xx_cop_sigtyp_trf / README.md
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xx_cop_sigtyp_trf-0.1.0: Update SIGTYP pipeline
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---
tags:
- spacy
- token-classification
language:
- multilingual
model-index:
- name: xx_cop_sigtyp_trf
results:
- task:
name: TAG
type: token-classification
metrics:
- name: TAG (XPOS) Accuracy
type: accuracy
value: 0.2868357488
- task:
name: POS
type: token-classification
metrics:
- name: POS (UPOS) Accuracy
type: accuracy
value: 0.2892512077
- task:
name: MORPH
type: token-classification
metrics:
- name: Morph (UFeats) Accuracy
type: accuracy
value: 0.2913647343
- task:
name: LEMMA
type: token-classification
metrics:
- name: Lemma Accuracy
type: accuracy
value: 0.2942952007
- task:
name: UNLABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Unlabeled Attachment Score (UAS)
type: f_score
value: 0.0242584047
- task:
name: LABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Labeled Attachment Score (LAS)
type: f_score
value: 0.0218852999
- task:
name: SENTS
type: token-classification
metrics:
- name: Sentences F-Score
type: f_score
value: 0.9634703196
---
| Feature | Description |
| --- | --- |
| **Name** | `xx_cop_sigtyp_trf` |
| **Version** | `0.1.0` |
| **spaCy** | `>=3.6.1,<3.7.0` |
| **Default Pipeline** | `transformer`, `parser`, `trainable_lemmatizer`, `tagger`, `morphologizer` |
| **Components** | `transformer`, `parser`, `trainable_lemmatizer`, `tagger`, `morphologizer` |
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
| **Sources** | n/a |
| **License** | n/a |
| **Author** | [n/a]() |
### Label Scheme
<details>
<summary>View label scheme (293 labels for 3 components)</summary>
| Component | Labels |
| --- | --- |
| **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `dislocated`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `obl:npmod`, `parataxis`, `punct`, `vocative`, `xcomp` |
| **`tagger`** | `AAOR`, `ACAUS`, `ACOND`, `ACOND_PPERS`, `ACOND_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Number=Plur\|Person=1\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Number=Plur\|Person=2\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Number=Plur\|Person=3\|PronType=Prs`, `ACOND_PPERS__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `ACONJ`, `ACONJ_PPERS`, `ACONJ_PPERS__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `ADV`, `ADV__Foreign=Yes`, `AFUTCONJ`, `AJUS`, `ALIM`, `ANEGAOR__Polarity=Neg`, `ANEGJUS__Polarity=Neg`, `ANEGOPT__Polarity=Neg`, `ANEGPST_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|Polarity=Neg\|PronType=Prs`, `ANEGPST__Polarity=Neg`, `ANY__Polarity=Neg`, `AOPT`, `AOPT_PPERS`, `AOPT_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `AOPT_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `AOPT_PPERS__Definite=Def\|Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `AOPT_PPERS__Definite=Def\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `AOPT_PPERS__Definite=Def\|Number=Plur\|Person=2\|PronType=Prs`, `AOPT_PPERS__Definite=Def\|Number=Plur\|Person=3\|PronType=Prs`, `AOPT_PPERS__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `APREC`, `APST`, `APST_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `ART`, `ART__Definite=Def\|Gender=Fem\|Number=Sing\|PronType=Art`, `ART__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Art`, `ART__Definite=Def\|Number=Plur\|PronType=Art`, `ART__Definite=Ind\|Number=Sing\|PronType=Art`, `ART__PronType=Art`, `CCIRC`, `CCIRC_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `CCIRC_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `CFOC`, `CFOC_PPERS`, `CFOC_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `CONJ`, `CONJ__Foreign=Yes`, `CONJ__Foreign=Yes\|Polarity=Neg`, `COP__Gender=Fem\|Number=Sing`, `COP__Gender=Masc\|Number=Sing`, `COP__Number=Plur`, `CPRET`, `CPRET_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `CREL`, `CREL_PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `EXIST`, `EXIST__Foreign=Yes`, `EXIST__Polarity=Neg`, `FM`, `FM__Foreign=Yes`, `FM__Foreign=Yes\|Polarity