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de_udv25_germanhdt_trf

Token Classification
spaCy
German
Eval Results
Model card Files Community
de_udv25_germanhdt_trf / README.md
Adriane Boyd
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metadata
tags:
  - spacy
  - token-classification
language:
  - de
license: cc-by-sa-4.0
model-index:
  - name: de_udv25_germanhdt_trf
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9783706437
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9782287343
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.7811165904
      - task:
          name: LEMMA
          type: token-classification
        metrics:
          - name: Lemma Accuracy
            type: accuracy
            value: 0.9204479606
      - task:
          name: UNLABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Unlabeled Attachment Score (UAS)
            type: f_score
            value: 0.9728029281
      - task:
          name: LABELED_DEPENDENCIES
          type: token-classification
        metrics:
          - name: Labeled Attachment Score (LAS)
            type: f_score
            value: 0.9588036494
      - task:
          name: SENTS
          type: token-classification
        metrics:
          - name: Sentences F-Score
            type: f_score
            value: 0.99750025

UD v2.5 benchmarking pipeline for UD_German-HDT

Feature Description
Name de_udv25_germanhdt_trf
Version 0.0.1
spaCy >=3.2.1,<3.3.0
Default Pipeline experimental_char_ner_tokenizer, transformer, tagger, morphologizer, parser, experimental_edit_tree_lemmatizer
Components experimental_char_ner_tokenizer, transformer, senter, tagger, morphologizer, parser, experimental_edit_tree_lemmatizer
Vectors 0 keys, 0 unique vectors (0 dimensions)
Sources Universal Dependencies v2.5 (Zeman, Daniel; et al.)
License CC BY-SA 4.0
Author Explosion

