README.md

metadata

tags:
  - spacy
  - token-classification
language:
  - mk
license: CC-BY-SA-4.0
model-index:
  - name: mk_core_news_md
    results:
      - task:
          name: NER
          type: token-classification
        metrics:
          - name: NER Precision
            type: precision
            value: 0.7577586207
          - name: NER Recall
            type: recall
            value: 0.7480851064
          - name: NER F Score
            type: f_score
            value: 0.7528907923
      - task:
          name: SENTER
          type: token-classification
        metrics:
          - name: SENTER Precision
            type: precision
            value: 0.768115942
          - name: SENTER Recall
            type: recall
            value: 0.6883116883
          - name: SENTER F Score
            type: f_score
            value: 0.7260273973
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Dependencies Accuracy
            type: accuracy
            value: 0.68633235
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Dependencies Accuracy
            type: accuracy
            value: 0.68633235

Details: https://spacy.io/models/mk#mk_core_news_md

Macedonian pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.

Feature	Description
Name	mk_core_news_md
Version	3.1.0
spaCy	>=3.1.0,<3.2.0
Default Pipeline	morphologizer, parser, attribute_ruler, lemmatizer, ner
Components	morphologizer, parser, senter, attribute_ruler, lemmatizer, ner
Vectors	274587 keys, 20000 unique vectors (300 dimensions)
Sources	Macedonian Corpus (Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska) Macedonian Corpus (Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska) Macedonian Corpus (Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska) spaCy lookups data (Explosion) Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion)
License	CC BY-SA 4.0
Author	Explosion

Label Scheme

View label scheme (55 labels for 4 components)

Component	Labels
morphologizer	POS=PROPN, POS=AUX, POS=ADJ, POS=NOUN, POS=ADP, POS=PUNCT, POS=CONJ, POS=NUM, POS=VERB, POS=PRON, POS=ADV, POS=SCONJ, POS=PART, POS=SYM, POS=X, _, POS=INTJ
parser	ROOT, advmod, att, aux, cc, dep, det, dobj, iobj, neg, nsubj, pobj, poss, pozm, pozv, prep, punct, relcl
senter	I, S
ner	CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type	Score
TOKEN_ACC	100.00
POS_ACC	93.15
SENTS_P	76.81
SENTS_R	68.83
SENTS_F	72.60
DEP_UAS	68.63
DEP_LAS	53.29
ENTS_P	75.78
ENTS_R	74.81
ENTS_F	75.29