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Lilit-Sophia
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xcl_ud_caval

Token Classification
spaCy
Classical Armenian
Eval Results
Model card Files Community
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metadata
tags:
  - spacy
  - token-classification
language:
  - xcl
model-index:
  - name: xcl_ud_caval
    results:
      - task:
          name: TAG
          type: token-classification
        metrics:
          - name: TAG (XPOS) Accuracy
            type: accuracy
            value: 0.9494272143
      - task:
          name: POS
          type: token-classification
        metrics:
          - name: POS (UPOS) Accuracy
            type: accuracy
            value: 0.9477507684
      - task:
          name: MORPH
          type: token-classification
        metrics:
          - name: Morph (UFeats) Accuracy
            type: accuracy
            value: 0.8943839061
license: cc-by-sa-4.0
metrics:
  - accuracy
  - f1
pipeline_tag: token-classification

SpaCy model for Classical Armenian trained on the UD_Classical_Armenian-CAVaL corpus

Feature Description
Name xcl_ud_caval
Version 0.0.0
spaCy >=3.6.1,<3.7.0
Default Pipeline tok2vec, morphologizer, tagger
Components tok2vec, morphologizer, tagger
Vectors 0 keys, 0 unique vectors (0 dimensions)
Training Data: Trained on: UD_Classical_Armenian-CAVaL, additional unreleased dataset
License CC BY-SA 4.0
Author Lilit Kharatyan, Petr Kocharov

Custom Language Setup

To use this model with the custom Classical Armenian language class (XclLanguage), run the following initialization script before loading the model:

from spacy.language import Language as DefaultLanguage
from spacy.util import set_lang_class

class XclLanguage(DefaultLanguage):
    lang = "xcl"

    @classmethod
    def create(cls, vocab):
        nlp = super(XclLanguage, cls).create(vocab)
        return nlp

# Add the custom language class to SpaCy
set_lang_class("xcl", XclLanguage)

Example Usage 

import spacy
nlp = spacy.load("xcl_ud_caval")

# Example text
text = "Ասաց եւ առակ մի նոցա՝ առ այն թե պարտ է յամենայն ժամ կալ նոցա յաղաւթս. եւ մի ձանձրանալ."
# Process the text
doc = nlp(text)
# Print the results
for token in doc:
    print(f"Token: {token.text}, POS: {token.pos_}, Morph: {token.morph}")

