xx_hbo_sigtyp_trf-0.1.0: Update SIGTYP pipeline

README.md

@@ -13,43 +13,57 @@ model-index:
     metrics:
     - name: TAG (XPOS) Accuracy
       type: accuracy
-      value: 0.1913594209
+      value: 0.1936213526
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.22483601
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.2022166931
   - task:
       name: LEMMA
       type: token-classification
     metrics:
     - name: Lemma Accuracy
       type: accuracy
-      value: 0.1008821534
+      value: 0.0940963583
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Attachment Score (UAS)
       type: f_score
-      value: 0.0602898551
+      value: 0.0622222222
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Attachment Score (LAS)
       type: f_score
-      value: 0.0483091787
+      value: 0.0502415459
   - task:
       name: SENTS
       type: token-classification
     metrics:
     - name: Sentences F-Score
       type: f_score
-      value: 0.6068601583
+      value: 0.3574660633
 ---
 | Feature | Description |
 | --- | --- |
 | **Name** | `xx_hbo_sigtyp_trf` |
 | **Version** | `0.1.0` |
 | **spaCy** | `>=3.6.1,<3.7.0` |
-| **Default Pipeline** | `transformer`, `parser`, `trainable_lemmatizer`, `tagger` |
-| **Components** | `transformer`, `parser`, `trainable_lemmatizer`, `tagger` |
+| **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 |
@@ -59,12 +73,13 @@ model-index:
 
 <details>
 
-<summary>View label scheme (245 labels for 2 components)</summary>
+<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>
 
@@ -72,14 +87,17 @@ model-index:
 
 | Type | Score |
 | --- | --- |
-| `DEP_UAS` | 6.03 |
-| `DEP_LAS` | 4.83 |
-| `SENTS_P` | 52.04 |
-| `SENTS_R` | 72.78 |
-| `SENTS_F` | 60.69 |
-| `LEMMA_ACC` | 10.09 |
-| `TAG_ACC` | 19.14 |
-| `TRANSFORMER_LOSS` | 22033.75 |
-| `PARSER_LOSS` | 27367.67 |
-| `TRAINABLE_LEMMATIZER_LOSS` | 1633.45 |
-| `TAGGER_LOSS` | 2051.87 |
+| `DEP_UAS` | 6.22 |
+| `DEP_LAS` | 5.02 |
+| `SENTS_P` | 27.82 |
+| `SENTS_R` | 50.00 |
+| `SENTS_F` | 35.75 |
+| `LEMMA_ACC` | 9.41 |
+| `TAG_ACC` | 19.36 |
+| `POS_ACC` | 22.48 |
+| `MORPH_ACC` | 20.22 |
+| `TRANSFORMER_LOSS` | 24129.83 |
+| `PARSER_LOSS` | 40944.47 |
+| `TRAINABLE_LEMMATIZER_LOSS` | 2637.32 |
+| `TAGGER_LOSS` | 1303.54 |
+| `MORPHOLOGIZER_LOSS` | 1270.39 |

config.cfg

@@ -10,7 +10,7 @@ seed = 42
 
 [nlp]
 lang = "xx"
-pipeline = ["transformer","parser","trainable_lemmatizer","tagger"]
+pipeline = ["transformer","parser","trainable_lemmatizer","tagger","morphologizer"]
 batch_size = 128
 disabled = []
 before_creation = null
@@ -20,6 +20,24 @@ 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
@@ -166,14 +184,17 @@ total_steps = 20000
 initial_rate = 0.00005
 
 [training.score_weights]
-dep_uas = 0.17
-dep_las = 0.17
+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 = 0.33
-tag_acc = 0.33
+lemma_acc = 0.17
+tag_acc = 0.17
+pos_acc = 0.25
+morph_acc = 0.25
+morph_per_feat = null
 
