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cognition-intelligence/es_bsc_demo_trf

sourceHugging Facemitupdated 2y agoView on Hugging Face
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To install this model:

pip install https://huggingface.co/cognition-intelligence/esbscdemotrf/resolve/main/esbscdemotrf-3.4.0-py3-none-any.whl

Spanish transformer-based (PlanTL-GOB-ES/roberta-base-bne) Spacy pipeline by BSC. Components: transformer, morphologizer, parser, ner, lemmatizer, text classification.

FeatureDescription
Namees_bsc_demo_trf
Version3.4.0
spaCy>=3.4.1,<4.0.0
Default Pipelinetransformer, tagger, morphologizer, lemmatizer, parser, ner, textcat
Componentstransformer, tagger, morphologizer, lemmatizer, parser, ner, textcat
Vectors0 keys, 0 unique vectors (0 dimensions)
SourcesUD Spanish AnCora v2.10 (Martínez Alonso, Héctor; Zeman, Daniel)<br />spaCy lookups data (Explosion)<br /> MarIAPlanTL-GOB-ES/roberta-base-bne (Asier Gutiérrez Fandiño and Jordi Armengol Estapé and Marc Pàmies and Joan Llop Palao and Joaquin Silveira Ocampo and Casimiro Pio Carrino and Carme Armentano Oller and Carlos Rodriguez Penagos and Aitor Gonzalez Agirre and Marta Villegas) <br /> [For classification: PlanTL-GOB-ES/WikiCATesv2] (https://huggingface.co/datasets/PlanTL-GOB-ES/WikiCATesv2)
LicenseMIT
AuthorText Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)
CopyrightCopyright by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) (2022)
FundingThis work was funded by the Spanish State Secretariat for Digitalization and Artificial Intelligence (SEDIA) within the framework of the Plan-TL

Label Scheme

<details>

<summary>View label scheme (727 labels for 5 components)</summary>

ComponentLabels
`transformer`PlanTL-GOB-ES/roberta-base-bne
`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
`ner`LOC, MISC, ORG, PER

</details>

Accuracy

TypeScore
TAG_ACC96.34
POS_ACC99.14
MORPH_ACC98.69
LEMMA_ACC98.23
DEP_UAS93.63
DEP_LAS91.55
SENTS_P95.31
SENTS_R97.39
SENTS_F96.34
ENTS_F87.82
ENTS_P87.80
ENTS_R87.83
TRANSFORMER_LOSS551584.93
TAGGER_LOSS37731.60
MORPHOLOGIZER_LOSS26896.96
PARSER_LOSS476288.23
NER_LOSS8609.15