---
tags:
- spacy
- token-classification
language:
- fr
model-index:
- name: fr_trf_base
  results:
  - task:
      name: TAG
      type: token-classification
    metrics:
    - name: TAG (XPOS) Accuracy
      type: accuracy
      value: 0.9783728115
  - task:
      name: POS
      type: token-classification
    metrics:
    - name: POS (UPOS) Accuracy
      type: accuracy
      value: 0.990163259
  - task:
      name: MORPH
      type: token-classification
    metrics:
    - name: Morph (UFeats) Accuracy
      type: accuracy
      value: 0.9813594233
  - task:
      name: LEMMA
      type: token-classification
    metrics:
    - name: Lemma Accuracy
      type: accuracy
      value: 0.9534159906
  - task:
      name: UNLABELED_DEPENDENCIES
      type: token-classification
    metrics:
    - name: Unlabeled Attachment Score (UAS)
      type: f_score
      value: 0.9465887391
  - task:
      name: LABELED_DEPENDENCIES
      type: token-classification
    metrics:
    - name: Labeled Attachment Score (LAS)
      type: f_score
      value: 0.9235749798
  - task:
      name: SENTS
      type: token-classification
    metrics:
    - name: Sentences F-Score
      type: f_score
      value: 0.9221556886
---
| Feature | Description |
| --- | --- |
| **Name** | `fr_trf_base` |
| **Version** | `0.0.0` |
| **spaCy** | `>=3.8.0,<3.9.0` |
| **Default Pipeline** | `base_transformer`, `morphologizer`, `tagger`, `parser`, `trainable_lemmatizer` |
| **Components** | `base_transformer`, `morphologizer`, `tagger`, `parser`, `trainable_lemmatizer` |
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
| **Sources** | n/a |
| **License** | n/a |
| **Author** | [n/a]() |