 [pretraining]
 

meta.json

@@ -267,26 +267,269 @@
       "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"
+    "tagger",
+    "morphologizer"
   ],
   "components":[
     "transformer",
     "parser",
     "trainable_lemmatizer",
-    "tagger"
+    "tagger",
+    "morphologizer"
   ],
   "disabled":[
 
   ],
   "performance":{
-    "dep_uas":0.0602898551,
-    "dep_las":0.0483091787,
+    "dep_uas":0.0622222222,
+    "dep_las":0.0502415459,
     "dep_las_per_type":{
       "cc":{
         "p":0.0,
@@ -294,14 +537,14 @@
         "f":0.0
       },
       "root":{
-        "p":0.2692307692,
-        "r":0.0886075949,
-        "f":0.1333333333
+        "p":0.1979166667,
+        "r":0.1202531646,
+        "f":0.1496062992
       },
       "nsubj":{
-        "p":0.3921568627,
-        "r":0.0735294118,
-        "f":0.1238390093
+        "p":0.5151515152,
+        "r":0.0625,
+        "f":0.1114754098
       },
       "case":{
         "p":1.0,
@@ -309,9 +552,9 @@
         "f":0.0087145969
       },
       "obj":{
-        "p":0.1818181818,
-        "r":0.0109289617,
-        "f":0.0206185567
+        "p":0.3,
+        "r":0.0163934426,
+        "f":0.0310880829
       },
       "mark":{
         "p":0.8421052632,
@@ -319,14 +562,14 @@
         "f":0.3137254902
       },
       "advmod":{
-        "p":0.6153846154,
-        "r":0.131147541,
-        "f":0.2162162162
+        "p":0.6923076923,
+        "r":0.1475409836,
+        "f":0.2432432432
       },
       "ccomp":{
-        "p":0.125,
-        "r":0.012987013,
-        "f":0.0235294118
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       },
       "obl":{
         "p":0.0,
@@ -339,9 +582,9 @@
         "f":0.0
       },
       "conj":{
-        "p":0.5714285714,
+        "p":0.48,
         "r":0.0377358491,
-        "f":0.0707964602
+        "f":0.0699708455
       },
       "dislocated":{
         "p":0.0,
@@ -354,19 +597,19 @@
         "f":0.0
       },
       "discourse":{
-        "p":0.5,
+        "p":0.3333333333,
         "r":0.0476190476,
-        "f":0.0869565217
+        "f":0.0833333333
       },
       "compound:smixut":{
-        "p":0.5476190476,
-        "r":0.1055045872,
-        "f":0.1769230769
+        "p":0.5555555556,
+        "r":0.1146788991,
+        "f":0.1901140684
       },
       "parataxis":{
-        "p":0.1875,
-        "r":0.0555555556,
-        "f":0.0857142857
+        "p":0.125,
+        "r":0.0185185185,
+        "f":0.0322580645
       },
       "xcomp":{
         "p":0.0,
@@ -374,9 +617,9 @@
         "f":0.0
       },
       "appos":{
-        "p":0.5185185185,
-        "r":0.1866666667,
-        "f":0.2745098039
+        "p":0.5925925926,
+        "r":0.2133333333,
+        "f":0.3137254902
       },
       "nmod":{
         "p":0.0,
@@ -384,9 +627,9 @@
         "f":0.0
       },
       "cop":{
-        "p":0.5,
-        "r":0.0357142857,
-        "f":0.0666666667
+        "p":0.6666666667,
+        "r":0.0714285714,
+        "f":0.1290322581
       },
       "acl":{
         "p":0.0,
@@ -399,9 +642,9 @@
         "f":0.0
       },
       "nummod":{
-        "p":0.875,
-        "r":0.2121212121,
-        "f":0.3414634146
+        "p":0.6,
+        "r":0.1818181818,
+        "f":0.2790697674
       },
       "vocative":{
         "p":0.0,
@@ -423,31 +666,96 @@
         "r":0.0,
         "f":0.0
       },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
       "flat":{
-        "p":1.0,
+        "p":0.5,
         "r":0.1666666667,
-        "f":0.2857142857
+        "f":0.25