Label Scheme

View label scheme (431 labels for 2 components)
Component Labels
morphologizer POS=CCONJ, Aspect=Imp|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Case=Nom|Number=Sing|POS=NOUN, Definite=Def|POS=DET|PronType=Dem, Case=Gen|Number=Sing|POS=PRON|PronType=Dem, Case=Nom|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, POS=ADP, Case=Gen|Number=Plur|POS=NOUN, Case=Nom|Number=Sing|POS=PRON|PronType=Rel, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Abl|Number=Sing|POS=PRON|PronType=Dem, POS=PUNCT, Case=Nom|Number=Plur|POS=PRON|PronType=Dem, Case=Acc|Number=Sing|POS=PROPN, Definite=Def|POS=DET, Case=Acc|Number=Sing|POS=PRON|PronType=Dem, POS=ADV, POS=SCONJ, Case=Nom|Number=Sing|POS=ADJ, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Dat|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Number=Plur|POS=NOUN, Case=Acc|Number=Sing|POS=DET|PronType=Dem, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Acc|Number=Sing|POS=NOUN, Case=Gen|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|PronType=Dem, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Nom|Number=Plur|POS=NOUN, Case=Dat|Number=Sing|POS=PRON|PronType=Dem, Case=Abl|Number=Sing|POS=PROPN, Case=Loc|Number=Sing|POS=VERB|VerbForm=Vnoun, Case=Acc|Number=Sing|POS=DET, Case=Acc|Number=Sing|POS=DET|PronType=Tot, Case=Acc|Number=Plur|POS=PRON|PronType=Dem, POS=DET|PronType=Tot, Case=Gen|Number=Sing|POS=NOUN, Case=Loc|Number=Sing|POS=NOUN, Animacy=Anim|Case=Nom|Number=Sing|POS=DET|PronType=Ind, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Number=Plur|POS=ADJ, Case=Nom|Definite=Spec|Number=Sing|POS=DET|PronType=Ind, Case=Ins|Number=Sing|POS=PRON|PronType=Dem, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Gen|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Case=Acc|Definite=Spec|Number=Sing|POS=DET, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, POS=PART|Polarity=Neg, Case=Dat|Number=Sing|POS=PRON|PronType=Ind, Case=Abl|Number=Plur|POS=NOUN, Aspect=Perf|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Cau, Case=Acc|Number=Sing|POS=ADJ, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, POS=DET, Case=Gen|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Acc|NumType=Card|Number=Plur|POS=NUM, Animacy=Anim|Case=Nom|Definite=Spec|Number=Plur|POS=PRON|PronType=Ind, Case=Abl|Number=Plur|POS=PRON|PronType=Dem, Case=Ins|Number=Sing|POS=PROPN, Case=Ins|Number=Sing|POS=NOUN, Case=Gen|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Number=Plur|POS=PRON|PronType=Dem, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Abl|Number=Sing|POS=NOUN, POS=PART, POS=ADJ, Aspect=Perf|Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Nom|Number=Plur|POS=ADJ, Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Animacy=Anim|Case=Nom|Number=Sing|POS=PRON|PronType=Int, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Gen|Number=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Gen|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Number=Plur|POS=DET|PronType=Dem, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, POS=VERB|VerbForm=Inf, Aspect=Perf|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, POS=ADV|PronType=Dem, Animacy=Anim|Case=Nom|Definite=Ind|Number=Sing|POS=PRON|PronType=Ind, Animacy=Inan|Case=Acc|Number=Sing|POS=PRON|PronType=Ind, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Nom|Number=Sing|POS=PROPN, Case=Abl|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Number=Sing|POS=PROPN, Case=Acc|Number=Sing|POS=PRON|PronType=Rel, Case=Dat|Number=Plur|POS=NOUN, Aspect=Perf|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Cau, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Sing|POS=DET|PronType=Tot, Aspect=Imp|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, POS=INTJ, Aspect=Imp|Mood=Sub|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Case=Nom|Number=Sing|POS=DET, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Act, Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs, POS=ADV|PronType=Int, Case=Loc|Number=Sing|POS=PRON|PronType=Rel, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=1|VerbForm=Fin|Voice=Act, Case=Ins|Number=Plur|POS=NOUN, Case=Loc|Number=Plur|POS=NOUN, Case=Acc|Number=Sing|POS=PRON|PronType=Int, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=1|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, POS=ADV|PronType=Rel, Case=Loc|Number=Sing|POS=ADJ, Aspect=Perf|Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Past|VerbForm=Fin|Voice=Pass, Aspect=Perf|Mood=Sub|Number=Sing|POS=AUX|Person=2|VerbForm=Fin|Voice=Pass, NumType=Card|POS=NUM, Case=Loc|Number=Sing|POS=DET|PronType=Dem, Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Act, Case=Loc|Number=Sing|POS=DET, Case=Gen|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Loc|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Nom|Number=Sing|POS=DET|PronType=Dem, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Nom|Number=Plur|POS=DET|PronType=Tot, Aspect=Imp|Mood=Sub|Number=Sing|POS=AUX|Person=3|VerbForm=Fin|Voice=Act, Case=Gen|Number=Sing|POS=PRON|PronType=Rel, Aspect=Imp|Mood=Sub|Number=Plur|POS=AUX|Person=3|VerbForm=Fin|Voice=Act, Case=Nom|NumType=Card|Number=Plur|POS=NUM, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Cau, Case=Acc|NumType=Card|Number=Sing|POS=NUM, Aspect=Perf|Mood=Imp|Number=Plur|POS=AUX|Person=2|VerbForm=Fin|Voice=Pass, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Act, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Cau, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Cau, Aspect=Imp|Mood=Sub|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Act, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Cau, Case=Gen|Number=Plur|POS=PRON|PronType=Rel, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Case=Gen|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Aspect=Perf|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Loc|Number=Sing|POS=NUM, Case=Nom|Number=Sing|POS=PRON|PronType=Emp, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Aspect=Perf|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Case=Abl|Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Animacy=Anim|Case=Nom|Definite=Spec|Number=Sing|POS=DET|PronType=Ind, Case=Acc|Number=Plur|POS=DET|PronType=Tot, Animacy=Inan|Case=Acc|Number=Sing|POS=PRON|PronType=Int, Aspect=Imp|Mood=Sub|Number=Plur|POS=AUX|Person=2|VerbForm=Fin|Voice=Act, POS=PRON|PronType=Dem, Case=Abl|Number=Sing|POS=DET|PronType=Tot, Case=Gen|POS=AUX|VerbForm=Conv, Aspect=Perf|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, Case=Abl|Number=Sing|POS=DET|PronType=Dem, Case=Acc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Case=Gen|NumType=Card|Number=Sing|POS=NUM, Case=Gen|Number=Sing|POS=ADJ, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Aspect=Perf|Mood=Sub|Number=Plur|POS=AUX|Person=3|VerbForm=Fin|Voice=Pass, Case=Gen|Number=Plur|POS=ADJ, Case=Dat|NumType=Card|Number=Plur|POS=NUM, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Case=Dat|Number=Plur|POS=DET|PronType=Tot, Aspect=Perf|Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin|Voice=Act, Case=Loc|Number=Sing|POS=PROPN, Case=Nom|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Aspect=Perf|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Loc|Number=Plur|POS=PRON|Person=2|PronType=Prs, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Nom|Definite=Spec|Number=Sing|POS=DET, Aspect=Perf|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Cau, Case=Dat|Number=Plur|POS=ADJ, Case=Loc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Act, Case=Dat|Number=Sing|POS=NOUN, Case=Dat|Number=Sing|POS=ADJ, Case=Ins|Number=Plur|POS=PRON|PronType=Dem, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Cau, Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Case=Dat|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Animacy=Inan|Case=Nom|Number=Sing|POS=PRON|PronType=Int, Aspect=Perf|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, POS=AUX|VerbForm=Inf, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Abl|Number=Sing|POS=VERB|VerbForm=Vnoun, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, Case=Loc|Number=Sing|POS=PRON|PronType=Dem, Case=Loc|Number=Plur|POS=DET|PronType=Dem, Case=Gen|Number=Sing|POS=DET|PronType=Tot, Case=Loc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Animacy=Inan|Case=Acc|Number=Sing|POS=DET|PronType=Ind, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Dat|Number=Sing|POS=VERB|VerbForm=Vnoun, Aspect=Perf|Mood=Sub|Number=Sing|POS=AUX|Person=3|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Sub|Number=Plur|POS=VERB|Person=2|VerbForm=Fin, Case=Abl|Number=Plur|POS=ADJ, Case=Abl|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Loc|NumType=Ord|Number=Sing|POS=ADJ, Aspect=Imp|Mood=Sub|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Case=Loc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Cau, Case=Acc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Animacy=Inan|Case=Nom|Definite=Spec|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Number=Sing|POS=PRON|PronType=Tot, Animacy=Anim|Case=Dat|Definite=Ind|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Number=Plur|POS=PRON|PronType=Rcp, Aspect=Imp|Mood=Sub|Number=Sing|POS=AUX|Person=3|VerbForm=Fin|Voice=Pass, Case=Dat|Number=Sing|POS=DET|PronType=Tot, Case=Abl|Number=Sing|POS=PRON|Person=2|PronType=Prs, Case=Acc|Number=Sing|POS=DET|PronType=Rel, Aspect=Imp|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Case=Nom|NumType=Card|Number=Sing|POS=NUM, Case=Abl|NumType=Card|Number=Sing|POS=NUM, Case=Nom|Number=Plur|POS=PRON|PronType=Tot, Case=Gen|Definite=Spec|Number=Sing|POS=DET, Animacy=Anim|Case=Nom|Number=Sing|POS=PRON|PronType=Ind, Animacy=Anim|Case=Dat|Number=Sing|POS=PRON|PronType=