PlanTL-GOB-ES/es_bsc_demo_md

To install this model:

pip install https://huggingface.co/PlanTL-GOB-ES/es_bsc_demo_md/resolve/main/es_bsc_demo_md-any-py3-none-any.whl

Spanish light weight pipeline by BSC. Components: floret static vectors, morphologizer, parser, attribute_ruler, lemmatizer, text classification.

Feature	Description
Name	es_bsc_demo_md
Version	3.4.1
spaCy	>=3.4.1,<3.5.0
Default Pipeline	tok2vec, tagger, morphologizer, lemmatizer, parser, textcat
Components	tok2vec, tagger, morphologizer, lemmatizer, parser, textcat
Vectors	-1 keys, 50000 unique vectors (300 dimensions)
Sources	UD Spanish AnCora v2.10 (Martínez Alonso, Héctor; Zeman, Daniel) [Spanish floret embeddings from BNE corpus] (https://zenodo.org/record/7314098)
License	mit
Author	Text Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)
Copyright	Copyright by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) (2022)
Funding	This work was funded by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) within the framework of the Plan-TL

Label Scheme

View label scheme (734 labels for 4 components)

Component	Labels
tagger	ADJ, ADP, ADV, AUX, CCONJ, DET, INTJ, NOUN, NUM, PART, PRON, PROPN, PUNCT, SCONJ, SYM, VERB, X, ao0fp0, ao0fs0, ao0mp0, ao0ms0, aq0000, aq00p0, aq00s0, aq0cc0, aq0cn0, aq0cp0, aq0cs0, aq0fp0, aq0fpp, aq0fs0, aq0fsp, aq0fsp-B2, aq0mn0, aq0mp0, aq0mpp, aq0ms0, aq0msp, cc, cs, da0fp0, da0fs0, da0m00, da0mp0, da0ms0, da0ns0, dd0cp0, dd0cs0, dd0fp0, dd0fs0, dd0mp0, dd0ms0, de0cn0, di00p0, di0cp0, di0cs0, di0fp0, di0fs0, di0mp0, di0ms0, dn00p0, dn0cp0, dn0cs0, dn0fp0, dn0fs0, dn0mp0, dn0ms0, dp1cps, dp1css, dp1fpp, dp1fsp, dp1mpp, dp1msp, dp1mss, dp2cps, dp2css, dp2fpp, dp2fsp, dp3cp0, dp3cs0, dp3fs0, dp3mp0, dp3ms0, dt0cn0, dt0fs0, dt0ms0, faa, fat, fc, fd, fe, fg, fh, fia, fit, fp, fpa, fpt, fs, fx, fz, i, nc00000, nccn000, nccp000, nccs000, ncf0000, ncfn000, ncfp000, ncfs000, ncfs00a, ncmn000, ncmp000, ncms00, ncms000, np00000, np0000a, np0000l, np0000o, np0000p, p0000000, p010p000, p010s000, p020s000, p0300000, pd0cp000, pd0cs000, pd0fp000, pd0fs000, pd0mp000, pd0ms000, pd0ns000, pe000000, pi000000, pi00s000, pi0cp000, pi0cs000, pi0fp000, pi0fs000, pi0mp0, pi0mp000, pi0ms0, pi0ms000, pn0cp000, pn0cs000, pn0fp000, pn0fs000, pn0mp000, pn0ms000, pp1cn000, pp1cp000, pp1cs000, pp1csn00, pp1cso00, pp1fs000, pp1mp000, pp2cp000, pp2cp00p, pp2cs000, pp2cs00p, pp2csn00, pp2cso00, pp300000, pp30p000, pp30sa00, pp3cn000, pp3cna00, pp3cno00, pp3cpa00, pp3cpd00, pp3csa00, pp3csd00, pp3fp000, pp3fpa00, pp3fs000, pp3fsa00, pp3mp000, pp3mpa00, pp3ms000, pp3msa00, pp3ns000, pr00000, pr000000, pr0cn000, pr0cp000, pr0cs000, pr0fp000, pr0fs000, pr0mp000, pr0ms000, pt000000, pt0cp000, pt0cs000, pt0fp000, pt0mp000, pt0ms000, px1fp0p0, px1fs0p0, px1fs0s0, px1mp0p0, px1ms0p0, px1ms0s0, px2fs0s0, px2mp000, px2ms0s0, px3fp000, px3fs000, px3mp000, px3ms000, px3ns000, rg, rn, spcms, sps00, vag0000, vaic1p0, vaic3p0, vaic3s0, vaif1p0, vaif1s0, vaif2s0, vaif3p0, vaif3s0, vaii1p0, vaii1s0, vaii2s0, vaii3p0, vaii3s0, vaip1p0, vaip1s0, vaip2s0, vaip3p0, vaip3s0, vais3p0, vais3s0, vam02s0, vam03s0, van0000, vap00sm, vasi1p0, vasi1s0, vasi3p0, vasi3s0, vasp1p0, vasp1s0, vasp3p0, vasp3s0, vmg0000, vmic1p0, vmic1s0, vmic2s0, vmic3p0, vmic3s0, vmif1p0, vmif1s0, vmif2s0, vmif3p0, vmif3s0, vmii1p0, vmii1s0, vmii2s0, vmii3p0, vmii3s0, vmip1p0, vmip1s0, vmip2p0, vmip2s0, vmip3p0, vmip3s0, vmip3sm, vmis1p0, vmis1s0, vmis2s0, vmis3p0, vmis3s0, vmm01p0, vmm02p0, vmm02s0, vmm03p0, vmm03s0, vmn0000, vmp00fs, vmp00ms, vmp00pf, vmp00pm, vmp00sf, vmp00sm, vmsi1p0, vmsi1s0, vmsi3p0, vmsi3s0, vmsp1p0, vmsp1s0, vmsp2p0, vmsp2s0, vmsp3p0, vmsp3s0, vsg0000, vsic1s0, vsic2s0, vsic3p0, vsic3s0, vsif1s0, vsif3p0, vsif3s0, vsii1p0, vsii1s0, vsii3p0, vsii3s0, vsip1p0, vsip1s0, vsip2s0, vsip3p0, vsip3s0, vsis1s0, vsis3p0, vsis3s0, vsm02s0, vsm03s0, vsn0000, vsp00sm, vssi3p0, vssi3s0, vssp1p0, vssp1s0, vssp2s0, vssp3p0, vssp3s0, w, z, zm, zp, zu
morphologizer	Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, POS=ADP, Gender=Masc|Number=Sing|POS=NOUN, POS=CCONJ, POS=PROPN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, NumForm=Digit|NumType=Card|POS=NUM, Gender=Masc|Number=Plur|POS=NOUN, NumForm=Digit|POS=NOUN, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctType=Comm, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, POS=ADV, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=PUNCT|PunctType=Peri, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=ADJ, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Sing|POS=ADJ, POS=PRON|PronType=Int,Rel, Number=Sing|POS=DET|PronType=Tot, Gender=Fem|Number=Sing|POS=NOUN, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=ADJ, POS=SCONJ, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NOUN, POS=AUX|VerbForm=Inf, POS=VERB|VerbForm=Inf, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Gender=Fem|Number=Sing|POS=ADJ, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctType=Quot, POS=ADV|Polarity=Neg, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