github explosion/spacy-models ko_core_news_md-3.6.0

Downloads Downloads (wheel)

Checksum .tar.gz: a838eb1c5e03503e6aa8be719d069922330c0a319651660f3a1428320cc6693e
Checksum .whl: 5ed68cf208e6999d8e0e781c72a03aad996462ff21ffc7b853da5e2680a9f067

Details: https://spacy.io/models/ko#ko_core_news_md

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

Feature Description
Name ko_core_news_md
Version 3.6.0
spaCy >=3.6.0,<3.7.0
Default Pipeline tok2vec, tagger, morphologizer, parser, lemmatizer, attribute_ruler, ner
Components tok2vec, tagger, morphologizer, parser, lemmatizer, senter, attribute_ruler, ner
Vectors floret (50000, 300)
Sources UD Korean Kaist v2.8 (Choi, Jinho; Han, Na-Rae; Hwang, Jena; Chun, Jayeol)
KLUE v1.1.0 (Sungjoon Park, Jihyung Moon, Sungdong Kim, Won Ik Cho, Jiyoon Han, Jangwon Park, Chisung Song, Junseong Kim, Youngsook Song, Taehwan Oh, Joohong Lee, Juhyun Oh, Sungwon Ryu, Younghoon Jeong, Inkwon Lee, Sangwoo Seo, Dongjun Lee, Hyunwoo Kim, Myeonghwa Lee, Seongbo Jang, Seungwon Do, Sunkyoung Kim, Kyungtae Lim, Jongwon Lee, Kyumin Park, Jamin Shin, Seonghyun Kim, Lucy Park, Alice Oh, Jung-Woo Ha, Kyunghyun Cho)
Explosion Vectors (OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl) (Explosion)
License CC BY-SA 4.0
Author Explosion
Model size 65 MB

