es_pipeline / README.md
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metadata
tags:
  - spacy
  - token-classification
language:
  - es
model-index:
  - name: es_pipeline
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.8148148148
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.96
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.9407407407
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.7908256881
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.6862385321
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.8545454545
Feature Description
Name es_pipeline
Version 0.0.0
spaCy >=3.6.1,<3.7.0
Default Pipeline transformer, parser, morphologizer, tagger
Components transformer, parser, morphologizer, tagger
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources n/a
License n/a
Author n/a

Label Scheme

View label scheme (423 labels for 3 components)
Component Labels
parser ROOT, acl, advcl, advmod, amod, aux, case, cc, ccomp, conj, cop, dep, det, discourse, expl:pass, expl:pv, fixed, mark, nmod, nsubj, nummod, obj, obl, obl:arg, punct, reparandum, xcomp
morphologizer POS=PUNCT|PunctSide=Ini|PunctType=Qest, Gender=Masc|Number=Sing|POS=NOUN, POS=ADP, POS=ADV, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctSide=Fin|PunctType=Qest, POS=SCONJ, Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Inf, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, POS=PUNCT|PunctType=Comm, Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=NOUN, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Degree=Dim|Gender=Fem|Number=Plur|POS=NOUN, POS=CCONJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=INTJ, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, POS=PRON|PronType=Int, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Number=Sing|POS=PRON|PronType=Dem, NumType=Card|Number=Plur|POS=NUM, POS=PUNCT|PunctType=Peri, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Ger, NumForm=Digit|POS=NOUN, Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|Number=Sing|POS=ADJ, Number=Plur|POS=ADJ, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, POS=ADV|Polarity=Neg, Definite=Def|Gender=Fem|Number=Sing|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=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Quot, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, POS=PUNCT|PunctSide=Fin|PunctType=Quot, POS=NOUN, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin, POS=PRON|PronType=Rel, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, POS=PROPN, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, POS=PUNCT|PunctType=Colo, POS=PUNCT|PunctSide=Ini|PunctType=Excl, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Number=Sing|POS=ADJ, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Degree=Cmp|POS=ADV, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Number=Sing|POS=PRON|PronType=Neg, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Number=Sing|POS=PRON|PronType=Int, Number=Sing|POS=PRON|PronType=Rel, Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, POS=X, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Number=Plur|POS=PRON|PronType=Ind, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=DET|PronType=Tot, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Plur|POS=ADJ, Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Degree=Dim|Gender=Masc|Number=Sing|POS=NOUN, Gender=Fem|Number=Plur|POS=DET|PronType=Tot, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, POS=PUNCT|PunctType=Semi, Degree=Dim|Gender=Fem|Number=Plur|POS=ADJ, Gender=Fem|Number=Plur|POS=ADJ, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, Number=Sing|POS=NOUN, POS=VERB, POS=PRON|PronType=Exc, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Tot, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes, Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Number=Sing|POS=DET|PronType=Tot, Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|POS=NOUN, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Rel, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs, POS=PRON, POS=ADJ, Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind, Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Number=Plur|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, POS=AUX|VerbForm=Inf, Degree=Abs|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Tot, Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem, Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes, Degree=Dim|Gender=Fem|Number=Sing|POS=NOUN, Degree=Cmp|Number=Sing|POS=ADJ, Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Degree=Dim|Gender=Masc|Number=Plur|POS=ADJ, Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, NumForm=Digit|NumType=Card|POS=NUM, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Degree=Dim|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin, NumType=Card|Number=Sing|POS=NUM, Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Neg, POS=PUNCT|PunctType=Quot, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind, POS=ADV|PronType=Int, Number=Plur|POS=PRON|PronType=Int,Rel, POS=PRON|PronType=Int,Rel, Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, POS=SCONJ|PronType=Int, Number=Sing|POS=PRON|PronType=Int,Rel, POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres, POS=PRON|PronType=Ind, POS=DET|PronType=Int,Rel, Gender=Masc|Number=Plur|POS=DET, Number=Plur|POS=PRON|PronType=Dem, NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Gender=Masc|Number=Sing|POS=DET|PronType=Neg, Gender=Fem|Number=Sing|POS=X, Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs
tagger ADJ, ADP, ADV, AUX, CCONJ, DET, INTJ, NOUN, NUM, PRON, PROPN, PUNCT, SCONJ, VERB, X, ac0fs0, ac0ms0, ad0ms0, ao0fs0, ao0ms0, ap1fs0, ap1ms0, aq0cn0, aq0cp0, aq0cs0, aq0fp0, aq0fs0, aq0mp0, aq0ms0, aqccs0, aqdms0, az0000, cc, cs, da0fp0, da0fs0, da0mp0, da0ms0, da0ns0, dd0fp0, dd0fs0, dd0mp0, dd0ms0, de0cn0, di0cn0, di0cp0, di0cs0, di0fp0, di0fs0, di0mp0, di0ms0, dp1cps, dp1css, dp1msp, dp2cps, dp3cp0, dp3cs0, dt0cn0, dt0mp0, faa, fat, fc, fd, fia, fit, fp, fs, fx, i, nccp000, nccs000, ncfp000, ncfp00d, ncfs000, ncfs00d, ncmc000, ncmn000, ncmp000, ncms000, ncms00d, np00000, pc0cn000, pc1cp000, pc1cs000, pc2cp000, pc2cs000, pc3cn000, pc3cna00, pc3cpd00, pc3csd00, pc3fpa00, pc3fsa00, pc3mpa00, pc3msa00, pd0cs000, pd0fs000, pd0mp000, pd0ms000, pd0ns000, pi0cs000, pi0fp000, pi0fs000, pi0mp000, pi0ms000, pp1csn00, pp1cso00, pp1mp000, pp2cp00p, pp2cs00p, pp2csn00, pp3fp000, pp3fs000, pp3mp000, pp3ms000, pr000000, pr0cn000, pr0cs000, pt000000, pt0cn000, pt0cs000, rg, rn, spc00, sps00, vmg0000, vmic1s0, vmic3s0, vmif1s0, vmif3s0, vmii1p0, vmii1s0, vmii2s0, vmii3p0, vmii3s0, vmip1p0, vmip1s0, vmip2p0, vmip2s0, vmip3p0, vmip3s0, vmis1p0, vmis1s0, vmis2s0, vmis3p0, vmis3s0, vmm02s0, vmm03s0, vmn0000, vmp00pf, vmp00pm, vmp00sf, vmp00sm, vmsi2s0, vmsi3p0, vmsi3s0, vmsp2s0, vmsp3s0, vsii1s0, vsii2s0, vsii3p0, vsii3s0, vsip2s0, vsip3p0, vsip3s0, vsis1p0, vsis1s0, vsis3p0, vsis3s0, vsp00sm, vssi3p0, vssp3s0

Accuracy

Type Score
DEP_UAS 79.08
DEP_LAS 68.62
SENTS_P 82.46
SENTS_R 88.68
SENTS_F 85.45
POS_ACC 96.00
MORPH_ACC 94.07
TAG_ACC 81.48
TRANSFORMER_LOSS 702051.96
PARSER_LOSS 1571327.24
MORPHOLOGIZER_LOSS 73250.67
TAGGER_LOSS 51762.61