       },
       "flat:name":{
         "p":0.0,
         "r":0.0,
         "f":0.0
+      }
+    },
+    "sents_p":0.2781690141,
+    "sents_r":0.5,
+    "sents_f":0.3574660633,
+    "lemma_acc":0.0940963583,
+    "tag_acc":0.1936213526,
+    "pos_acc":0.22483601,
+    "morph_acc":0.2022166931,
+    "morph_per_feat":{
+      "Gender":{
+        "p":0.8148984199,
+        "r":0.2091541136,
+        "f":0.3328722914
       },
-      "dep":{
+      "HebBinyan":{
+        "p":0.6571428571,
+        "r":0.1332046332,
+        "f":0.2215088283
+      },
+      "Mood":{
+        "p":0.7790697674,
+        "r":0.1466083151,
+        "f":0.2467771639
+      },
+      "Number":{
+        "p":0.915547025,
+        "r":0.2383808096,
+        "f":0.3782712133
+      },
+      "Person":{
+        "p":0.7413793103,
+        "r":0.1002331002,
+        "f":0.1765913758
+      },
+      "Tense":{
         "p":0.0,
         "r":0.0,
         "f":0.0
+      },
+      "VerbForm":{
+        "p":0.7452830189,
+        "r":0.1496212121,
+        "f":0.2492113565
+      },
+      "PronType":{
+        "p":0.9047619048,
+        "r":0.0610932476,
+        "f":0.1144578313
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.3461538462,
+        "f":0.5142857143
+      },
+      "Aspect":{
+        "p":0.7571428571,
+        "r":0.2960893855,
+        "f":0.4257028112
+      },
+      "NumType":{
+        "p":0.6842105263,
+        "r":0.26,
+        "f":0.3768115942
+      },
+      "Voice":{
+        "p":0.5,
+        "r":0.3333333333,
+        "f":0.4
       }
     },
-    "sents_p":0.520361991,
-    "sents_r":0.7278481013,
-    "sents_f":0.6068601583,
-    "lemma_acc":0.1008821534,
-    "tag_acc":0.1913594209,
-    "transformer_loss":220.337518194,
-    "parser_loss":273.6766829933,
-    "trainable_lemmatizer_loss":16.3345091687,
-    "tagger_loss":20.5187227235
+    "transformer_loss":241.2982792469,
+    "parser_loss":409.4446853418,
+    "trainable_lemmatizer_loss":26.3732156884,
+    "tagger_loss":13.0354101503,
+    "morphologizer_loss":12.7038878957
   },
   "requirements":[
     "spacy-transformers>=1.3.3,<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",
+    "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part|Voice=Pass":"Gender=Masc|HebBinyan=PAAL|Number=Sing|VerbForm=Part|Voice=Pass",
+    "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",
+    "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Aspect=Perf|HebBinyan=HIFIL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Aspect=Perf|HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+    "Aspect=Perf|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Aspect=Perf|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=2|VerbForm=Fin",
+    "HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=PIEL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=PIEL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|HebBinyan=HIFIL|Number=Sing|POS=NOUN|VerbForm=Part":"Gender=Masc|HebBinyan=HIFIL|Number=Sing|VerbForm=Part",
+    "Gender=Masc|HebBinyan=HIFIL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Gender=Masc|HebBinyan=HIFIL|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
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+    "Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
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+    "Gender=Fem|HebBinyan=NIFAL|Number=Sing|POS=VERB|VerbForm=Part":100,
+    "Gender=Masc|HebBinyan=NIFAL|Number=Plur|POS=NOUN|VerbForm=Part":92
+  },
+  "overwrite":true
+}