Label Scheme

View label scheme (2028 labels for 4 components)
Component Labels
tagger _SP, ecs, etm, f, f+f+jcj, f+f+jcs, f+f+jct, f+f+jxt, f+jca, f+jca+jp+ecc, f+jca+jp+ep+ef, f+jca+jxc, f+jca+jxc+jcm, f+jca+jxt, f+jcj, f+jcm, f+jco, f+jcs, f+jct, f+jct+jcm, f+jp+ef, f+jp+ep+ef, f+jp+etm, f+jxc, f+jxt, f+ncn, f+ncn+jcm, f+ncn+jcs, f+ncn+jp+ecc, f+ncn+jxt, f+ncpa+jcm, f+npp+jcs, f+nq, f+xsn, f+xsn+jco, f+xsn+jxt, ii, jca, jca+jcm, jca+jxc, jca+jxt, jcc, jcj, jcm, jco, jcr, jcr+jxc, jcs, jct, jct+jcm, jct+jxt, jp+ecc, jp+ecs, jp+ef, jp+ef+jcr, jp+ef+jcr+jxc, jp+ep+ecs, jp+ep+ef, jp+ep+etm, jp+ep+etn, jp+etm, jp+etn, jp+etn+jco, jp+etn+jxc, jxc, jxc+jca, jxc+jco, jxc+jcs, jxt, mad, mad+jxc, mad+jxt, mag, mag+jca, mag+jcm, mag+jcs, mag+jp+ef+jcr, mag+jxc, mag+jxc+jxc, mag+jxt, mag+xsn, maj, maj+jxc, maj+jxt, mma, mmd, nbn, nbn+jca, nbn+jca+jcj, nbn+jca+jcm, nbn+jca+jp+ef, nbn+jca+jxc, nbn+jca+jxt, nbn+jcc, nbn+jcj, nbn+jcm, nbn+jco, nbn+jcr, nbn+jcs, nbn+jct, nbn+jct+jcm, nbn+jct+jxt, nbn+jp+ecc, nbn+jp+ecs, nbn+jp+ecs+jca, nbn+jp+ecs+jcm, nbn+jp+ecs+jco, nbn+jp+ecs+jxc, nbn+jp+ecs+jxt, nbn+jp+ecx, nbn+jp+ef, nbn+jp+ef+jca, nbn+jp+ef+jco, nbn+jp+ef+jcr, nbn+jp+ef+jcr+jxc, nbn+jp+ef+jcr+jxt, nbn+jp+ef+jcs, nbn+jp+ef+jxc, nbn+jp+ef+jxc+jco, nbn+jp+ef+jxf, nbn+jp+ef+jxt, nbn+jp+ep+ecc, nbn+jp+ep+ecs, nbn+jp+ep+ecs+jxc, nbn+jp+ep+ef, nbn+jp+ep+ef+jcr, nbn+jp+ep+etm, nbn+jp+ep+etn, nbn+jp+ep+etn+jco, nbn+jp+ep+etn+jcs, nbn+jp+etm, nbn+jp+etn, nbn+jp+etn+jca, nbn+jp+etn+jca+jxt, nbn+jp+etn+jco, nbn+jp+etn+jcs, nbn+jp+etn+jxc, nbn+jp+etn+jxt, nbn+jxc, nbn+jxc+jca, nbn+jxc+jca+jxc, nbn+jxc+jca+jxt, nbn+jxc+jcc, nbn+jxc+jcm, nbn+jxc+jco, nbn+jxc+jcs, nbn+jxc+jp+ef, nbn+jxc+jxc, nbn+jxc+jxt, nbn+jxt, nbn+nbn, nbn+nbn+jp+ef, nbn+xsm+ecs, nbn+xsm+ef, nbn+xsm+ep+ef, nbn+xsm+ep+ef+jcr, nbn+xsm+etm, nbn+xsn, nbn+xsn+jca, nbn+xsn+jca+jp+ef+jcr, nbn+xsn+jca+jxc, nbn+xsn+jca+jxt, nbn+xsn+jcm, nbn+xsn+jco, nbn+xsn+jcs, nbn+xsn+jct, nbn+xsn+jp+ecc, nbn+xsn+jp+ecs, nbn+xsn+jp+ef, nbn+xsn+jp+ef+jcr, nbn+xsn+jp+ep+ef, nbn+xsn+jxc, nbn+xsn+jxt, nbn+xsv+etm, nbu, nbu+jca, nbu+jca+jxc, nbu+jca+jxt, nbu+jcc, nbu+jcc+jxc, nbu+jcj, nbu+jcm, nbu+jco, nbu+jcs, nbu+jct, nbu+jct+jxc, nbu+jp+ecc, nbu+jp+ecs, nbu+jp+ef, nbu+jp+ef+jcr, nbu+jp+ef+jxc, nbu+jp+ep+ecc, nbu+jp+ep+ecs, nbu+jp+ep+ef, nbu+jp+ep+ef+jcr, nbu+jp+ep+etm, nbu+jp+ep+etn+jco, nbu+jp+etm, nbu+jxc, nbu+jxc+jca, nbu+jxc+jcs, nbu+jxc+jp+ef, nbu+jxc+jp+ep+ef, nbu+jxc+jxt, nbu+jxt, nbu+ncn, nbu+ncn+jca, nbu+ncn+jcm, nbu+xsn, nbu+xsn+jca, nbu+xsn+jca+jxc, nbu+xsn+jca+jxt, nbu+xsn+jcm, nbu+xsn+jco, nbu+xsn+jcs, nbu+xsn+jp+ecs, nbu+xsn+jp+ep+ef, nbu+xsn+jxc, nbu+xsn+jxc+jxt, nbu+xsn+jxt, nbu+xsv+ecc, nbu+xsv+etm