Int, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=DET|PronType=Dem, Animacy=Inan|Case=Nom|Number=Sing|POS=DET|PronType=Int, Animacy=Inan|Case=Nom|Number=Sing|POS=PRON|PronType=Ind, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Animacy=Anim|Case=Acc|Definite=Spec|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Number=Sing|POS=PRON|PronType=Prs|Reflex=Yes, Case=Acc|NumType=Ord|Number=Sing|POS=ADJ, Aspect=Perf|Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin, Aspect=Perf|Mood=Sub|Number=Sing|POS=AUX|Person=1|VerbForm=Fin|Voice=Pass, POS=INTJ|PronType=Dem, Animacy=Anim|Case=Acc|Definite=Ind|Number=Sing|POS=PRON|PronType=Ind, Animacy=Anim|Case=Nom|Definite=Spec|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Number=Plur|POS=PRON|PronType=Tot, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Nom|Number=Plur|POS=DET|PronType=Dem, Case=Gen|NumType=Card|Number=Plur|POS=NUM, Case=Dat|Number=Plur|POS=PRON|PronType=Rel, Case=Nom|POS=VERB|VerbForm=Conv, Case=Loc|Number=Plur|POS=PRON|PronType=Dem, Case=Dat|Number=Sing|POS=PROPN, Case=Loc|Number=Plur|POS=ADJ, Case=Abl|Number=Plur|POS=DET|PronType=Tot, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin|Voice=Act, Animacy=Anim|Case=Gen|Definite=Spec|Number=Sing|POS=DET|PronType=Ind, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Case=Abl|Number=Plur|POS=PRON|Person=1|PronType=Prs, Case=Loc|Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=1|VerbForm=Fin|Voice=Cau, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Acc|Number=Plur|POS=PRON|PronType=Rel, Case=Acc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Gen|Number=Sing|POS=DET|PronType=Dem, Case=Dat|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Aspect=Imp|Mood=Sub|Number=Plur|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, Case=Gen|Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Dat|Number=Plur|POS=DET|PronType=Dem, Animacy=Anim|Case=Acc|Definite=Spec|Number=Sing|POS=DET|PronType=Ind, Case=Abl|Number=Sing|POS=ADJ, Case=Ins|Number=Sing|POS=VERB|VerbForm=Vnoun, Aspect=Imp|Mood=Sub|Number=Sing|POS=AUX|Person=1|VerbForm=Fin|Voice=Act, Case=Acc|Number=Sing|POS=PRON|PronType=Prs|Reflex=Yes, Aspect=Imp|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Case=Loc|Number=Sing|POS=DET|PronType=Rel, Case=Abl|Number=Sing|POS=PRON|Person=1|PronType=Prs, Animacy=Inan|Case=Acc|Definite=Spec|Number=Sing|POS=DET|PronType=Ind, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Nom|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Ins|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, POS=AUX|VerbForm=Vnoun, Case=Gen|Number=Sing|POS=DET, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Abl|Number=Plur|POS=PRON|Person=2|PronType=Prs, Case=Abl|Number=Plur|POS=DET|Person=3|PronType=Prs|Reflex=Yes, Case=Abl|Number=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Aspect=Perf|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin|Voice=Pass, Case=Dat|Number=Plur|POS=PRON|PronType=Tot, Case=Ins|Number=Sing|POS=ADJ, Case=Loc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Aspect=Perf|Mood=Sub|Number=Sing|POS=AUX|Person=2|VerbForm=Fin|Voice=Act, Case=Dat|Number=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Nom|Number=Plur|POS=PRON|PronType=Rel, Animacy=Inan|Case=Ins|Number=Sing|POS=PRON|PronType=Int, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Case=Dat|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Case=Ins|Number=Sing|POS=PRON|PronType=Ind, Case=Loc|Number=Sing|POS=DET|PronType=Tot, Case=Acc|Number=Sing|POS=VERB|VerbForm=Vnoun, Case=Nom|Number=Sing|POS=DET|PronType=Int, Case=Ins|NumType=Card|Number=Sing|POS=NUM, Case=Dat|Number=Plur|POS=PRON|PronType=Rcp, Animacy=Anim|Case=Acc|Number=Sing|POS=PRON|PronType=Int, Case=Acc|Number=Sing|POS=DET|PronType=Ind, Case=Nom|Number=Sing|POS=DET|PronType=Rel, Case=Abl|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Case=Ins|Number=Sing|POS=DET|PronType=Rel, Case=Ins|Number=Plur|POS=DET|PronType=Tot, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Dat|NumType=Card|Number=Sing|POS=NUM, Aspect=Imp|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Animacy=Anim|Case=Gen|Definite=Spec|Number=Plur|POS=PRON|PronType=Ind, Case=Acc|Number=Sing|POS=PRON|PronType=Tot, Case=Loc|Number=Plur|POS=PRON|PronType=Rel, Case=Ins|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Loc|Number=Sing|POS=DET|Person=3|PronType=Prs|Reflex=Yes, Case=Ins|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Case=Nom|NumType=Sets|Number=Plur|POS=NUM, Case=Ins|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Gen|Number=Sing|POS=VERB|VerbForm=Vnoun, Animacy=Anim|Case=Gen|Number=Sing|POS=PRON|PronType=Int, Animacy=Anim|Case=Gen|Definite=Ind|Number=Sing|POS=PRON|PronType=Ind, Case=Nom|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Cau, Case=Abl|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Abl|Number