Checksum .tar.gz:
084c44963cfbc5255ae889bfb501b48e6f44a91c0466dcb417169fe336d6753d
Checksum .whl:831de6925e663ec0e0ed26984756dc3ef5a694619dc63ffe6d4a0f7fc56b0267
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 | 3.3.0
|
| spaCy | >=3.3.0.dev0,<3.4.0
|
| 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 floret 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 (2026 labels for 4 components)
| Component | Labels |
|---|---|
tagger
| 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, ncn+ncpa+xsv+etn, (truncated: full list in pipeline meta)
|
morphologizer
| POS=CCONJ, POS=ADV, POS=SCONJ, POS=DET, POS=NOUN, POS=VERB, POS=ADJ, POS=PUNCT, 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
| 83.42 |
POS_ACC
| 94.68 |
SENTS_P
| 100.00 |
SENTS_R
| 100.00 |
SENTS_F
| 100.00 |
DEP_UAS
| 83.85 |
DEP_LAS
| 80.93 |
LEMMA_ACC
| 89.99 |
ENTS_P
| 85.05 |
ENTS_R
| 81.25 |
ENTS_F
| 83.11 |
Installation
pip install spacy
python -m spacy download ko_core_news_md