=Neg`, `FM__Polarity=Neg`, `FUT`, `IMOD`, `IMOD_PPERO__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `IMOD__Definite=Def\|PronType=Prs\|Reflex=Yes`, `IMOD__PronType=Tot`, `N`, `NEG__Foreign=Yes\|Polarity=Neg`, `NEG__Polarity=Neg`, `NPROP`, `NPROP__Foreign=Yes`, `NUM__Foreign=Yes\|NumType=Card`, `NUM__NumType=Card`, `N_PPERO__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `N_PPERO__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `N__Foreign=Yes`, `N__PronType=Rcp`, `PDEM`, `PDEM__Definite=Def\|Foreign=Yes\|Number=Plur\|PronType=Dem`, `PDEM__Definite=Def\|Gender=Fem\|Number=Sing\|PronType=Dem`, `PDEM__Definite=Def\|Gender=Masc\|Number=Sing\|PronType=Dem`, `PDEM__Definite=Def\|Number=Plur\|PronType=Dem`, `PINT__PronType=Ind`, `PINT__PronType=Int`, `PPERI__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `PPERI__Definite=Def\|Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `PPERI__Definite=Def\|Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `PPERI__Definite=Def\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PPERI__Definite=Def\|Number=Plur\|Person=1\|PronType=Prs`, `PPERI__Definite=Def\|Number=Plur\|Person=2\|PronType=Prs`, `PPERI__Definite=Def\|Number=Plur\|Person=3\|PronType=Prs`, `PPERI__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `PPERO`, `PPERO__Definite=Def\|Foreign=Yes\|Number=Plur\|Person=3\|PronType=Prs`, `PPERO__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `PPERO__Definite=Def\|Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `PPERO__Definite=Def\|Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `PPERO__Definite=Def\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PPERO__Definite=Def\|Number=Plur\|Person=1\|PronType=Prs`, `PPERO__Definite=Def\|Number=Plur\|Person=2\|PronType=Prs`, `PPERO__Definite=Def\|Number=Plur\|Person=3\|PronType=Prs`, `PPERO__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `PPERO__Definite=Def\|Poss=Yes\|PronType=Prs`, `PPERS`, `PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `PPERS__Definite=Def\|Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `PPERS__Definite=Def\|Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `PPERS__Definite=Def\|Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `PPERS__Definite=Def\|Number=Plur\|Person=1\|PronType=Prs`, `PPERS__Definite=Def\|Number=Plur\|Person=2\|PronType=Prs`, `PPERS__Definite=Def\|Number=Plur\|Person=3\|PronType=Prs`, `PPERS__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `PPOS`, `PPOS__Definite=Def\|Gender=Fem\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Plur\|Person=1\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Plur\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Plur\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Sing\|Person=1\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Fem\|Number=Sing\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Plur\|Person=1\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Plur\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Plur\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Sing\|Person=1\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender=Masc\|Number=Sing\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender[psor]=Fem\|Number=Plur\|Number[psor]=Sing\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender[psor]=Fem\|Number=Plur\|Number[psor]=Sing\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender[psor]=Masc\|Number=Plur\|Number[psor]=Sing\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Gender[psor]=Masc\|Number=Plur\|Number[psor]=Sing\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Number=Plur\|Number[psor]=Plur\|Person=1\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Number=Plur\|Number[psor]=Plur\|Person=2\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Number=Plur\|Number[psor]=Plur\|Person=3\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Number=Plur\|Number[psor]=Sing\|Person=1\|Poss=Yes\|PronType=Prs`, `PPOS__Definite=Def\|Number=Plur\|Poss=Yes\|PronType=Prs`, `PREP`, `PREP_PPERO`, `PREP_PPERO__Definite=Def\|Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `PREP_PPERO__Definite=Def\|Number=Sing\|Person=1\|PronType=Prs`, `PREP__Foreign=Yes`, `PTC`, `PTC__Foreign=Yes`, `PTC__Polarity=Neg`, `PUNCT`, `UNKNOWN`, `UNKNOWN__Foreign=Yes`, `VBD__VerbForm=Fin`, `VIMP__Foreign=Yes\|VerbForm=Fin`, `VIMP__VerbForm=Fin`, `VSTAT__VerbForm=Fin`, `V_PPERO__VerbForm=Fin`, `V__Foreign=Yes\|VerbForm=Fin`, `V__Foreign=Yes\|VerbForm=Inf`, `V__VerbForm=Fin`, `V__VerbForm=Inf` |
