xx_hbo_sigtyp_trf / README.md
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xx_hbo_sigtyp_trf-0.1.0: Update SIGTYP pipeline
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---
tags:
- spacy
- token-classification
language:
- multilingual
model-index:
- name: xx_hbo_sigtyp_trf
results:
- task:
name: TAG
type: token-classification
metrics:
- name: TAG (XPOS) Accuracy
type: accuracy
value: 0.1936213526
- task:
name: POS
type: token-classification
metrics:
- name: POS (UPOS) Accuracy
type: accuracy
value: 0.22483601
- task:
name: MORPH
type: token-classification
metrics:
- name: Morph (UFeats) Accuracy
type: accuracy
value: 0.2022166931
- task:
name: LEMMA
type: token-classification
metrics:
- name: Lemma Accuracy
type: accuracy
value: 0.0940963583
- task:
name: UNLABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Unlabeled Attachment Score (UAS)
type: f_score
value: 0.0622222222
- task:
name: LABELED_DEPENDENCIES
type: token-classification
metrics:
- name: Labeled Attachment Score (LAS)
type: f_score
value: 0.0502415459
- task:
name: SENTS
type: token-classification
metrics:
- name: Sentences F-Score
type: f_score
value: 0.3574660633
---
| Feature | Description |
| --- | --- |
| **Name** | `xx_hbo_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 (484 labels for 3 components)</summary>
| Component | Labels |
| --- | --- |
| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `case`, `cc`, `ccomp`, `compound:smixut`, `conj`, `cop`, `dep`, `det`, `discourse`, `dislocated`, `flat`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `orphan`, `parataxis`, `punct`, `xcomp` |
| **`tagger`** | `adjv__Gender=Fem\|Number=Plur`, `adjv__Gender=Fem\|Number=Plur\|NumType=Ord`, `adjv__Gender=Fem\|Number=Sing`, `adjv__Gender=Fem\|Number=Sing\|NumType=Ord`, `adjv__Gender=Masc\|Number=Plur`, `adjv__Gender=Masc\|Number=Plur\|NumType=Ord`, `adjv__Gender=Masc\|Number=Sing`, `adjv__Gender=Masc\|Number=Sing\|NumType=Ord`, `advb`, `art`, `art__PronType=Art`, `conj`, `inrg`, `intj`, `nega__Polarity=Neg`, `nmpr__Gender=Fem\|Number=Sing`, `nmpr__Gender=Masc\|Number=Plur`, `nmpr__Gender=Masc\|Number=Sing`, `nmpr__Number=Sing`, `prde__Gender=Fem\|Number=Sing\|PronType=Dem`, `prde__Gender=Masc\|Number=Sing\|PronType=Dem`, `prde__Number=Plur\|PronType=Dem`, `prep`, `prin__PronType=Int`, `prn__Gender=Fem\|Number=Plur\|Person=2\|PronType=Prs`, `prn__Gender=Fem\|Number=Plur\|Person=3\|PronType=Prs`, `prn__Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `prn__Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `prn__Gender=Masc\|Number=Plur\|Person=2\|PronType=Prs`, `prn__Gender=Masc\|Number=Plur\|Person=3\|PronType=Prs`, `prn__Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `prn__Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `prn__Number=Plur\|Person=1\|PronType=Prs`, `prn__Number=Sing\|Person=1\|PronType=Prs`, `prps__Gender=Fem\|Number=Plur\|Person=2\|PronType=Prs`, `prps__Gender=Fem\|Number=Plur\|Person=3\|PronType=Prs`, `prps__Gender=Fem\|Number=Sing\|Person=2\|PronType=Prs`, `prps__Gender=Fem\|Number=Sing\|Person=3\|PronType=Prs`, `prps__Gender=Masc\|Number=Plur\|Person=2\|PronType=Prs`, `prps__Gender=Masc\|Number=Plur\|Person=3\|PronType=Prs`, `prps__Gender=Masc\|Number=Sing\|Person=2\|PronType=Prs`, `prps__Gender=Masc\|Number=Sing\|Person=3\|PronType=Prs`, `prps__Number=Plur\|Person=1\|PronType=Prs`, `prps__Number=Sing\|Person=1\|PronType=Prs`, `punct`, `subs`, `subs__Gender=Fem\|Number=Dual`, `subs__Gender=Fem\|Number=Dual\|NumType=Card`, `subs__Gender=Fem\|Number=Plur`, `subs__Gender=Fem\|Number=Plur\|NumType=Card`, `subs__Gender=Fem\|Number=Sing`, `subs__Gender=Fem\|Number=Sing\|NumType=Card`, `subs__Gender=Masc\|Number=Dual`, `subs__Gender=Masc\|Number=Plur`, `subs__Gender=Masc\|Number=Plur\|NumType=Card`, `subs__Gender=Masc\|Number=Sing`, `subs__Gender=Masc\|Number=Sing\|NumType=Card`, `subs__Mood=Ind\|VerbForm=Fin`, `subs__Number=Dual\|NumType=Card`, `subs__Number=Sing`, `subs__Number=Sing\|NumType=Card`, `verb`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|Gender=Masc\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Imp\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|HebBinyan=PUAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Fem\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|HebBinyan=PUAL\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|Gender=Masc\|Mood=Ind\|Number=Sing\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PUAL\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Aspect=Perf\|HebBinyan=PUAL\|Mood=Ind\|Number=Sing\|Person=1\|VerbForm=Fin`, `verb__Aspect=Perf\|Mood=Ind\|Number=Plur\|Person=3\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