|PronType=Int,Rel, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Gender=Fem|Number=Plur|POS=ADJ, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Ger, Degree=Cmp|POS=ADV, Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=ADJ, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, AdvType=Tim|POS=NOUN, Number=Sing|POS=NOUN, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Number=Plur|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Int,Rel, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PART, Degree=Cmp|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Number=Sing|POS=DET|PronType=Ind, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, NumForm=Digit|POS=SYM, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, AdvType=Tim|POS=ADJ, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, NumForm=Digit|NumType=Frac|POS=NUM, Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, POS=PUNCT, POS=ADJ, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, POS=PRON|PronType=Ind, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, Number=Plur|POS=DET|PronType=Ind, Number=Plur|POS=DET|PronType=Dem, Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Number=Sing|POS=PRON|PronType=Dem, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Degree=Cmp|Number=Plur|POS=ADJ, POS=AUX|VerbForm=Ger, Gender=Fem|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PUNCT|PunctType=Colo, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Neg, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Number=Sing|POS=PRON|PronType=Neg, POS=PUNCT|PunctType=Semi, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, POS=INTJ, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, POS=PUNCT|PunctType=Dash, Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Neg, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Gender=Masc|POS=NOUN, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, POS=NOUN|VerbForm=Inf, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ, Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, POS=DET|PronType=Ind, POS=DET|PronType=Int,Rel, AdvType=Tim|POS=ADV, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Qest, POS=PUNCT|PunctSide=Fin|PunctType=Qest, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Tot, Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, POS=SCONJ|PronType=Int,Rel, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, NumType=Card|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Dem, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Neg, Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, NumType=Card|Number=Sing|POS=NUM, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs, Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Number=Sing|POS=NOUN|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel, POS=SYM, Number=Sing|POS=VERB|VerbForm=Fin, POS=VERB|VerbForm=Fin, Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ, Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art, Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ, Number=Plur|POS=PRON|PronType=Dem, Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Definite=Def|Foreign=Yes|POS=DET|PronType=Art, Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=SYM, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, NumType=Card|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin, Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number=Sing|POS=PRON|PronType=Tot, AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN, POS=AUX|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, POS=PRON|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Foreign=Yes|POS=X, Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind, Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=NOUN, Foreign=Yes|POS=ADP, Foreign=Yes|POS=CCONJ, Foreign=Yes|POS=PROPN, Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part, Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Number=Sing|POS=DET|PronType=Int,Rel, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|POS=ADJ, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=X, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Degree=Cmp|POS=ADJ, Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind, POS=NOUN|PunctType=Comm, POS=PRON|PronType=Neg, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs
parser	ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:impers, expl:pass, expl:pv, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp
textcat	Economía, Entretenimiento, Historia, Humanidades, Derecho, Matemáticas, Música, Filosofía, Política, Religión, Deporte, Ciencia_y_Tecnología

Accuracy

Type	Score
TAG_ACC	95.39
POS_ACC	98.60
MORPH_ACC	98.10
LEMMA_ACC	97.98
DEP_UAS	91.26
DEP_LAS	88.09
SENTS_P	95.38
SENTS_R	96.54
SENTS_F	95.96
TOK2VEC_LOSS	7166396.29
TAGGER_LOSS	1262344.25
MORPHOLOGIZER_LOSS	311469.37
PARSER_LOSS	4991259.73
CATS_SCORE	99.14
CATS_MICRO_P	97.52
CATS_MICRO_R	96.19
CATS_MICRO_F	96.85
CATS_MACRO_P	97.25
CATS_MACRO_R	95.42
CATS_MACRO_F	96.31
CATS_MACRO_AUC	99.14