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xcl_ud_caval

Token Classification
spaCy
Classical Armenian
Eval Results
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---
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](https://github.com/UniversalDependencies/UD_Classical_Armenian-CAVaL), additional unreleased dataset|
| **License** | CC BY-SA 4.0 |
| **Author** | [Lilit Kharatyan](https://github.com/LilitKharatyan), [Petr Kocharov](https://github.com/pkocharov)|
## Custom Language Setup
To use this model with the custom Classical Armenian language class (`XclLanguage`), run the following initialization script before loading the model:
```python
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
```python
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
<details>
<summary>View label scheme (431 labels for 2 components)</summary>
| 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` |
</details>
### 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 |