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ro_core_news_md
spacy/ro_core_news_md
ro_core_news_md is a token classification model from spacy. Use it when you need labels on individual words, such as names. It is set up for spacy. The card lists the license as cc-by-sa-4.0.
Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmatizer (trainablelemmatizer), senter, ner, attributeruler.
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At a glance
- Task
- Token Classification
- Library
- spacy
- License
- cc-by-sa-4.0
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Oct 10, 2023
- SHA
- ab76e17f
Model card
From the Hugging Face model README
Details: https://spacy.io/models/ro#ro_core_news_md
Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.
| Feature | Description |
|---|---|
| Name | ro_core_news_md |
| Version | 3.7.0 |
| spaCy | >=3.7.0,<3.8.0 |
| Default Pipeline | tok2vec, tagger, parser, lemmatizer, attribute_ruler, ner |
| Components | tok2vec, tagger, parser, lemmatizer, senter, attribute_ruler, ner |
| Vectors | 500000 keys, 20000 unique vectors (300 dimensions) |
| Sources | UD Romanian RRT v2.8 (Barbu Mititelu, Verginica; Irimia, Elena; Perez, Cenel-Augusto; Ion, Radu; Simionescu, Radu; Popel, Martin)<br />RONEC - the Romanian Named Entity Corpus (ca9ce460) (Dumitrescu, Stefan Daniel; Avram, Andrei-Marius; Morogan, Luciana; Toma; Stefan)<br />Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia) (Explosion) |
| License | CC BY-SA 4.0 |
| Author | Explosion |
Label Scheme
<details> <summary>View label scheme (540 labels for 3 components)</summary>| Component | Labels |
|---|---|
tagger | ARROW, Af, Afcfp-n, Afcfson, Afcfsrn, Afcmpoy, Afcms-n, Afp, Afp-p-n, Afp-poy, Afp-srn, Afpf--n, Afpfp-n, Afpfp-ny, Afpfpoy, Afpfpry, Afpfson, Afpfsoy, Afpfsrn, Afpfsry, Afpm--n, Afpmp-n, Afpmpoy, Afpmpry, Afpms-n, Afpmsoy, Afpmsry, Afsfp-n, Afsfsrn, BULLET, COLON, COMMA, Ccssp, Ccsspy, Crssp, Csssp, Cssspy, DASH, DBLQ, Dd3-po---e, Dd3-po---o, Dd3fpo, Dd3fpr, Dd3fpr---e, Dd3fpr---o, Dd3fpr--y, Dd3fso, Dd3fso---e, Dd3fsr, Dd3fsr---e, Dd3fsr---o, Dd3fsr--yo, Dd3mpo, Dd3mpr, Dd3mpr---e, Dd3mpr---o, Dd3mso---e, Dd3msr, Dd3msr---e, Dd3msr---o, Dh1ms, Dh3fp, Dh3fso, Dh3fsr, Dh3mp, Dh3ms, Di3, Di3-----y, Di3--r---e, Di3-po, Di3-po---e, Di3-sr, Di3-sr---e, Di3-sr--y, Di3fp, Di3fpr, Di3fpr---e, Di3fso, Di3fso---e, Di3fsr, Di3fsr---e, Di3mp, Di3mpr, Di3mpr---e, Di3ms, Di3ms----e, Di3mso---e, Di3msr, Di3msr---e, Ds1fp-p, Ds1fp-s, Ds1fsop, Ds1fsos, Ds1fsrp, Ds1fsrs, Ds1fsrs-y, Ds1mp-p, Ds1mp-s, Ds1ms-p, Ds1ms-s, Ds1msrs-y, Ds2---s, Ds2fp-p, Ds2fp-s, Ds2fsrp, Ds2fsrs, Ds2mp-p, Ds2mp-s, Ds2ms-p, Ds2ms-s, Ds3---p, Ds3---s, Ds3---sy, Ds3fp-s, Ds3fsos, Ds3fsrs, Ds3mp-s, Ds3ms-s, Dw3--r---e, Dw3-po---e, Dw3fpr, Dw3fso---e, Dw3fsr, Dw3mpr, Dw3mso---e, Dw3msr, Dz3fsr---e, Dz3mso---e, Dz3msr---e, EQUAL, EXCL, EXCLHELLIP, GE, GT, HELLIP, I, LCURL, LPAR, LSQR, LT, M, Mc-p-d, Mc-p-l, Mc-s-b, Mc-s-d, Mc-s-l, Mcfp-l, Mcfp-ln, Mcfprln, Mcfprly, Mcfsoln, Mcfsrl, Mcfsrln, Mcfsrly, Mcmp-l, Mcms-ln, Mcmsrl, Mcmsrln, Mcmsrly, Mffprln, Mffsrln, Mlfpo, Mlfpr, Mlmpr, Mo---l, Mo---ln, Mo-s-r, Mofp-ln, Mofpoly, Mofprly, Mofs-l, Mofsoln, Mofsoly, Mofsrln, Mofsrly, Mompoly, Momprly, Moms-l, Moms-ln, Momsoly, Momsrly, Nc, Nc---n, Ncf--n, Ncfp-n, Ncfpoy, Ncfpry, Ncfs-n, Ncfson, Ncfsoy, Ncfsrn, Ncfsry, Ncfsryy, Ncfsvy, Ncm--n, Ncmp-n, Ncmpoy, Ncmpry, Ncms-n, Ncms-ny, Ncms-y, Ncmsoy, Ncmsrn, Ncmsry, Ncmsryy, Ncmsvn, Ncmsvy, Np, Npfson, Npfsoy, Npfsrn, Npfsry, Npmpoy, Npmpry, Npms-n, Npmsoy, Npmsry, PERCENT, PERIOD, PLUS, PLUSMINUS, Pd3-po, Pd3fpr, Pd3fso, Pd3fsr, Pd3mpo, Pd3mpr, Pd3mpr--y, Pd3mso, Pd3msr, Pi3--r, Pi3-po, Pi3-so, Pi3-sr, Pi3fpr, Pi3fso, Pi3fsr, Pi3mpr, Pi3mso, Pi3msr, Pi3msr--y, Pp1-pa--------w, Pp1-pa--y-----w, Pp1-pd--------s, Pp1-pd--------w, Pp1-pd--y-----w, Pp1-pr--------s, Pp1-sa--------s, Pp1-sa--------w, Pp1-sa--y-----w, Pp1-sd--------s, Pp1-sd--------w, Pp1-sd--y-----w, Pp1-sn--------s, Pp2-----------s, Pp2-pa--------w, Pp2-pa--y-----w, Pp2-pd--------w, Pp2-pd--y-----w, Pp2-pr--------s, Pp2-sa--------s, Pp2-sa--------w, Pp2-sa--y-----w, Pp2-sd--------s, Pp2-sd--------w, Pp2-sd--y-----w, Pp2-sn--------s, Pp2-so--------s, Pp2-sr--------s, Pp3-p---------s, Pp3-pd--------w, Pp3-pd--y-----w, Pp3-po--------s, Pp3-sd--------w, Pp3-sd--y-----w, Pp3-so--------s, Pp3fpa--------w, Pp3fpa--y-----w, Pp3fpr--------s, Pp3fs---------s, Pp3fsa--------w, Pp3fsa--y-----w, Pp3fso--------s, Pp3fsr--------s, Pp3fsr--y-----s, Pp3mpa--------w, Pp3mpa--y-----w, Pp3mpr--------s, Pp3ms---------s, Pp3msa--------w, Pp3msa--y-----w, Pp3mso--------s, Pp3msr--------s, Pp3msr--y-----s, Ps1fp-s, Ps1fsrp, Ps1fsrs, Ps1mp-p, Ps1ms-p, Ps2fp-s, Ps2fsrp, Ps2fsrs, Ps3---p, Ps3---s, Ps3fp-s, Ps3fsrs, Ps3mp-s, Ps3ms-s, Pw3--r, Pw3-po, Pw3-so, Pw3fpr, Pw3fso, Pw3mpr, Pw3mso, Px3--a--------