trainable_lemmatizer/model

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transformer/model

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+oid sha256:658853845fd50164e15d0ca01e2ccc70404b0e45036a3ce0d0eeecf25031534e
 size 509231398

vocab/strings.json

@@ -174,89 +174,184 @@
   "Art",
   "Aspect",
   "Aspect=Imp",
+  "Aspect=Imp|Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
   "Aspect=Imp|Gender=Fem|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
   "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+  "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|POS=VERB|Person=3|VerbForm=Fin",
   "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
   "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+  "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|POS=VERB|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
   "Aspect=Imp|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=2|VerbForm=Fin",
+  "Aspect=Imp|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
   "Aspect=Imp|Gender=Fem|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+  "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|POS=VERB|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=3|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",
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   "Aspect=Imp|Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
+  "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=2|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+  "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|POS=AUX|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
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   "Aspect=Imp|Gender=Masc|Mood=Ind|Number=Sing|Person=3|VerbForm=Fin",
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   "Aspect=Imp|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
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   "Aspect=Imp|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=1|VerbForm=Fin",
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   "Aspect=Imp|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
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+  "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=1|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=1|VerbForm=Fin",
   "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+  "Aspect=Perf|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
+  "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|HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
   "Aspect=Perf|HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=3|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=PUAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
   "Aspect=Perf|HebBinyan=PUAL|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
+  "Aspect=Perf|HebBinyan=PUAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
   "Aspect=Perf|HebBinyan=PUAL|Mood=Ind|Number=Sing|Person=1|VerbForm=Fin",
+  "Aspect=Perf|Mood=Ind|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
   "Aspect=Perf|Mood=Ind|Number=Plur|Person=3|VerbForm=Fin",
   "C",
   "C++",
@@ -269,93 +364,205 @@
   "G",
   "Gender",
   "Gender=Fem",
+  "Gender=Fem|HebBinyan=HIFIL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Fem|HebBinyan=HIFIL|Mood=Imp|Number=Sing|Person=2|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",
+  "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=Fem|HebBinyan=HIFIL|Number=Plur|POS=NOUN|VerbForm=Part",
   "Gender=Fem|HebBinyan=HIFIL|Number=Plur|VerbForm=Part",
   "Gender=Fem|HebBinyan=HITPAEL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=HITPAEL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=HITPAEL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=NIFAL|Number=Plur|VerbForm=Part",
+  "Gender=Fem|HebBinyan=NIFAL|Number=Sing|POS=VERB|VerbForm=Part",
   "Gender=Fem|HebBinyan=NIFAL|Number=Sing|VerbForm=Part",
+  "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",
