|zonder-n , ADJ|postnom|basis|met-s , ADJ|postnom|basis|zonder , ADJ|postnom|comp|met-s , ADJ|prenom|basis|met-e|bijz , ADJ|prenom|basis|met-e|stan , ADJ|prenom|basis|zonder , ADJ|prenom|comp|met-e|stan , ADJ|prenom|comp|zonder , ADJ|prenom|sup|met-e|stan , ADJ|prenom|sup|zonder , ADJ|vrij|basis|zonder , ADJ|vrij|comp|zonder , ADJ|vrij|dim|zonder , ADJ|vrij|sup|zonder , BW , LET , LID|bep|dat|evmo , LID|bep|gen|evmo , LID|bep|gen|rest3 , LID|bep|stan|evon , LID|bep|stan|rest , LID|onbep|stan|agr , N|eigen|ev|basis|gen , N|eigen|ev|basis|genus|stan , N|eigen|ev|basis|onz|stan , N|eigen|ev|basis|zijd|stan , N|eigen|ev|dim|onz|stan , N|eigen|mv|basis , N|soort|ev|basis|dat , N|soort|ev|basis|gen , N|soort|ev|basis|genus|stan , N|soort|ev|basis|onz|stan , N|soort|ev|basis|zijd|stan , N|soort|ev|dim|onz|stan , N|soort|mv|basis , N|soort|mv|dim , SPEC|afgebr , SPEC|afk , SPEC|deeleigen , SPEC|enof , SPEC|meta , SPEC|symb , SPEC|vreemd , TSW , TW|hoofd|nom|mv-n|basis , TW|hoofd|nom|mv-n|dim , TW|hoofd|nom|zonder-n|basis , TW|hoofd|nom|zonder-n|dim , TW|hoofd|prenom|stan , TW|hoofd|vrij , TW|rang|nom|mv-n , TW|rang|nom|zonder-n , TW|rang|prenom|stan , VG|neven , VG|onder , VNW|aanw|adv-pron|obl|vol|3o|getal , VNW|aanw|adv-pron|stan|red|3|getal , VNW|aanw|det|dat|nom|met-e|zonder-n , VNW|aanw|det|dat|prenom|met-e|evmo , VNW|aanw|det|gen|prenom|met-e|rest3 , VNW|aanw|det|stan|nom|met-e|mv-n , VNW|aanw|det|stan|nom|met-e|zonder-n , VNW|aanw|det|stan|prenom|met-e|rest , VNW|aanw|det|stan|prenom|zonder|agr , VNW|aanw|det|stan|prenom|zonder|evon , VNW|aanw|det|stan|prenom|zonder|rest , VNW|aanw|det|stan|vrij|zonder , VNW|aanw|pron|gen|vol|3m|ev , VNW|aanw|pron|stan|vol|3o|ev , VNW|aanw|pron|stan|vol|3|getal , VNW|betr|det|stan|nom|met-e|zonder-n , VNW|betr|det|stan|nom|zonder|zonder-n , VNW|betr|pron|stan|vol|3|ev , VNW|betr|pron|stan|vol|persoon|getal , VNW|bez|det|gen|vol|3|ev|prenom|met-e|rest3 , VNW|bez|det|stan|nadr|2v|mv|prenom|zonder|agr , VNW|bez|det|stan|red|1|ev|prenom|zonder|agr , VNW|bez|det|stan|red|2v|ev|prenom|zonder|agr , VNW|bez|det|stan|red|3|ev|prenom|zonder|agr , VNW|bez|det|stan|vol|1|ev|prenom|met-e|rest , VNW|bez|det|stan|vol|1|ev|prenom|zonder|agr , VNW|bez|det|stan|vol|1|mv|prenom|met-e|rest , VNW|bez|det|stan|vol|1|mv|prenom|zonder|evon , VNW|bez|det|stan|vol|2v|ev|prenom|zonder|agr , VNW|bez|det|stan|vol|2|getal|prenom|zonder|agr , VNW|bez|det|stan|vol|3m|ev|nom|met-e|zonder-n , VNW|bez|det|stan|vol|3m|ev|prenom|met-e|rest , VNW|bez|det|stan|vol|3p|mv|prenom|met-e|rest , VNW|bez|det|stan|vol|3v|ev|nom|met-e|zonder-n , VNW|bez|det|stan|vol|3v|ev|prenom|met-e|rest , VNW|bez|det|stan|vol|3|ev|prenom|zonder|agr , VNW|bez|det|stan|vol|3|mv|prenom|zonder|agr , VNW|excl|pron|stan|vol|3|getal , VNW|onbep|adv-pron|gen|red|3|getal , VNW|onbep|adv-pron|obl|vol|3o|getal , VNW|onbep|det|stan|nom|met-e|mv-n , VNW|onbep|det|stan|nom|met-e|zonder-n , VNW|onbep|det|stan|nom|zonder|zonder-n , VNW|onbep|det|stan|prenom|met-e|agr , VNW|onbep|det|stan|prenom|met-e|evz , VNW|onbep|det|stan|prenom|met-e|mv , VNW|onbep|det|stan|prenom|met-e|rest , VNW|onbep|det|stan|prenom|zonder|agr , VNW|onbep|det|stan|prenom|zonder|evon , VNW|onbep|det|stan|vrij|zonder , VNW|onbep|grad|gen|nom|met-e|mv-n|basis , VNW|onbep|grad|stan|nom|met-e|mv-n|basis , VNW|onbep|grad|stan|nom|met-e|mv-n|sup , VNW|onbep|grad|stan|nom|met-e|zonder-n|basis , VNW|onbep|grad|stan|nom|met-e|zonder-n|sup , VNW|onbep|grad|stan|prenom|met-e|agr|basis , VNW|onbep|grad|stan|prenom|met-e|agr|comp , VNW|onbep|grad|stan|prenom|met-e|agr|sup , VNW|onbep|grad|stan|prenom|met-e|mv|basis , VNW|onbep|grad|stan|prenom|zonder|agr|basis , VNW|onbep|grad|stan|prenom|zonder|agr|comp , VNW|onbep|grad|stan|vrij|zonder|basis , VNW|onbep|grad|stan|vrij|zonder|comp , VNW|onbep|grad|stan|vrij|zonder|sup , VNW|onbep|pron|gen|vol|3p|ev , VNW|onbep|pron|stan|vol|3o|ev , VNW|onbep|pron|stan|vol|3p|ev , VNW|pers|pron|gen|vol|2|getal , VNW|pers|pron|nomin|nadr|3m|ev|masc , VNW|pers|pron|nomin|nadr|3v|ev|fem , VNW|pers|pron|nomin|red|1|mv , VNW|pers|pron|nomin|red|2v|ev , VNW|pers|pron|nomin|red|2|getal , VNW|pers|pron|nomin|red|3p|ev|masc , VNW|pers|pron|nomin|red|3|ev|masc , VNW|pers|pron|nomin|vol|1|ev , VNW|pers|pron|nomin|vol|1|mv , VNW|pers|pron|nomin|vol|2b|getal , VNW|pers|pron|nomin|vol|2v|ev , VNW|pers|pron|nomin|vol|2|getal , VNW|pers|pron|nomin|vol|3p|mv , VNW|pers|pron|nomin|vol|3v|ev|fem , VNW|pers|pron|nomin|vol|3|ev|masc , VNW|pers|pron|obl|nadr|3m|ev|masc , VNW|pers|pron|obl|red|3|ev|masc , VNW|pers|pron|obl|vol|2v|ev , VNW|pers|pron|obl|vol|3p|mv , VNW|pers|pron|obl|vol|3|ev|masc , VNW|pers|pron|obl|vol|3|getal|fem , VNW|pers|pron|stan|nadr|2v|mv , VNW|pers|pron|stan|red|3|ev|fem , VNW|pers|pron|stan|red|3|ev|onz , VNW|pers|pron|stan|red|3|mv , VNW|pr|pron|obl|nadr|1|ev , VNW|pr|pron|obl|nadr|2v|getal , VNW|pr|pron|obl|nadr|2|getal , VNW|pr|pron|obl|red|1|ev , VNW|pr|pron|obl|red|2v|getal , VNW|pr|pron|obl|vol|1|ev , VNW|pr|pron|obl|vol|1|mv , VNW|pr|pron|obl|vol|2|getal , VNW|recip|pron|gen|vol|persoon|mv , VNW|recip|pron|obl|vol|persoon|mv , VNW|refl|pron|obl|nadr|3|getal , VNW|refl|pron|obl|red|3|getal , VNW|vb|adv-pron|obl|vol|3o|getal , VNW|vb|det|stan|nom|met-e|zonder-n , VNW|vb|det|stan|prenom|met-e|rest , VNW|vb|det|stan|prenom|zonder|evon , VNW|vb|pron|gen|vol|3m|ev , VNW|vb|pron|gen|vol|3p|mv , VNW|vb|pron|gen|vol|3v|ev , VNW|vb|pron|stan|vol|3o|ev , VNW|vb|pron|stan|vol|3p|getal , VZ|fin , VZ|init , VZ|versm , WW|inf|nom|zonder|zonder-n , WW|inf|prenom|met-e , WW|inf|vrij|zonder , WW|od|nom|met-e|mv-n , WW|od|nom|met-e|zonder-n , WW|od|prenom|met-e , WW|od|prenom|zonder , WW|od|vrij|zonder , WW|pv|conj|ev , WW|pv|tgw|ev , WW|pv|tgw|met-t , WW|pv|tgw|mv , WW|pv|verl|ev , WW|pv|verl|mv , WW|vd|nom|met-e|mv-n , WW|vd|nom|met-e|zonder-n , WW|vd|prenom|met-e , WW|vd|prenom|zonder , WW|vd|vrij|zonder , _SP |
parser |
ROOT , acl , acl:relcl , advcl , advmod , amod , appos , aux , aux:pass , case , cc , ccomp , compound:prt , conj , cop , csubj , dep , det , expl , expl:pv , fixed , flat , iobj , mark , nmod , nmod:poss , nsubj , nsubj:pass , nummod , obj , obl , obl:agent , orphan , parataxis , punct , xcomp |
ner |
CARDINAL , DATE , EVENT , FAC , GPE , LANGUAGE , LAW , LOC , MONEY , NORP , ORDINAL , ORG , PERCENT , PERSON , PRODUCT , QUANTITY , TIME , WORK_OF_ART |
Accuracy
Type | Score |
---|---|
TAG_ACC |
94.99 |
SENTS_P |
85.43 |
SENTS_R |
88.31 |
SENTS_F |
86.84 |
DEP_UAS |
86.82 |
DEP_LAS |
82.13 |
ENTS_P |
76.69 |
ENTS_R |
73.93 |
ENTS_F |
75.28 |
TOKEN_ACC |
99.94 |
TOKEN_P |
99.74 |
TOKEN_R |
99.76 |
TOKEN_F |
99.75 |
POS_ACC |
96.39 |
MORPH_ACC |
96.06 |
MORPH_MICRO_P |
96.97 |
MORPH_MICRO_R |
95.06 |
MORPH_MICRO_F |
96.01 |
LEMMA_ACC |
95.42 |
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Evaluation results
- NER Precisionself-reported0.767
- NER Recallself-reported0.739
- NER F Scoreself-reported0.753
- TAG (XPOS) Accuracyself-reported0.950
- POS (UPOS) Accuracyself-reported0.964
- Morph (UFeats) Accuracyself-reported0.961
- Lemma Accuracyself-reported0.954
- Unlabeled Attachment Score (UAS)self-reported0.868
- Labeled Attachment Score (LAS)self-reported0.821
- Sentences F-Scoreself-reported0.868