Label Scheme

View label scheme (62832 labels for 6 components)
Component Labels
experimental_char_ner_tokenizer TOKEN
senter I, S
tagger $(, $,, $., ADJA, ADJD, ADV, APPO, APPR, APPRART, APZR, ART, CARD, FM, ITJ, KOKOM, KON, KOUI, KOUS, NE, NN, PDAT, PDS, PIAT, PIDAT, PIS, PPER, PPOSAT, PPOSS, PRELAT, PRELS, PRF, PROAV, PTKA, PTKANT, PTKNEG, PTKVZ, PTKZU, PWAT, PWAV, PWS, TRUNC, VAFIN, VAIMP, VAINF, VAPP, VMFIN, VMINF, VMPP, VVFIN, VVIMP, VVINF, VVIZU, VVPP, XY
morphologizer AdpType=Prep|Case=Dat|POS=ADP, Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=NOUN|Person=3, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Dat|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Nom|Number=Sing|POS=PROPN|Person=3, Foreign=Yes|POS=X|Person=3, POS=PUNCT|PunctType=Comm, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Gen|Number=Plur|POS=DET|PronType=Art, Case=Gen|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=NOUN|Person=3, Gender=Neut|Number=Sing|POS=NOUN|Person=3, AdpType=Prep|POS=ADP, Gender=Neut|Number=Plur|POS=NOUN|Person=3, POS=CCONJ, POS=PUNCT|PunctType=Peri, NumType=Card|Number=Plur|POS=NUM|Person=3, Gender=Fem|Number=Plur|POS=NOUN|Person=3, AdpType=Prep|Case=Dat|POS=ADP|PronType=Art, Gender=Masc|Number=Sing|POS=NOUN|Person=3, Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Neut|Number=Sing|POS=NOUN|Person=3, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ, POS=PUNCT|PunctType=Brck, POS=PROPN|Person=3, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Art, POS=ADV, POS=SCONJ, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=VERB|VerbForm=Inf, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Number=Plur|POS=DET|PronType=Art, Case=Dat|Gender=Masc|Number=Plur|POS=NOUN|Person=3, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin|VerbType=Mod, Case=Acc|Number=Plur|POS=DET|PronType=Art, Case=Acc|Number=Sing|POS=PROPN|Person=3, Degree=Cmp|POS=ADJ|Variant=Short, POS=ADP|PartType=Vbp, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin|VerbType=Mod, AdpType=Prep|Case=Acc|POS=ADP, Case=Dat|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=PART|Polarity=Neg, Degree=Cmp|POS=ADV, ConjType=Comp|POS=CCONJ, Degree=Pos|POS=ADJ|Variant=Short, Case=Gen|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Number=Sing|POS=PROPN|Person=3, Case=Nom|Number=Sing|POS=DET|PronType=Art, Case=Nom|Gender=Masc|Number=Sing|POS=DET|Person=3, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Acc|Number=Plur|POS=DET|Person=3|PronType=Ind,Neg,Tot, Aspect=Perf|POS=VERB|VerbForm=Part, Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Gen|Gender=Masc|Number=Sing|POS=NOUN|Person=3, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Nom|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Acc|Number=Plur|POS=DET|Person=3, Degree=Sup|POS=ADJ|Variant=Short, Case=Nom|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Hyph=Yes|POS=NOUN, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Dat|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Gender=Neut|Number=Plur|POS=NOUN|Person=3, POS=PART|PartType=Inf, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Case=Dat|Degree=Pos|Number=Sing|POS=ADJ, POS=NOUN|Person=3, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Case=Gen|Degree=Pos|Number=Sing|POS=ADJ, POS=AUX|VerbForm=Inf, Case=Dat|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Gender=Fem|Number=Plur|POS=ADJ, POS=AUX|VerbForm=Inf|VerbType=Mod, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Degree=Pos|Number=Sing|POS=ADJ, Case=Nom|Number=Plur|POS=DET|Person=3|PronType=Ind,Neg,Tot, AdpType=Prep|Case=Dat|Gender=Fem|POS=ADP|PronType=Art, Degree=Pos|Number=Plur|POS=ADJ, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Dat|Gender=Masc|Number=Sing|POS=NOUN|Person=3, POS=ADJ, Degree=Cmp|POS=DET|Person=3|PronType=Ind,Neg,Tot, Case=Dat|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ, Case=Nom|Gender=Masc|Number=Sing|POS=ADJ|Person=3, Case=Nom|Number=Plur|POS=DET|PronType=Art, POS=ADV|PronType=Int, Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Case=Dat|Number=Sing|POS=PROPN|Person=3, Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Plur|POS=DET|Person=3, Case=Acc|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Degree=Pos|POS=ADJ, Case=Gen|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|VerbType=Mod, Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Gen|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin|VerbType=Mod, Number=Plur|POS=NOUN|Person=3, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|VerbType=Mod, Gender=Fem|Number=Sing|POS=PROPN|Person=3, Degree=Pos|POS=ADV, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Degree=Cmp|Number=Sing|POS=DET|Person=3|PronType=Ind,Neg,Tot, AdpType=Prep|Case=Gen|POS=ADP, Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Rel, AdpType=Post|Case=Dat|POS=ADP, Gender=Masc|Number=Sing|POS=PROPN|Person=3, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Rel, Case=Gen|Gender=Fem|Number=Sing|POS=DET|Person=3, Case=Acc|