+  "Gender=Fem|HebBinyan=PAAL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Fem|HebBinyan=PAAL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|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|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
   "Gender=Fem|HebBinyan=PAAL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Fem|HebBinyan=PAAL|Number=Plur|POS=NOUN|VerbForm=Part",
+  "Gender=Fem|HebBinyan=PAAL|Number=Plur|POS=NOUN|VerbForm=Part|Voice=Pass",
+  "Gender=Fem|HebBinyan=PAAL|Number=Plur|POS=VERB|VerbForm=Part",
   "Gender=Fem|HebBinyan=PAAL|Number=Plur|VerbForm=Part",
   "Gender=Fem|HebBinyan=PAAL|Number=Plur|VerbForm=Part|Voice=Pass",
+  "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part",
+  "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part|Voice=Pass",
+  "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part",
+  "Gender=Fem|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
   "Gender=Fem|HebBinyan=PAAL|Number=Sing|VerbForm=Part",
   "Gender=Fem|HebBinyan=PAAL|Number=Sing|VerbForm=Part|Voice=Pass",
+  "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=Fem|HebBinyan=PIEL|Number=Sing|POS=VERB|VerbForm=Part",
   "Gender=Fem|HebBinyan=PIEL|Number=Sing|VerbForm=Part",
+  "Gender=Fem|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Fem|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Fem|NumType=Card|Number=Dual",
+  "Gender=Fem|NumType=Card|Number=Dual|POS=NUM",
   "Gender=Fem|NumType=Card|Number=Plur",
+  "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
   "Gender=Fem|NumType=Card|Number=Sing",
+  "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
   "Gender=Fem|NumType=Ord|Number=Plur",
+  "Gender=Fem|NumType=Ord|Number=Plur|POS=NUM",
   "Gender=Fem|NumType=Ord|Number=Sing",
+  "Gender=Fem|NumType=Ord|Number=Sing|POS=NUM",
   "Gender=Fem|Number=Dual",
+  "Gender=Fem|Number=Dual|POS=NOUN",
   "Gender=Fem|Number=Plur",
+  "Gender=Fem|Number=Plur|POS=ADJ",
+  "Gender=Fem|Number=Plur|POS=NOUN",
+  "Gender=Fem|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+  "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
   "Gender=Fem|Number=Plur|Person=2|PronType=Prs",
   "Gender=Fem|Number=Plur|Person=3|PronType=Prs",
   "Gender=Fem|Number=Sing",
+  "Gender=Fem|Number=Sing|POS=ADJ",
+  "Gender=Fem|Number=Sing|POS=NOUN",
+  "Gender=Fem|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+  "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+  "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+  "Gender=Fem|Number=Sing|POS=PROPN",
+  "Gender=Fem|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
   "Gender=Fem|Number=Sing|Person=2|PronType=Prs",
   "Gender=Fem|Number=Sing|Person=3|PronType=Prs",
   "Gender=Fem|Number=Sing|PronType=Dem",
   "Gender=Fem|Number=Sing|VerbForm=Part|Voice=Pass",
   "Gender=Masc",
+  "Gender=Masc|HebBinyan=HIFIL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Masc|HebBinyan=HIFIL|Mood=Imp|Number=Plur|Person=2|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",
+  "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|HebBinyan=HIFIL|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+  "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=2|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=HIFIL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=HIFIL|Number=Plur|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=HIFIL|Number=Plur|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=HIFIL|Number=Plur|VerbForm=Part",
+  "Gender=Masc|HebBinyan=HIFIL|Number=Sing|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=HIFIL|Number=Sing|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=HIFIL|Number=Sing|VerbForm=Part",
+  "Gender=Masc|HebBinyan=HITPAEL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Masc|HebBinyan=HITPAEL|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=HITPAEL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Masc|HebBinyan=HITPAEL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=HITPAEL|Mood=Ind|Number=Plur|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=Masc|HebBinyan=HITPAEL|Number=Sing|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=HITPAEL|Number=Sing|VerbForm=Part",