| **`morphologizer`** | `POS=AUX`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=VERB\|VerbForm=Fin`, `POS=ADP`, `POS=PUNCT`, `Foreign=Yes\|POS=PART`, `POS=PART`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Foreign=Yes\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `POS=NOUN`, `POS=CCONJ`, `POS=SCONJ`, `POS=ADV`, `POS=VERB`, `Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PRON\|PronType=Int`, `POS=AUX\|Polarity=Neg`, `Definite=Def\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Foreign=Yes\|POS=CCONJ`, `Definite=Def\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Foreign=Yes\|POS=VERB\|VerbForm=Fin`, `Foreign=Yes\|POS=PROPN`, `Definite=Def\|Gender=Fem\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=VERB\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Definite=Def\|Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=NOUN\|PronType=Rcp`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `POS=ADV\|PronType=Tot`, `Definite=Def\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=PROPN`, `Definite=Def\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=ADV\|Polarity=Neg`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Dem`, `POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender[psor]=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=VERB\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Gender[psor]=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `NumType=Card\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender[psor]=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Def\|POS=ADV\|PronType=Prs\|Reflex=Yes`, `Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=AUX\|VerbForm=Fin`, `Foreign=Yes\|POS=ADV`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET\|PronType=Art`, `Foreign=Yes\|POS=ADP`, `Number=Plur\|POS=PRON`, `Foreign=Yes\|POS=SCONJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON`, `POS=X`, `Definite=Def\|Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Foreign=Yes\|POS=CCONJ\|Polarity=Neg`, `Foreign=Yes\|POS=VERB\|VerbForm=Inf`, `Definite=Def\|Gender[psor]=Fem\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `POS=ADJ`, `POS=DET`, `Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=PRON`, `Foreign=Yes\|POS=ADV\|Polarity=Neg`, `Definite=Def\|Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Masc\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=PRON\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Gender[psor]=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Foreign=Yes\|POS=X`, `Definite=Def\|Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Foreign=Yes\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Def\|Gender[psor]=Fem\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=X\|Polarity=Neg`, `POS=ADV\|PronType=Int`, `Definite=Def\|Foreign=Yes\|Number=Plur\|POS=DET\|PronType=Dem`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=2\|Polarity=Neg\|PronType=Prs`, `Foreign=Yes\|POS=AUX`, `POS=PART\|Polarity=Neg`, `Foreign=Yes\|NumType=Card\|POS=NUM`, `Foreign=Yes\|POS=X\|Polarity=Neg`, `Foreign=Yes\|POS=SCONJ\|Polarity=Neg`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Foreign=Yes\|POS=ADJ` |
</details>
### Accuracy
| Type | Score |
| --- | --- |
| `DEP_UAS` | 2.43 |
| `DEP_LAS` | 2.19 |
| `SENTS_P` | 95.05 |
| `SENTS_R` | 97.69 |
| `SENTS_F` | 96.35 |
| `LEMMA_ACC` | 29.43 |
| `TAG_ACC` | 28.68 |
| `POS_ACC` | 28.93 |
| `MORPH_ACC` | 29.14 |
| `TRANSFORMER_LOSS` | 68087.86 |
| `PARSER_LOSS` | 43157.88 |
| `TRAINABLE_LEMMATIZER_LOSS` | 5961.08 |
| `TAGGER_LOSS` | 4684.65 |
| `MORPHOLOGIZER_LOSS` | 3294.98 |