=HIFIL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=HIFIL\|Number=Plur\|VerbForm=Part`, `verb__Gender=Fem\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=NIFAL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Fem\|HebBinyan=PAAL\|Mood=Imp\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=PAAL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=2\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=PAAL\|Number=Plur\|VerbForm=Part`, `verb__Gender=Fem\|HebBinyan=PAAL\|Number=Plur\|VerbForm=Part\|Voice=Pass`, `verb__Gender=Fem\|HebBinyan=PAAL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Fem\|HebBinyan=PAAL\|Number=Sing\|VerbForm=Part\|Voice=Pass`, `verb__Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|HebBinyan=PIEL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Fem\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Fem\|Number=Sing\|VerbForm=Part\|Voice=Pass`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Mood=Imp\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=2\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Number=Plur\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=HIFIL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=HITPAEL\|Mood=Imp\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HITPAEL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=HITPAEL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=NIFAL\|Mood=Imp\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=NIFAL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=NIFAL\|Number=Plur\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=NIFAL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=PAAL\|Mood=Imp\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PAAL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=2\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PAAL\|Number=Plur\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=PAAL\|Number=Plur\|VerbForm=Part\|Voice=Pass`, `verb__Gender=Masc\|HebBinyan=PAAL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=PAAL\|Number=Sing\|VerbForm=Part\|Voice=Pass`, `verb__Gender=Masc\|HebBinyan=PIEL\|Mood=Imp\|Number=Plur\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PIEL\|Mood=Imp\|Number=Sing\|Person=2\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=2\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=2\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|HebBinyan=PIEL\|Number=Plur\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=PIEL\|Number=Sing\|VerbForm=Part`, `verb__Gender=Masc\|HebBinyan=PUAL\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|Mood=Ind\|Number=Plur\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|Mood=Ind\|Number=Sing\|Person=3\|Tense=Past\|VerbForm=Fin`, `verb__Gender=Masc\|Number=Plur\|VerbForm=Part\|Voice=Pass`, `verb__Gender=Masc\|Number=Sing\|VerbForm=Part\|Voice=Pass`, `verb__HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__HebBinyan=HIFIL\|VerbForm=Inf`, `verb__HebBinyan=HITPAEL\|VerbForm=Inf`, `verb__HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__HebBinyan=NIFAL\|VerbForm=Inf`, `verb__HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__HebBinyan=PAAL\|VerbForm=Inf`, `verb__HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__HebBinyan=PIEL\|VerbForm=Inf`, `verb__Mood=Ind\|Number=Sing\|Person=1\|Tense=Past\|VerbForm=Fin`, `verb__VerbForm=Inf` |
| **`morphologizer`** | `POS=CCONJ`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=ADP`, `POS=PUNCT`, `POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=SCONJ`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|HebBinyan=PIEL\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `HebBinyan=PAAL\|POS=VERB\|VerbForm=Inf`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=ADV\|Polarity=Neg`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Aspect=Imp\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Number=Plur\|POS=NOUN\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=ADV`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Aspect=Perf\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|HebBinyan=NIFAL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `POS=PART`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Dual\|POS=NOUN`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HIFIL\|Number=Plur\|POS=VERB\|VerbForm=Part`, `POS=INTJ`, `Aspect=Perf\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `HebBinyan=HITPAEL\|POS=VERB\|VerbForm=Inf`, `Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HIFIL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Dual\|POS=NOUN`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `HebBinyan=HIFIL\|POS=VERB\|VerbForm=Inf`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Number=Sing\|POS=NOUN\|VerbForm=Part`, `Number=Plur\|POS=PRON\|PronType=Dem`, `NumType=Card\|Number=Dual\|POS=NUM`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PUAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HITPAEL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|HebBinyan=HIFIL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|HebBinyan=HIFIL\|Number=Plur\|POS=NOUN\|VerbForm=Part`, `Gender=Fem\|HebBinyan=PAAL\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|HebBinyan=PIEL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=NUM`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `HebBinyan=PAAL\|POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Aspect=Imp\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Imp\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `HebBinyan=PIEL\|POS=VERB\|VerbForm=Inf`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PUAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PUAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|NumType=Card\|Number=Dual\|POS=NUM`, `Aspect=Imp\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|VerbForm=Fin`, `HebBinyan=NIFAL\|POS=VERB\|VerbForm=Inf`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=NUM`, `Gender=Masc\|HebBinyan=PAAL\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|HebBinyan=PAAL\|Number=Sing\|POS=NOUN\|VerbForm=Part\|Voice=Pass`, `Aspect=Perf\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HIFIL\|Number=Sing\|POS=NOUN\|VerbForm=Part`, `Gender=Masc\|HebBinyan=HIFIL\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=HIFIL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Number=Sing\|POS=NOUN\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Fem\|HebBinyan=PAAL\|Number=Sing\|POS=NOUN\|VerbForm=Part`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=NIFAL\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Aspect=Perf\|Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HITPAEL\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PAAL\|Number=Plur\|POS=NOUN\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|HebBinyan=HITPAEL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Number=Plur\|POS=NOUN\|VerbForm=Part`, `Gender=Masc\|HebBinyan=NIFAL\|Number=Plur\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=NIFAL\|Number=Sing\|POS=NOUN\|VerbForm=Part`, `Aspect=Perf\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Number=Plur\|POS=NOUN\|VerbForm=Part`, `Aspect=Perf\|HebBinyan=PUAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Number=Plur\|POS=NOUN\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|HebBinyan=HIFIL\|Number=Plur\|POS=NOUN\|VerbForm=Part`, `Aspect=Perf\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|Gender=Masc\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|HebBinyan=NIFAL\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=HIFIL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Number=Sing\|POS=NOUN\|VerbForm=Part\|Voice=Pass`, `Aspect=Imp\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Gender=Fem\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=PIEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PIEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Aspect=Imp\|Gender=Fem\|HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Aspect=Imp\|Gender=Masc\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=NUM`, `Gender=Masc\|HebBinyan=PAAL\|Number=Plur\|POS=VERB\|VerbForm=Part\|Voice=Pass`, `Aspect=Perf\|HebBinyan=HITPAEL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Perf\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|HebBinyan=PIEL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `POS=VERB\|VerbForm=Inf`, `Aspect=Perf\|HebBinyan=NIFAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Aspect=Imp\|Gender=Fem\|HebBinyan=PAAL\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Aspect=Perf\|HebBinyan=PUAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `HebBinyan=NIFAL\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=NUM`, `Gender=Fem\|HebBinyan=NIFAL\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Masc\|HebBinyan=NIFAL\|Number=Plur\|POS=NOUN\|VerbForm=Part` |
</details>
### Accuracy
| Type | Score |
| --- | --- |
| `DEP_UAS` | 6.22 |
| `DEP_LAS` | 5.02 |
| `SENTS_P` | 27.82 |
| `SENTS_R` | 50.00 |
| `SENTS_F` | 35.75 |
| `LEMMA_ACC` | 9.41 |
| `TAG_ACC` | 19.36 |
| `POS_ACC` | 22.48 |
| `MORPH_ACC` | 20.22 |
| `TRANSFORMER_LOSS` | 24129.83 |
| `PARSER_LOSS` | 40944.47 |
| `TRAINABLE_LEMMATIZER_LOSS` | 2637.32 |
| `TAGGER_LOSS` | 1303.54 |
| `MORPHOLOGIZER_LOSS` | 1270.39 |