+  "Gender=Masc|HebBinyan=NIFAL|Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Masc|HebBinyan=NIFAL|Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=NIFAL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Masc|HebBinyan=NIFAL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=NIFAL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+  "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=NIFAL|Number=Plur|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=NIFAL|Number=Plur|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=NIFAL|Number=Plur|VerbForm=Part",
+  "Gender=Masc|HebBinyan=NIFAL|Number=Sing|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=NIFAL|Number=Sing|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=NIFAL|Number=Sing|VerbForm=Part",
+  "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",
+  "Gender=Masc|HebBinyan=PAAL|Mood=Imp|Number=Sing|POS=AUX|Person=2|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",
+  "Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+  "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",
+  "Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=PAAL|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+  "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=2|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=PAAL|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|POS=NOUN|VerbForm=Part|Voice=Pass",
+  "Gender=Masc|HebBinyan=PAAL|Number=Plur|POS=VERB|VerbForm=Part",
+  "Gender=Masc|HebBinyan=PAAL|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass",
   "Gender=Masc|HebBinyan=PAAL|Number=Plur|VerbForm=Part",
   "Gender=Masc|HebBinyan=PAAL|Number=Plur|VerbForm=Part|Voice=Pass",
+  "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=NOUN|VerbForm=Part|Voice=Pass",
+  "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part",
+  "Gender=Masc|HebBinyan=PAAL|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
   "Gender=Masc|HebBinyan=PAAL|Number=Sing|VerbForm=Part",
   "Gender=Masc|HebBinyan=PAAL|Number=Sing|VerbForm=Part|Voice=Pass",
+  "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",
+  "Gender=Masc|HebBinyan=PIEL|Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
   "Gender=Masc|HebBinyan=PIEL|Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=2|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|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=2|Tense=Past|VerbForm=Fin",
   "Gender=Masc|HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Masc|HebBinyan=PIEL|Number=Plur|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=PIEL|Number=Plur|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=PIEL|Number=Plur|VerbForm=Part",
+  "Gender=Masc|HebBinyan=PIEL|Number=Sing|POS=NOUN|VerbForm=Part",
+  "Gender=Masc|HebBinyan=PIEL|Number=Sing|POS=VERB|VerbForm=Part",
   "Gender=Masc|HebBinyan=PIEL|Number=Sing|VerbForm=Part",
+  "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|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Masc|Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+  "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
   "Gender=Masc|NumType=Card|Number=Plur",
+  "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
   "Gender=Masc|NumType=Card|Number=Sing",
+  "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
   "Gender=Masc|NumType=Ord|Number=Plur",
+  "Gender=Masc|NumType=Ord|Number=Plur|POS=NUM",
   "Gender=Masc|NumType=Ord|Number=Sing",
+  "Gender=Masc|NumType=Ord|Number=Sing|POS=NUM",
   "Gender=Masc|Number=Dual",
+  "Gender=Masc|Number=Dual|POS=NOUN",
   "Gender=Masc|Number=Plur",
+  "Gender=Masc|Number=Plur|POS=ADJ",
+  "Gender=Masc|Number=Plur|POS=NOUN",
+  "Gender=Masc|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+  "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+  "Gender=Masc|Number=Plur|POS=PROPN",