### Label Scheme

<details>

<summary>View label scheme (530 labels for 3 components)</summary>

| Component | Labels |
| --- | --- |
| **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `ExtPos=CCONJ\|POS=CCONJ`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `ExtPos=ADV\|POS=ADV`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `ExtPos=SCONJ\|POS=SCONJ`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=NOUN`, `ExtPos=ADV\|POS=ADP`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `ExtPos=ADP\|POS=ADV\|Polarity=Neg`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Dem`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `ExtPos=ADP\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=PRON\|POS=ADV`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `ExtPos=ADP\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON\|PronType=Neg`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `ExtPos=ADP\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADJ\|POS=CCONJ`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|Polarity=Neg`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind`, `Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `ExtPos=SCONJ\|POS=ADV`, `ExtPos=DET\|POS=ADP`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET`, `Gender=Masc\|Number=Sing\|POS=NOUN\|Typo=Yes`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `ExtPos=CCONJ\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|POS=NOUN\|Typo=Yes`, `ExtPos=ADP\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|Polarity=Neg`, `ExtPos=CCONJ\|POS=ADP`, `Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Foreign=Yes\|POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Definite=Ind\|ExtPos=ADV\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `ExtPos=DET\|POS=ADV\|Polarity=Neg`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `POS=ADJ\|Typo=Yes`, `POS=X`, `ExtPos=SCONJ\|POS=ADP`, `ExtPos=ADJ\|POS=X`, `ExtPos=ADJ\|POS=ADP`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `ExtPos=CCONJ\|POS=SYM`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=NOUN`, `ExtPos=ADP\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|Typo=Yes\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Ind`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `ExtPos=PRON\|POS=ADP`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=ADV\|POS=ADV\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `ExtPos=ADV\|Gender=Masc\|Number=Sing\|POS=ADJ`, `ExtPos=ADV\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `ExtPos=PRON\|POS=PRON\|PronType=Rel`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Typo=Yes`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `ExtPos=ADV\|POS=X`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=CCONJ\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `ExtPos=INTJ\|POS=INTJ`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Fem\|Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=3\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `ExtPos=PROPN\|Gender=Masc\|Number=Sing\|POS=NOUN`, `ExtPos=PROPN\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art\|Typo=Yes`, `ExtPos=PROPN\|Gender=Fem\|Number=Sing\|POS=NOUN`, `ExtPos=ADV\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `ExtPos=ADJ\|Gender=Masc\|NumType=Card\|POS=NUM` |
| **`tagger`** | `ADJ`, `ADJ__ExtPos=ADV\|Gender=Masc\|Number=Sing`, `ADJ__Gender=Fem\|Number=Plur`, `ADJ__Gender=Fem\|Number=Plur\|NumType=Ord`, `ADJ__Gender=Fem\|Number=Sing`, `ADJ__Gender=Fem\|Number=Sing\|NumType=Ord`, `ADJ__Gender=Masc`, `ADJ__Gender=Masc\|Number=Plur`, `ADJ__Gender=Masc\|Number=Plur\|NumType=Ord`, `ADJ__Gender=Masc\|Number=Sing`, `ADJ__Gender=Masc\|Number=Sing\|NumType=Ord`, `ADJ__NumType=Ord`, `ADJ__Number=Plur`, `ADJ__Number=Sing`, `ADJ__Number=Sing\|NumType=Ord`, `ADJ__Typo=Yes`, `ADP`, `ADP_DET__Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|PronType=Art`, `ADP_DET__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art`, `ADP_DET__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art\|Typo=Yes`, `ADP_DET__Definite=Def\|Number=Plur\|PronType=Art`, `ADP_PRON__Gender=Fem\|Number=Plur\|PronType=Rel`, `ADP_PRON__Gender=Masc\|Number=Plur\|PronType=Rel`, `ADP_PRON__Gender=Masc\|Number=Sing\|PronType=Rel`, `ADP__ExtPos=ADJ`, `ADP__ExtPos=ADP`, `ADP__ExtPos=ADV`, `ADP__ExtPos=CCONJ`, `ADP__ExtPos=DET`, `ADP__ExtPos=PRON`, `ADP__ExtPos=SCONJ`, `ADV`, `ADV__ExtPos=ADP\|Polarity=Neg`, `ADV__ExtPos=ADV`, `ADV__ExtPos=ADV\|Polarity=Neg`, `ADV__ExtPos=CCONJ`, `ADV__ExtPos=DET\|Polarity=Neg`, `ADV__ExtPos=PRON`, `ADV__ExtPos=SCONJ`, `ADV__Polarity=Neg`, `ADV__PronType=Int`, `AUX__Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part`, `AUX__Mood=Cnd\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Cnd\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Cnd\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=1\|Tense=Fut\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=1\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Fut\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=1\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Fut\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Imp\|Typo=Yes\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `AUX__Mood=Ind\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Sing\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `AUX__Mood=Sub\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `AUX__Tense=Past\|VerbForm=Part`, `AUX__Tense=Pres\|VerbForm=Part`, `AUX__VerbForm=Inf`, `CCONJ`, `CCONJ__ExtPos=ADJ`, `CCONJ__ExtPos=CCONJ`, `DET`, `DET__Definite=Def\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Def\|Gender=Fem\|Number=Sing\|PronType=Art`, `DET__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Def\|Number=Plur\|PronType=Art`, `DET__Definite=Def\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|ExtPos=ADV\|Gender=Fem\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|ExtPos=ADV\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|Gender=Fem\|Number=Plur\|PronType=Art`, `DET__Definite=Ind\|Gender=Fem\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|Gender=Masc\|Number=Plur\|PronType=Art`, `DET__Definite=Ind\|Gender=Masc\|Number=Sing\|PronType=Art`, `DET__Definite=Ind\|Number=Plur\|PronType=Art`, `DET__Definite=Ind\|Number=Sing\|PronType=Art`, `DET__Gender=Fem\|Number=Plur`, `DET__Gender=Fem\|Number=Plur\|PronType=Int`, `DET__Gender=Fem\|Number=Sing`, `DET__Gender=Fem\|Number=Sing\|Polarity=Neg`, `DET__Gender=Fem\|Number=Sing\|Poss=Yes`, `DET__Gender=Fem\|Number=Sing\|PronType=Dem`, `DET__Gender=Fem\|Number=Sing\|PronType=Int`, `DET__Gender=Masc\|Number=Plur`, `DET__Gender=Masc\|Number=Sing`, `DET__Gender=Masc\|Number=Sing\|Polarity=Neg`, `DET__Gender=Masc\|Number=Sing\|PronType=Dem`, `DET__Gender=Masc\|Number=Sing\|PronType=Int`, `DET__Number=Plur`, `DET__Number=Plur\|Poss=Yes`, `DET__Number=Plur\|PronType=Dem`, `DET__Number=Sing`, `DET__Number=Sing\|Poss=Yes`, `INTJ`, `INTJ__ExtPos=INTJ`, `NOUN`, `NOUN__ExtPos=ADP\|Gender=Fem\|Number=Sing`, `NOUN__ExtPos=ADV\|Gender=Masc\|Number=Sing`, `NOUN__ExtPos=PROPN\|Gender=Fem\|Number=Sing`, `NOUN__ExtPos=PROPN\|Gender=Masc\|Number=Plur`, `NOUN__ExtPos=PROPN\|Gender=Masc\|Number=Sing`, `NOUN__Gender=Fem`, `NOUN__Gender=Fem\|Number=Plur`, `NOUN__Gender=Fem\|Number=Sing`, `NOUN__Gender=Fem\|Number=Sing\|Typo=Yes`, `NOUN__Gender=Masc`, `NOUN__Gender=Masc\|Number=Plur`, `NOUN__Gender=Masc\|Number=Plur\|NumType=Card`, `NOUN__Gender=Masc\|Number=Sing`, `NOUN__Gender=Masc\|Number=Sing\|NumType=Card`, `NOUN__Gender=Masc\|Number=Sing\|Typo=Yes`, `NOUN__NumType=Card`, `NOUN__Number=Plur`, `NOUN__Number=Sing`, `NUM`, `NUM__ExtPos=ADJ\|Gender=Masc\|NumType=Card`, `NUM__NumType=Card`, `PRON__ExtPos=ADP\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADP\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADP\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADV\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__ExtPos=ADV\|Number=Sing\|Person=3\|PronType=Dem`, `PRON__ExtPos=ADV\|Person=3\|PronType=Prs`, `PRON__ExtPos=CCONJ\|Person=3\|PronType=Prs`, `PRON__ExtPos=PRON\|PronType=Rel`, `PRON__Gender=Fem\|Number=Plur\|Number[psor]=Plur\|Person=3\|Person[psor]=1\|Poss=Yes\|PronType=Prs`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Dem`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Ind`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Prs`, `PRON__Gender=Fem\|Number=Plur\|Person=3\|PronType=Prs\|Typo=Yes`, `PRON__Gender=Fem\|Number=Plur\|PronType=Rel`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Dem`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Ind`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs\|Reflex=Yes`, `PRON__Gender=Fem\|Number=Sing\|PronType=Rel`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Dem`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Ind`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Prs`, `PRON__Gender=Masc\|Number=Plur\|Person=3\|PronType=Prs\