he_hbo_sigtyp_trf-0.1.0: Update SIGTYP pipeline

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+he_hbo_sigtyp_trf-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+trainable_lemmatizer/model filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,103 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- he
+model-index:
+- name: he_hbo_sigtyp_trf
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.2225740783
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.2442886225
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.230264646
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.1253110156
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.0680193237
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.0568115942
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.8214285714
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `he_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` | 6.80 |
+| `DEP_LAS` | 5.68 |
+| `SENTS_P` | 77.53 |
+| `SENTS_R` | 87.34 |
+| `SENTS_F` | 82.14 |
+| `LEMMA_ACC` | 12.53 |
+| `TAG_ACC` | 22.26 |
+| `POS_ACC` | 24.43 |
+| `MORPH_ACC` | 23.03 |
+| `TRANSFORMER_LOSS` | 10434.50 |
+| `PARSER_LOSS` | 6745.68 |
+| `TRAINABLE_LEMMATIZER_LOSS` | 846.22 |
+| `TAGGER_LOSS` | 606.70 |
+| `MORPHOLOGIZER_LOSS` | 344.95 |

config.cfg

@@ -0,0 +1,211 @@
+[paths]
+train = "corpus/train/hbo_train.spacy"
+dev = "corpus/dev/hbo_valid.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 42
+
+[nlp]
+lang = "he"
+pipeline = ["transformer","parser","trainable_lemmatizer","tagger","morphologizer"]
+batch_size = 128
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+label_smoothing = 0.0
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 128
+maxout_pieces = 3
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.tagger]
+factory = "tagger"
+label_smoothing = 0.0
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.trainable_lemmatizer]
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.trainable_lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.trainable_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "ljvmiranda921/LiBERTus-base"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v3"
+console_output = true
+progress_bar = "eval"
+output_file = null
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+dep_uas = 0.09
+dep_las = 0.09
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+lemma_acc = 0.17
+tag_acc = 0.17
+pos_acc = 0.25
+morph_acc = 0.25
+morph_per_feat = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

he_hbo_sigtyp_trf-any-py3-none-any.whl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90ab1b0bdc323c5c78fff01e6e35532b63e99191f5de2880a3394aa6015ef405
+size 470521235