=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Nom|Number=Sing|POS=PRON, Aspect=Imp|Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin|Voice=Act, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Pass, Aspect=Perf|Mood=Sub|Number=Plur|POS=AUX|Person=2|VerbForm=Fin, Case=Abl|Number=Plur|POS=PRON|PronType=Tot, Case=Dat|Number=Sing|POS=DET, Aspect=Imp|Mood=Sub|Number=Sing|POS=AUX|Person=2|VerbForm=Fin|Voice=Pass, Case=Gen|POS=VERB|VerbForm=Vnoun, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=CauPass, Case=Abl|Number=Plur|POS=PRON|PronType=Rel, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Cau, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Case=Loc|Number=Sing|POS=PRON|Person=2|PronType=Prs, Aspect=Imp|Mood=Sub|Number=Plur|POS=AUX|Person=3|VerbForm=Fin|Voice=Pass, Case=Loc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, POS=AUX, Case=Dat|Definite=Spec|Number=Sing|POS=DET, Case=Abl|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Aspect=Perf|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Act, Case=Gen|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, Case=Ins|Number=Plur|POS=ADJ, Animacy=Inan|Case=Nom|Number=Sing|POS=DET|PronType=Ind, Case=Gen|Number=Plur|POS=DET|PronType=Tot, Case=Nom|NumType=Ord|Number=Sing|POS=ADJ, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=2|VerbForm=Fin|Voice=Act, Case=Dat|Number=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs, Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Pass, Animacy=Anim|Case=Acc|Definite=Spec|Number=Plur|POS=PRON|PronType=Ind, Animacy=Anim|Case=Nom|Definite=Spec|Number=Plur|POS=DET|PronType=Ind, Animacy=Inan|Case=Acc|Number=Sing|POS=DET|PronType=Int, Case=Abl|POS=VERB|VerbForm=Vnoun, Case=Acc|Number=Sing|POS=PRON, Case=Ins|Number=Plur|POS=PRON|PronType=Rel, Case=Dat|Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Gen|Number=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Aspect=Perf|Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin|Voice=Pass, Case=Dat|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Aspect=Perf|Mood=Sub|Number=Plur|POS=AUX|Person=2|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Sub|Number=Sing|POS=AUX|Person=2|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Aspect=Imp|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Dat|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes, NumType=Ord|POS=ADJ, Case=Nom|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Case=Nom|Definite=Ind|Number=Sing|POS=DET|PronType=Ind, Aspect=Imp|Mood=Sub|Number=Sing|POS=VERB|Person=2|VerbForm=Fin|Voice=Cau, Aspect=Perf|Mood=Sub|Number=Plur|POS=VERB|Person=1|VerbForm=Fin|Voice=Pass, Aspect=Perf|Mood=Sub|Number=Plur|POS=AUX|Person=1|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin|Voice=Pass, Case=Ins|Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Case=Dat|Number=Sing|POS=DET|PronType=Rel, Case=Gen|Number=Sing|POS=DET|Person=3|PronType=Prs|Reflex=Yes, Case=Ins|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Aspect=Perf|Mood=Sub|Number=Plur|POS=AUX|Person=3|VerbForm=Fin|Voice=Act, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin|Voice=Pass, Case=Ins|Number=Sing|POS=DET|PronType=Dem, Case=Ins|Number=Sing|POS=DET|PronType=Tot, Case=Abl|Number=Sing|POS=PRON|PronType=Rel, Case=Ins|Number=Sing|POS=PRON|PronType=Int, Case=Ins|Number=Sing|POS=PRON|PronType=Rel, Case=Acc|Number=Sing|POS=NUM, Case=Gen|Number=Plur|POS=DET|PronType=Dem, Aspect=Perf|Mood=Sub|Number=Sing|POS=VERB|Person=1|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin, Case=Loc|NumType=Card|Number=Sing|POS=NUM, Case=Abl|NumType=Card|Number=Plur|POS=NUM, Animacy=Anim|Case=Abl|Definite=Ind|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Definite=Def|POS=PRON|PronType=Dem, Case=Ins|Number=Plur|POS=DET|Person=3|PronType=Prs|Reflex=Yes, Case=Gen|Number=Plur|POS=PROPN, Animacy=Anim|Case=Gen|Definite=Spec|Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Number=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, POS=NOUN, Case=Dat|Number=Sing|POS=DET|Person=3|PronType=Prs|Reflex=Yes, Case=Ins|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Animacy=Anim|Case=Acc|Number=Sing|POS=PRON|PronType=Ind, Case=Ins|Number=Sing|POS=DET|PronType=Int, Case=Gen|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Case=Gen|Number=Sing|POS=PRON|PronType=Ind, Case=Gen|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Case=Loc|Number=Plur|POS=PRON|PronType=Rcp, Case=Abl|NumType=Ord|Number=Sing|POS=ADJ, Aspect=Imp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin|Voice=Pass, Aspect=Imp|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin|Voice=Pass
tagger ADJ, ADP, ADV, AUX, CCONJ, DET, INTJ, NOUN, NUM, PART, PRON, PROPN, PUNCT, SCONJ, VERB

Accuracy

Type Score
POS_ACC 94.78
MORPH_ACC 89.44
TAG_ACC 94.94
TOK2VEC_LOSS 7419.20
MORPHOLOGIZER_LOSS 24315.04
TAGGER_LOSS 6138.82