s, Px3--a--------w, Px3--a--y-----w, Px3--d--------w, Px3--d--y-----w, Pz3-sr, Pz3fsr, QUEST, QUOT, Qf, Qn, Qs, Qs-y, Qz, Qz-y, RCURL, RPAR, RSQR, Rc, Rgp, Rgpy, Rgs, Rp, Rw, Rw-y, Rz, SCOLON, SLASH, STAR, Sp, Spsa, Spsay, Spsd, Spsg, Td-po, Tdfpr, Tdfso, Tdfsr, Tdmpr, Tdmso, Tdmsr, Tf-so, Tffpoy, Tffpry, Tffs-y, Tfmpoy, Tfms-y, Tfmsoy, Tfmsry, Ti-po, Tifp-y, Tifso, Tifsr, Timso, Timsr, Tsfp, Tsfs, Tsmp, Tsms, UNDERSC, Va--1, Va--1-----y, Va--1p, Va--1s, Va--1s----y, Va--2p, Va--2p----y, Va--2s, Va--2s----y, Va--3, Va--3-----y, Va--3p, Va--3p----y, Va--3s, Va--3s----y, Vag, Vag-------y, Vaii1, Vaii2s, Vaii3p, Vaii3s, Vail3p, Vail3s, Vaip1p, Vaip1s, Vaip2p, Vaip2s, Vaip3p, Vaip3p----y, Vaip3s, Vaip3s----y, Vais3p, Vais3s, Vam-2s, Vanp, Vap--sm, Vasp1p, Vasp1s, Vasp2p, Vasp2s, Vasp3, Vmg, Vmg-------y, Vmii1, Vmii1-----y, Vmii2p, Vmii2s, Vmii3p, Vmii3p----y, Vmii3s, Vmii3s----y, Vmil1, Vmil1p, Vmil2s, Vmil3p, Vmil3p----y, Vmil3s, Vmil3s----y, Vmip1p, Vmip1p----y, Vmip1s, Vmip1s----y, Vmip2p, Vmip2s, Vmip2s----y, Vmip3, Vmip3-----y, Vmip3p, Vmip3s, Vmip3s----y, Vmis1p, Vmis1s, Vmis3p, Vmis3p----y, Vmis3s, Vmis3s----y, Vmm-2p, Vmm-2s, Vmnp, Vmnp------y, Vmp--pf, Vmp--pm, Vmp--sf, Vmp--sm, Vmp--sm---y, Vmsp1p, Vmsp2p, Vmsp2s, Vmsp3, Vmsp3-----y, X, Y, Ya, Yn, Ynfsoy, Ynfsry, Ynmsoy, Ynmsry, Yp, Yp,Yn, Yp-sr, Yr, _SP |
parser | ROOT, acl, advcl, advcl:tcl, advmod, advmod:tmod, amod, appos, aux, aux:pass, case, cc, cc:preconj, ccomp, ccomp:pmod, compound, conj, cop, csubj, csubj:pass, dep, det, expl, expl:impers, expl:pass, expl:poss, expl:pv, fixed, flat, goeswith, iobj, mark, nmod, nmod:tmod, nsubj, nsubj:pass, nummod, obj, obl, obl:agent, obl:pmod, orphan, parataxis, punct, vocative, xcomp |
ner | DATETIME, EVENT, FACILITY, GPE, LANGUAGE, LOC, MONEY, NAT_REL_POL, NUMERIC_VALUE, ORDINAL, ORGANIZATION, PERIOD, PERSON, PRODUCT, QUANTITY, WORK_OF_ART |
Accuracy
| Type | Score |
|---|---|
TOKEN_ACC | 99.80 |
TOKEN_P | 99.67 |
TOKEN_R | 99.57 |
TOKEN_F | 99.59 |
TAG_ACC | 96.29 |
SENTS_P | 96.14 |
SENTS_R | 96.01 |
SENTS_F | 96.07 |
DEP_UAS | 88.56 |
DEP_LAS | 83.41 |
LEMMA_ACC | 95.32 |
POS_ACC | 93.68 |
MORPH_ACC | 94.78 |
MORPH_MICRO_P | 98.74 |
MORPH_MICRO_R | 95.62 |
MORPH_MICRO_F | 96.89 |
ENTS_P | 74.87 |
ENTS_R | 76.22 |
ENTS_F | 75.54 |
- Task
- Token Classification
- Library
- spacy
- License
- cc-by-sa-4.0
- Languages
- ro
- Created
- Mar 2, 2022
- Updated
- Oct 10, 2023