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ, Case=Acc|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ, Aspect=Perf|POS=AUX|VerbForm=Part, Gender=Fem|Number=Sing|POS=ADJ, Case=Dat|Number=Plur|POS=ADJ|Person=3, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Rel, Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ, Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Gender=Masc|Number=Sing|POS=ADJ|Person=3, Case=Nom|Gender=Masc|Number=Sing|POS=NOUN|Person=3, Case=Nom|Gender=Neut|Number=Sing|POS=DET|Person=3|PronType=Ind,Neg,Tot, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Number=Sing|POS=NOUN|Person=3, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Degree=Pos|Number=Plur|POS=NOUN|Person=3, Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Degree=Cmp|Number=Sing|POS=ADJ, Case=Acc|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ, Case=Dat|Gender=Neut|Number=Sing|POS=NOUN|Person=3, Case=Gen|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Rel, Case=Nom|Gender=Neut|Number=Sing|POS=ADJ|Person=3, Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ, Case=Nom|Number=Plur|POS=DET|PronType=Int, Case=Gen|Degree=Pos|Number=Plur|POS=ADJ, Degree=Sup|POS=ADV, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Degree=Sup|Number=Plur|POS=ADJ|Person=3, Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Int, NumType=Card|Number=Sing|POS=NUM|Person=3, Case=Dat|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Number=Plur|POS=DET|Person=3, Case=Dat|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Rel, Number=Plur|POS=PROPN|Person=3, Case=Nom|Gender=Masc|Number=Sing|POS=DET|Person=3|PronType=Ind,Neg,Tot, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Number=Sing|POS=ADJ|Person=3, Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Int, Number=Sing|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Case=Acc|Gender=Neut|Number=Sing|POS=DET|Person=3|PronType=Ind,Neg,Tot, Case=Dat|Gender=Masc|Number=Sing|POS=DET|Person=3, Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Dem, Case=Nom|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ, Gender=Masc|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=DET|PronType=Dem, 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Gender=Masc|Number=Sing|POS=ADJ|Person=3|Variant=Short, Case=Acc|Gender=Neut|Number=Plur|POS=NOUN|Person=3, Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Art, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Gender=Neut|Number=Sing|POS=SCONJ|Person=3, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Reflex=Yes, Mood=Ind|POS=AUX|Person=3|VerbForm=Fin, Case=Nom|Gender=Neut|Number=Sing|POS=DET|Person=3|PronType=Dem, Case=Acc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Mood=Imp|Number=Plur|POS=AUX|Person=2|VerbForm=Fin, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Dem, Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Gen|Gender=Neut|Number=Sing|POS=DET|Person=3|PronType=Ind,Neg,Tot, Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin, Mood=Ind|POS=VERB|Person=1|VerbForm=Fin, Case=Dat|Number=Sing|POS=NOUN|Person=3, Case=Gen|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Rel, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Nom|Degree=Pos|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Ind,Neg,Tot, Number=Sing|POS=DET|PronType=Art, Case=Nom|POS=DET|PronType=Art, Degree=Pos|Number=Plur|POS=PRON|Person=3|PronType=Ind,Neg,Tot, AdpType=Prep|POS=ADP|PronType=Art, Number=Sing|POS=PRON|PronType=Ind,Neg,Tot, Degree=Sup|Number=Plur|POS=DET|Person=3, Case=Gen|Gender=Masc|Number=Sing|POS=DET|Person=3|PronType=Ind,Neg,Tot, Number=Sing|POS=DET, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Past|VerbForm=Fin|VerbType=Mod, Case=Nom|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin|VerbType=Mod, Case=Gen|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes, Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Number=Sing|POS=ADJ|Person=3, Case=Gen|Degree=Pos|Number=Sing|POS=NOUN|Person=3, AdpType=Prep|Case=Dat|Gender=Masc|POS=ADP|PronType=Art, Case=Acc|Gender=Neut|Number=Sing|POS=DET|Person=3|PronType=Dem, Degree=Pos|Gender=Neut|POS=ADJ, Gender=Fem|POS=ADJ, Degree=Pos|Gender=Fem|POS=ADJ, Gender=Masc|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin|VerbType=Mod, Mood=Ind|Number=Sing|POS=AUX|Person=3|VerbForm=Fin|VerbType=Mod, POS=DET|Person=3, Mood=Ind|Number=Sing|POS=AUX|Person=1|VerbForm=Fin|VerbType=Mod, Mood=Ind|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|VerbForm=Fin
parser ROOT, acl, advcl, advmod, amod, appos, aux, aux:pass, case, cc, ccomp, compound:prt, conj, cop, csubj, csubj:pass, dep, det, discourse, expl, expl:pv, flat, flat:name, iobj, mark, nmod, nsubj, nsubj:pass, nummod, obj, obl, parataxis, punct, reparandum, vocative, xcomp
experimental_edit_tree_lemmatizer --

Accuracy

Type Score
TOKEN_F 100.00
TOKEN_P 100.00
TOKEN_R 100.00
TOKEN_ACC 100.00
SENTS_F 99.75
SENTS_P 99.74
SENTS_R 99.76
TAG_ACC 97.84
POS_ACC 97.82
MORPH_ACC 78.11
DEP_UAS 97.28
DEP_LAS 95.88
LEMMA_ACC 92.04