模型:

PlanTL-GOB-ES/es_bsc_demo_trf

类库:

spaCy

语言:

es

许可:

mit
中文

To install this model:

pip install https://huggingface.co/PlanTL-GOB-ES/es_bsc_demo_trf/resolve/main/es_bsc_demo_trf-any-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.

Feature Description
Name es_bsc_demo_trf
Version 3.4.0
spaCy >=3.4.1,<3.5.0
Default Pipeline transformer , tagger , morphologizer , lemmatizer , parser , ner , textcat
Components transformer , tagger , morphologizer , lemmatizer , parser , ner , textcat
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources UD Spanish AnCora v2.10 (Martínez Alonso, Héctor; Zeman, Daniel) spaCy lookups data (Explosion) MarIA PlanTL-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) [For classification: PlanTL-GOB-ES/WikiCAT_esv2] ( https://huggingface.co/datasets/PlanTL-GOB-ES/WikiCAT_esv2 )
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 (727 labels for 5 components)
Component Labels
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

Accuracy

Type Score
TAG_ACC 96.34
POS_ACC 99.14
MORPH_ACC 98.69
LEMMA_ACC 98.23
DEP_UAS 93.63
DEP_LAS 91.55
SENTS_P 95.31
SENTS_R 97.39
SENTS_F 96.34
ENTS_F 87.82
ENTS_P 87.80
ENTS_R 87.83
TRANSFORMER_LOSS 551584.93
TAGGER_LOSS 37731.60
MORPHOLOGIZER_LOSS 26896.96
PARSER_LOSS 476288.23
NER_LOSS 8609.15