, ncn, ncn+f+ncpa+jco, ncn+jca, ncn+jca+jca, ncn+jca+jcc, ncn+jca+jcj, ncn+jca+jcm, ncn+jca+jcs, ncn+jca+jct, ncn+jca+jp+ecc, ncn+jca+jp+ecs, ncn+jca+jp+ef, ncn+jca+jp+ep+ef, ncn+jca+jp+etm, ncn+jca+jp+etn+jxt, ncn+jca+jxc, ncn+jca+jxc+jcc, ncn+jca+jxc+jcm, ncn+jca+jxc+jxc, ncn+jca+jxc+jxt, ncn+jca+jxt, ncn+jcc, ncn+jcc+jxc, ncn+jcj, ncn+jcj+jxt, ncn+jcm, ncn+jco, ncn+jcr, ncn+jcr+jxc, ncn+jcs, ncn+jcs+jxt, ncn+jct, ncn+jct+jcm, ncn+jct+jxc, ncn+jct+jxt, ncn+jcv, ncn+jp+ecc, ncn+jp+ecc+jct, ncn+jp+ecc+jxc, ncn+jp+ecs, ncn+jp+ecs+jcm, ncn+jp+ecs+jco, ncn+jp+ecs+jxc, ncn+jp+ecs+jxt, ncn+jp+ecx, ncn+jp+ef, ncn+jp+ef+jca, ncn+jp+ef+jcm, ncn+jp+ef+jco, ncn+jp+ef+jcr, ncn+jp+ef+jcr+jxc, ncn+jp+ef+jcr+jxt, ncn+jp+ef+jp+etm, ncn+jp+ef+jxc, ncn+jp+ef+jxf, ncn+jp+ef+jxt, ncn+jp+ep+ecc, ncn+jp+ep+ecs, ncn+jp+ep+ecs+jxc, ncn+jp+ep+ecx, ncn+jp+ep+ef, ncn+jp+ep+ef+jcr, ncn+jp+ep+ef+jcr+jxc, ncn+jp+ep+ef+jxc, ncn+jp+ep+ef+jxf, ncn+jp+ep+ef+jxt, ncn+jp+ep+ep+etm, ncn+jp+ep+etm, ncn+jp+ep+etn, ncn+jp+ep+etn+jca, ncn+jp+ep+etn+jca+jxc, ncn+jp+ep+etn+jco, ncn+jp+ep+etn+jcs, ncn+jp+ep+etn+jxt, ncn+jp+etm, ncn+jp+etn, ncn+jp+etn+jca, ncn+jp+etn+jca+jxc, ncn+jp+etn+jca+jxt, ncn+jp+etn+jco, ncn+jp+etn+jcs, ncn+jp+etn+jct, ncn+jp+etn+jxc, ncn+jp+etn+jxt, ncn+jxc, ncn+jxc+jca, ncn+jxc+jca+jxc, ncn+jxc+jca+jxt, ncn+jxc+jcc, ncn+jxc+jcm, ncn+jxc+jco, ncn+jxc+jcs, ncn+jxc+jct+jxt, ncn+jxc+jp+ef, ncn+jxc+jp+ef+jcr, ncn+jxc+jp+ep+ecs, ncn+jxc+jp+ep+ef, ncn+jxc+jp+etm, ncn+jxc+jxc, ncn+jxc+jxt, ncn+jxt, ncn+jxt+jcm, ncn+jxt+jxc, ncn+nbn, ncn+nbn+jca, ncn+nbn+jcm, ncn+nbn+jcs, ncn+nbn+jp+ecc, ncn+nbn+jp+ep+ef, ncn+nbn+jxc, ncn+nbn+jxt, ncn+nbu, ncn+nbu+jca, ncn+nbu+jcm, ncn+nbu+jco, ncn+nbu+jp+ef, ncn+nbu+jxc, ncn+nbu+ncn, ncn+ncn, ncn+ncn+jca, ncn+ncn+jca+jcc, ncn+ncn+jca+jcm, ncn+ncn+jca+jxc, ncn+ncn+jca+jxc+jcm, ncn+ncn+jca+jxc+jxc, ncn+ncn+jca+jxt, ncn+ncn+jcc, ncn+ncn+jcj, ncn+ncn+jcm, ncn+ncn+jco, ncn+ncn+jcr, ncn+ncn+jcs, ncn+ncn+jct, ncn+ncn+jct+jcm, ncn+ncn+jct+jxc, ncn+ncn+jct+jxt, ncn+ncn+jp+ecc, ncn+ncn+jp+ecs, ncn+ncn+jp+ef, ncn+ncn+jp+ef+jcm, ncn+ncn+jp+ef+jcr, ncn+ncn+jp+ef+jcs, ncn+ncn+jp+ep+ecc, ncn+ncn+jp+ep+ecs, ncn+ncn+jp+ep+ef, ncn+ncn+jp+ep+ef+jcr, ncn+ncn+jp+ep+ep+etm, ncn+ncn+jp+ep+etm, ncn+ncn+jp+ep+etn, ncn+ncn+jp+etm, ncn+ncn+jp+etn, ncn+ncn+jp+etn+jca, ncn+ncn+jp+etn+jco, ncn+ncn+jp+etn+jxc, ncn+ncn+jxc, ncn+ncn+jxc+jca, ncn+ncn+jxc+jcc, ncn+ncn+jxc+jcm, ncn+ncn+jxc+jco, ncn+ncn+jxc+jcs, ncn+ncn+jxc+jxc, ncn+ncn+jxt, ncn+ncn+nbn, ncn+ncn+ncn, ncn+ncn+ncn+jca, ncn+ncn+ncn+jca+jcm, ncn+ncn+ncn+jca+jxt, ncn+ncn+ncn+jcj, ncn+ncn+ncn+jcm, ncn+ncn+ncn+jco, ncn+ncn+ncn+jcs, ncn+ncn+ncn+jct+jxt, ncn+ncn+ncn+jp+etn+jxc, ncn+ncn+ncn+jxt, ncn+ncn+ncn+ncn+jca, ncn+ncn+ncn+ncn+jca+jxt, ncn+ncn+ncn+ncn+jco, ncn+ncn+ncn+xsn+jp+etm, ncn+ncn+ncpa, ncn+ncn+ncpa+jca, ncn+ncn+ncpa+jcm, ncn+ncn+ncpa+jco, ncn+ncn+ncpa+jcs, ncn+ncn+ncpa+jxc, ncn+ncn+ncpa+jxt, ncn+ncn+ncpa+ncn, ncn+ncn+ncpa+ncn+jca, ncn+ncn+ncpa+ncn+jcj, ncn+ncn+ncpa+ncn+jcm, ncn+ncn+ncpa+ncn+jxt, ncn+ncn+xsn, ncn+ncn+xsn+jca, ncn+ncn+xsn+jca+jxt, ncn+ncn+xsn+jcj, ncn+ncn+xsn+jcm, ncn+ncn+xsn+jco, ncn+ncn+xsn+jcs, ncn+ncn+xsn+jct, ncn+ncn+xsn+jp+ecs, ncn+ncn+xsn+jp+ep+ef, ncn+ncn+xsn+jp+etm, ncn+ncn+xsn+jxc, ncn+ncn+xsn+jxc+jcs, ncn+ncn+xsn+jxt, ncn+ncn+xsv+ecc, ncn+ncn+xsv+etm, ncn+ncpa, ncn+ncpa+jca, ncn+ncpa+jca+jcm, ncn+ncpa+jca+jxc, ncn+ncpa+jca+jxt, ncn+ncpa+jcc, ncn+ncpa+jcj, ncn+ncpa+jcm, ncn+ncpa+jco, ncn+ncpa+jcr, ncn+ncpa+jcs, ncn+ncpa+jct, ncn+ncpa+jct+jcm, ncn+ncpa+jct+jxt, ncn+ncpa+jp+ecc, ncn+ncpa+jp+ecc+jxc, ncn+ncpa+jp+ecs, ncn+ncpa+jp+ecs+jxc, ncn+ncpa+jp+ef, ncn+ncpa+jp+ef+jcr, ncn+ncpa+jp+ef+jcr+jxc, ncn+ncpa+jp+ep+ef, ncn+ncpa+jp+ep+etm, ncn+ncpa+jp+ep+etn, ncn+ncpa+jp+etm, ncn+ncpa+jxc, ncn+ncpa+jxc+jca+jxc, ncn+ncpa+jxc+jco, ncn+ncpa+jxc+jcs, ncn+ncpa+jxt, ncn+ncpa+nbn+jcs, ncn+ncpa+ncn, ncn+ncpa+ncn+jca, ncn+ncpa+ncn+jca+jcm, ncn+ncpa+ncn+jca+jxc, ncn+ncpa+ncn+jca+jxt, ncn+ncpa+ncn+jcj, ncn+ncpa+ncn+jcm, ncn+ncpa+ncn+jco, ncn+ncpa+ncn+jcs, ncn+ncpa+ncn+jct, ncn+ncpa+ncn+jct+jcm, ncn+ncpa+ncn+jp+ef+jcr, ncn+ncpa+ncn+jp+ep+etm, ncn+ncpa+ncn+jxc, ncn+ncpa+ncn+jxt, ncn+ncpa+ncn+xsn+jcm, ncn+ncpa+ncn+xsn+jxt, ncn+ncpa+ncpa, ncn+ncpa+ncpa+jca, ncn+ncpa+ncpa+jcj, ncn+ncpa+ncpa+jcm, ncn+ncpa+ncpa+jco, ncn+ncpa+ncpa+jcs, ncn+ncpa+ncpa+jp+ep+ef, ncn+ncpa+ncpa+jxt, ncn+ncpa+ncpa+ncn, ncn+ncpa+xsn, ncn+ncpa+xsn+jcm, ncn+ncpa+xsn+jco, ncn+ncpa+xsn+jcs, ncn+ncpa+xsn+jp+ecc, ncn+ncpa+xsn+jp+etm, ncn+ncpa+xsn+jxt, ncn+ncpa+xsv+ecc, ncn+ncpa+xsv+ecs, ncn+ncpa+xsv+ecx, ncn+ncpa+xsv+ecx+px+etm, ncn+ncpa+xsv+ef, ncn+ncpa+xsv+ef+jcm, ncn+ncpa+xsv+ef+jcr, ncn+ncpa+xsv+etm, (truncated: full list in pipeline meta)
morphologizer POS=CCONJ, POS=ADV, POS=SCONJ, POS=DET, POS=NOUN, POS=VERB, POS=ADJ, POS=PUNCT, POS=SPACE, POS=AUX, POS=PRON, POS=PROPN, POS=NUM, POS=INTJ, POS=PART, POS=X, POS=ADP, POS=SYM
parser ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, dislocated, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, punct, xcomp
ner DT, LC, OG, PS, QT, TI

Accuracy

Type Score
TOKEN_ACC 100.00
TOKEN_P 100.00
TOKEN_R 100.00
TOKEN_F 100.00
TAG_ACC 83.52
POS_ACC 94.58
SENTS_P 100.00
SENTS_R 100.00
SENTS_F 100.00
DEP_UAS 83.89
DEP_LAS 80.87
LEMMA_ACC 89.94
ENTS_P 84.97
ENTS_R 80.85
ENTS_F 82.86

Installation

pip install spacy
python -m spacy download ko_core_news_md

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