meta.json

@@ -0,0 +1,763 @@
+{
+  "lang":"he",
+  "name":"hbo_sigtyp_trf",
+  "version":"0.1.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.6.1,<3.7.0",
+  "spacy_git_version":"458bc5f45",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "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"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "parser",
+    "trainable_lemmatizer",
+    "tagger",
+    "morphologizer"
+  ],
+  "components":[
+    "transformer",
+    "parser",
+    "trainable_lemmatizer",
+    "tagger",
+    "morphologizer"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "dep_uas":0.0680193237,
+    "dep_las":0.0568115942,
+    "dep_las_per_type":{
+      "cc":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "root":{
+        "p":0.3703703704,
+        "r":0.0632911392,
+        "f":0.1081081081
+      },
+      "nsubj":{
+        "p":0.5238095238,
+        "r":0.0808823529,
+        "f":0.1401273885
+      },
+      "case":{
+        "p":0.5,
+        "r":0.0043763676,
+        "f":0.0086767896
+      },
+      "obj":{
+        "p":0.6666666667,
+        "r":0.0218579235,
+        "f":0.0423280423
+      },
+      "mark":{
+        "p":0.95,
+        "r":0.2289156627,
+        "f":0.3689320388
+      },
+      "advmod":{
+        "p":0.7692307692,
+        "r":0.1639344262,
+        "f":0.2702702703
+      },
+      "ccomp":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "obl":{
+        "p":0.3333333333,
+        "r":0.0068965517,
+        "f":0.0135135135
+      },
+      "det":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "conj":{
+        "p":0.55,
+        "r":0.034591195,
+        "f":0.0650887574
+      },
+      "dislocated":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "nmod:poss":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "discourse":{
+        "p":1.0,
+        "r":0.0476190476,
+        "f":0.0909090909
+      },
+      "compound:smixut":{
+        "p":0.7272727273,
+        "r":0.1467889908,
+        "f":0.2442748092
+      },
+      "parataxis":{
+        "p":0.2,
+        "r":0.0740740741,
+        "f":0.1081081081
+      },
+      "xcomp":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "appos":{
+        "p":0.5666666667,
+        "r":0.2266666667,
+        "f":0.3238095238
+      },
+      "nmod":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "cop":{
+        "p":1.0,
+        "r":0.0714285714,
+        "f":0.1333333333
+      },
+      "acl":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "advcl":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "nummod":{
+        "p":0.75,
+        "r":0.2727272727,
+        "f":0.4
+      },
+      "vocative":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "amod":{
+        "p":0.5,
+        "r":0.0666666667,
+        "f":0.1176470588
+      },
+      "csubj":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "orphan":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat":{
+        "p":1.0,
+        "r":0.1666666667,
+        "f":0.2857142857
+      },
+      "flat:name":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":0.7752808989,
+    "sents_r":0.8734177215,
+    "sents_f":0.8214285714,
+    "lemma_acc":0.1253110156,
+    "tag_acc":0.2225740783,
+    "pos_acc":0.2442886225,
+    "morph_acc":0.230264646,
+    "morph_per_feat":{
+      "Gender":{
+        "p":0.876744186,
+        "r":0.218424102,
+        "f":0.3497217069
+      },
+      "HebBinyan":{
+        "p":0.7924528302,
+        "r":0.1621621622,
+        "f":0.2692307692
+      },
+      "Mood":{
+        "p":0.8191489362,
+        "r":0.1684901532,
+        "f":0.279491833
+      },
+      "Number":{
+        "p":0.9516441006,
+        "r":0.2458770615,
+        "f":0.3907863384
+      },
+      "Person":{
+        "p":0.8294573643,
+        "r":0.1247086247,
+        "f":0.2168186424
+      },
+      "Tense":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "VerbForm":{
+        "p":0.8679245283,
+        "r":0.1742424242,
+        "f":0.2902208202
+      },
+      "PronType":{
+        "p":0.9361702128,
+        "r":0.0707395498,
+        "f":0.1315396114
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.3461538462,
+        "f":0.5142857143
+      },
+      "Aspect":{
+        "p":0.825,
+        "r":0.3687150838,
+        "f":0.5096525097
+      },
+      "NumType":{
+        "p":0.8095238095,
+        "r":0.34,
+        "f":0.4788732394
+      },
+      "Voice":{
+        "p":1.0,
+        "r":0.3333333333,
+        "f":0.5
+      }
+    },
+    "transformer_loss":104.3450405227,
+    "parser_loss":67.4568009346,
+    "trainable_lemmatizer_loss":8.4621836661,
+    "tagger_loss":6.0670140544,
+    "morphologizer_loss":3.449510535
+  },
+  "requirements":[
+    "spacy-transformers>=1.3.4,<1.4.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,487 @@
+{
+  "extend":false,
+  "label_smoothing":0.0,
+  "labels_morph":{
+    "POS=CCONJ":"",
+    "Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "POS=ADP":"",
+    "POS=PUNCT":"",
+    "POS=DET|PronType=Art":"PronType=Art",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "POS=SCONJ":"",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Gender=Masc|HebBinyan=PIEL|Number=Plur|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=PIEL|Number=Plur|VerbForm=Part",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Gender=Masc|Number=Plur|Person=2|PronType=Prs",
+    "HebBinyan=PAAL|POS=VERB|VerbForm=Inf":"HebBinyan=PAAL|VerbForm=Inf",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "Number=Sing|POS=PRON|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Gender=Fem|Number=Sing|Person=2|PronType=Prs",
+    "Aspect=Imp|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Imp|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Number=Plur|POS=NOUN|VerbForm=Part":"Gender=Masc|HebBinyan=PAAL|Number=Plur|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "POS=ADV":"",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Aspect=Perf|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Gender=Masc|HebBinyan=NIFAL|Number=Sing|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=NIFAL|Number=Sing|VerbForm=Part",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|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=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
+    "POS=PART":"",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Gender=Masc|Number=Sing|Person=2|PronType=Prs",
+    "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+    "Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Dual|POS=NOUN":"Gender=Fem|Number=Dual",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|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|Person=2|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=HIFIL|Number=Plur|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=HIFIL|Number=Plur|VerbForm=Part",
+    "POS=INTJ":"",
+    "Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=PAAL|Number=Sing|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Plur|VerbForm=Part|Voice=Pass",
+    "HebBinyan=HITPAEL|POS=VERB|VerbForm=Inf":"HebBinyan=HITPAEL|VerbForm=Inf",
