github explosion/spacy-models ko_core_news_md-3.3.0a0

pre-release2 years ago

Downloads Downloads (wheel)

Checksum .tar.gz: a36f68bd36f7d1e383a1dff90b123403baf49c2b87dc66633d544e651f22470a
Checksum .whl: af3285119c0b446576c1687903e5cc1dd36e27dfd17dd7e6271c09ae5ce82a78

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

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

Feature Description
Name ko_core_news_md
Version 3.3.0a0
spaCy >=3.3.0.dev0,<3.4.0
Default Pipeline tok2vec, tagger, morphologizer, parser, lemmatizer, ner
Components tok2vec, tagger, morphologizer, parser, lemmatizer, senter, ner
Vectors -1 keys, 50000 unique vectors (300 dimensions)
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 floret Vectors (skipgram, OSCAR 2109 + Wikipedia + OpenSubtitles + WMT News Crawl) (Explosion)
License CC BY-SA 4.0
Author Explosion
Model size 67 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 83.40
POS_ACC 94.64
SENTS_P 100.00
SENTS_R 100.00
SENTS_F 100.00
DEP_UAS 84.00
DEP_LAS 81.02
LEMMA_ACC 89.87
ENTS_P 85.18
ENTS_R 81.12
ENTS_F 83.10

Installation

pip install spacy
python -m spacy download ko_core_news_md

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