|Reflex=Yes`, `PRON__Gender=Masc\|Number=Plur\|PronType=Rel`, `PRON__Gender=Masc\|Number=Sing\|Person=3\|PronType=Dem`, `PRON__Gender=Masc\|Number=Sing\|Person=3\|PronType=Ind`, `PRON__Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PRON__Gender=Masc\|Number=Sing\|PronType=Neg`, `PRON__Gender=Masc\|Number=Sing\|PronType=Rel`, `PRON__Number=Plur\|Person=1\|PronType=Prs`, `PRON__Number=Plur\|Person=1\|PronType=Prs\|Reflex=Yes`, `PRON__Number=Plur\|Person=2\|PronType=Prs`, `PRON__Number=Plur\|Person=2\|PronType=Prs\|Reflex=Yes`, `PRON__Number=Plur\|Person=3\|PronType=Ind`, `PRON__Number=Plur\|Person=3\|PronType=Prs`, `PRON__Number=Sing\|Person=1\|PronType=Prs`, `PRON__Number=Sing\|Person=1\|PronType=Prs\|Reflex=Yes`, `PRON__Number=Sing\|Person=2\|PronType=Prs`, `PRON__Number=Sing\|Person=3\|PronType=Dem`, `PRON__Number=Sing\|Person=3\|PronType=Ind`, `PRON__Number=Sing\|Person=3\|PronType=Prs`, `PRON__Number=Sing\|PronType=Neg`, `PRON__Number=Sing\|PronType=Rel`, `PRON__Person=3\|PronType=Prs`, `PRON__Person=3\|PronType=Prs\|Reflex=Yes`, `PRON__PronType=Int`, `PRON__PronType=Rel`, `PROPN`, `PROPN__Gender=Fem\|Number=Plur`, `PROPN__Gender=Fem\|Number=Sing`, `PROPN__Gender=Masc`, `PROPN__Gender=Masc\|Number=Plur`, `PROPN__Gender=Masc\|Number=Sing`, `PROPN__Number=Plur`, `PROPN__Number=Sing`, `PUNCT`, `SCONJ`, `SCONJ__ExtPos=SCONJ`, `SYM`, `SYM__ExtPos=CCONJ`, `VERB__ExtPos=SCONJ\|Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Plur\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Plur\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Fem\|Number=Plur\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Sing\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Fem\|Number=Sing\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Fem\|Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Plur\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Plur\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Masc\|Number=Plur\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Sing\|Tense=Past\|Typo=Yes\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Masc\|Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Gender=Masc\|Tense=Past\|VerbForm=Part`, `VERB__Gender=Masc\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Mood=Cnd\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Cnd\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Imp\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Imp\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Imp\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=1\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=1\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=2\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=2\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=2\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=1\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=1\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Fut\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Imp\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `VERB__Mood=Ind\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Ind\|Person=3\|VerbForm=Fin`, `VERB__Mood=Ind\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Plur\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Sing\|Person=1\|Tense=Pres\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `VERB__Mood=Sub\|Number=Sing\|Person=3\|Tense=Pres\|VerbForm=Fin`, `VERB__Number=Plur\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Number=Sing\|Tense=Past\|VerbForm=Part`, `VERB__Number=Sing\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Tense=Past\|VerbForm=Part`, `VERB__Tense=Past\|VerbForm=Part\|Voice=Pass`, `VERB__Tense=Pres\|VerbForm=Part`, `VERB__VerbForm=Inf`, `X`, `X__ExtPos=ADJ`, `X__ExtPos=ADV`, `X__Foreign=Yes` |
| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:comp`, `expl:pass`, `expl:pv`, `expl:subj`, `fixed`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl:agent`, `obl:arg`, `obl:mod`, `parataxis`, `parataxis:insert`, `punct`, `vocative`, `xcomp` |

</details>

### Accuracy

| Type | Score |
| --- | --- |
| `POS_ACC` | 99.02 |
| `MORPH_ACC` | 98.14 |
| `TAG_ACC` | 97.84 |
| `DEP_UAS` | 94.66 |
| `DEP_LAS` | 92.36 |
| `SENTS_P` | 91.02 |
| `SENTS_R` | 93.45 |
| `SENTS_F` | 92.22 |
| `LEMMA_ACC` | 95.34 |
| `BASE_TRANSFORMER_LOSS` | 51053.44 |
| `MORPHOLOGIZER_LOSS` | 965.86 |
| `TAGGER_LOSS` | 968.80 |
| `PARSER_LOSS` | 91309.85 |
| `TRAINABLE_LEMMATIZER_LOSS` | 291.44 |