+    "Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=HIFIL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=HIFIL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Dual|POS=NOUN":"Gender=Masc|Number=Dual",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "HebBinyan=HIFIL|POS=VERB|VerbForm=Inf":"HebBinyan=HIFIL|VerbForm=Inf",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part":"Gender=Masc|HebBinyan=PAAL|Number=Sing|VerbForm=Part",
+    "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
+    "NumType=Card|Number=Dual|POS=NUM":"NumType=Card|Number=Dual",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PUAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PUAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=HITPAEL|Number=Sing|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=HITPAEL|Number=Sing|VerbForm=Part",
+    "Gender=Masc|HebBinyan=HIFIL|Number=Sing|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=HIFIL|Number=Sing|VerbForm=Part",
+    "Gender=Masc|HebBinyan=HIFIL|Number=Plur|POS=NOUN|VerbForm=Part":"Gender=Masc|HebBinyan=HIFIL|Number=Plur|VerbForm=Part",
+    "Gender=Fem|HebBinyan=PAAL|Number=Plur|POS=VERB|VerbForm=Part":"Gender=Fem|HebBinyan=PAAL|Number=Plur|VerbForm=Part",
+    "Gender=Masc|HebBinyan=PIEL|Number=Sing|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=PIEL|Number=Sing|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Mood=Ind|POS=VERB|VerbForm=Fin":"Mood=Ind|VerbForm=Fin",
+    "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=1|VerbForm=Fin",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=NUM":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=PAAL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Gender=Fem|HebBinyan=PAAL|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "Aspect=Perf|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Perf|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+    "Aspect=Perf|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Perf|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Aspect=Imp|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Imp|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+    "Aspect=Perf|Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass":"Gender=Fem|HebBinyan=PAAL|Number=Sing|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part":"Gender=Fem|HebBinyan=PAAL|Number=Sing|VerbForm=Part",
+    "HebBinyan=PAAL|POS=AUX|VerbForm=Inf":"HebBinyan=PAAL|VerbForm=Inf",
+    "Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Sing|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
+    "Aspect=Imp|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Imp|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PIEL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=PIEL|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
+    "HebBinyan=PIEL|POS=VERB|VerbForm=Inf":"HebBinyan=PIEL|VerbForm=Inf",
+    "Aspect=Perf|Gender=Fem|HebBinyan=PUAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Fem|HebBinyan=PUAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PUAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Masc|HebBinyan=PUAL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "Aspect=Imp|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Aspect=Perf|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Gender=Fem|NumType=Card|Number=Dual|POS=NUM":"Gender=Fem|NumType=Card|Number=Dual",
+    "Aspect=Imp|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Aspect=Imp|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=1|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=2|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+    "HebBinyan=NIFAL|POS=VERB|VerbForm=Inf":"HebBinyan=NIFAL|VerbForm=Inf",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=NUM":"Gender=Masc|NumType=Ord|Number=Sing",
+    "Gender=Masc|HebBinyan=PAAL|Number=Plur|POS=VERB|VerbForm=Part":"Gender=Masc|HebBinyan=PAAL|Number=Plur|VerbForm=Part",
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+    "Aspect=Perf|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
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+    "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part|Voice=Pass":92,
+    "Aspect=Imp|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":87,
+    "Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "Aspect=Perf|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Aspect=Imp|Gender=Masc|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Aspect=Imp|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "Aspect=Imp|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass":100,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
+    "Aspect=Imp|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Fem|HebBinyan=HITPAEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Fem|Number=Plur|POS=PRON|Person=2|PronType=Prs":95,
+    "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":87,
+    "Aspect=Imp|Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=NUM":93,
+    "Gender=Masc|HebBinyan=PAAL|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass":100,
+    "Aspect=Perf|HebBinyan=HITPAEL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":100,
+    "Aspect=Perf|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Fem|HebBinyan=PIEL|Number=Sing|POS=VERB|VerbForm=Part":100,
+    "POS=VERB|VerbForm=Inf":100,
+    "Aspect=Perf|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":100,
+    "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "Aspect=Perf|HebBinyan=PUAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":100,
+    "HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=NUM":93,
+    "Gender=Fem|HebBinyan=NIFAL|Number=Sing|POS=VERB|VerbForm=Part":100,
+    "Gender=Masc|HebBinyan=NIFAL|Number=Plur|POS=NOUN|VerbForm=Part":92
+  },
+  "overwrite":true
+}

parser/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":30,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

parser/moves

@@ -0,0 +1 @@
+��moves�
�{"0":{"":13206},"1":{"":17050},"2":{"case":4178,"cc":3525,"det":1496,"punct":893,"mark":890,"nsubj":689,"advmod":525,"nummod":223,"obl":218,"cop":152,"discourse":134,"obj":111,"dislocated":64,"advcl":57,"dep":0},"3":{"punct":3113,"conj":2479,"obl":2372,"compound:smixut":1558,"nmod:poss":1549,"obj":1366,"nsubj":1324,"ccomp":582,"appos":468,"acl":434,"parataxis":410,"advcl":395,"advmod":164,"xcomp":146,"nmod":138,"amod":136,"det":99,"nummod":59,"flat":47,"orphan":43,"discourse":43,"dep":0},"4":{"ROOT":1263}}�cfg��neg_key�

tagger/cfg

@@ -0,0 +1,224 @@
+{
+  "label_smoothing":0.0,
+  "labels":[
+    "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"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

tokenizer

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trainable_lemmatizer/model

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transformer/cfg

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transformer/model

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vocab/key2row

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vocab/lookups.bin

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vocab/vectors.cfg

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