+  "Gender=Masc|Number=Plur|POS=VERB|VerbForm=Part|Voice=Pass",
   "Gender=Masc|Number=Plur|Person=2|PronType=Prs",
   "Gender=Masc|Number=Plur|Person=3|PronType=Prs",
   "Gender=Masc|Number=Plur|VerbForm=Part",
   "Gender=Masc|Number=Plur|VerbForm=Part|Voice=Pass",
   "Gender=Masc|Number=Sing",
+  "Gender=Masc|Number=Sing|POS=ADJ",
+  "Gender=Masc|Number=Sing|POS=NOUN",
+  "Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+  "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+  "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+  "Gender=Masc|Number=Sing|POS=PROPN",
+  "Gender=Masc|Number=Sing|POS=VERB|VerbForm=Part|Voice=Pass",
   "Gender=Masc|Number=Sing|Person=2|PronType=Prs",
   "Gender=Masc|Number=Sing|Person=3|PronType=Prs",
   "Gender=Masc|Number=Sing|PronType=Dem",
@@ -363,20 +570,32 @@
   "H",
   "HebBinyan",
   "HebBinyan=HIFIL",
+  "HebBinyan=HIFIL|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
   "HebBinyan=HIFIL|Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
+  "HebBinyan=HIFIL|POS=VERB|VerbForm=Inf",
   "HebBinyan=HIFIL|VerbForm=Inf",
   "HebBinyan=HITPAEL",
+  "HebBinyan=HITPAEL|POS=VERB|VerbForm=Inf",
   "HebBinyan=HITPAEL|VerbForm=Inf",
   "HebBinyan=NIFAL",
+  "HebBinyan=NIFAL|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
   "HebBinyan=NIFAL|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
+  "HebBinyan=NIFAL|POS=VERB|VerbForm=Inf",
   "HebBinyan=NIFAL|VerbForm=Inf",
   "HebBinyan=PAAL",
+  "HebBinyan=PAAL|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
   "HebBinyan=PAAL|Mood=Ind|Number=Plur|Person=1|Tense=Past|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",
+  "HebBinyan=PAAL|POS=AUX|VerbForm=Inf",
+  "HebBinyan=PAAL|POS=VERB|VerbForm=Inf",
   "HebBinyan=PAAL|VerbForm=Inf",
   "HebBinyan=PIEL",
+  "HebBinyan=PIEL|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
   "HebBinyan=PIEL|Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
+  "HebBinyan=PIEL|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
   "HebBinyan=PIEL|Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
+  "HebBinyan=PIEL|POS=VERB|VerbForm=Inf",
   "HebBinyan=PIEL|VerbForm=Inf",
   "HebBinyan=PUAL",
   "Inf",
@@ -387,21 +606,30 @@
   "Mood",
   "Mood=Imp",
   "Mood=Ind",
+  "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
   "Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
+  "Mood=Ind|POS=VERB|VerbForm=Fin",
   "Mood=Ind|VerbForm=Fin",
   "N",
   "Neg",
   "NumType",
   "NumType=Card",
   "NumType=Card|Number=Dual",
+  "NumType=Card|Number=Dual|POS=NUM",
   "NumType=Card|Number=Sing",
+  "NumType=Card|Number=Sing|POS=NUM",
   "NumType=Ord",
   "Number",
   "Number=Dual",
   "Number=Plur",
+  "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+  "Number=Plur|POS=PRON|PronType=Dem",
   "Number=Plur|Person=1|PronType=Prs",
   "Number=Plur|PronType=Dem",
   "Number=Sing",
+  "Number=Sing|POS=NOUN",
+  "Number=Sing|POS=PRON|Person=1|PronType=Prs",
+  "Number=Sing|POS=PROPN",
   "Number=Sing|Person=1|PronType=Prs",
   "O",
   "O.O",
@@ -411,6 +639,25 @@
   "O_o",
   "Ord",
   "P",
+  "POS=ADJ",
+  "POS=ADP",
+  "POS=ADV",
+  "POS=ADV|Polarity=Neg",
+  "POS=AUX",
+  "POS=CCONJ",
+  "POS=DET",
+  "POS=DET|PronType=Art",
+  "POS=INTJ",
+  "POS=NOUN",
+  "POS=NUM",
+  "POS=PART",
+  "POS=PRON",
+  "POS=PRON|PronType=Int",
+  "POS=PROPN",
+  "POS=PUNCT",
+  "POS=SCONJ",
+  "POS=VERB",
+  "POS=VERB|VerbForm=Inf",
   "Person",
   "Person=1",
   "Person=2",
@@ -8849,6 +9096,7 @@
   "\u05d0\u05b6\u05dc\u05be\u05d0\u05d1\u05d4\u05d9\u05d0",
   "\u05d0\u05b6\u05dc\u05be\u05d0\u05d1\u05d4\u05dd",
   "\u05d0\u05b6\u05dc\u05be\u05d0\u05d1\u05d4\u05dd\u05c3",
+  "\u05d0\u05b6\u05dc\u05be\u05d0\u05d1\u05e8\u05d4\u05dd",
   "\u05d0\u05b6\u05dc\u05be\u05d0\u05d3\u05d5\u05df\u05d0\u05e0\u05d9",
   "\u05d0\u05b6\u05dc\u05be\u05d0\u05d7\u05d0\u05ea\u05d4",
   "\u05d0\u05b6\u05dc\u05be\u05d0\u05d7\u05d4\u05d5\u05d0",
@@ -9358,7 +9606,6 @@
   "\u05d0\u05b6\u05ea\u05be\u05e4\u05b8\u05bc\u05bd\u05dc\u05b6\u05d2\u05c3",
   "\u05d0\u05b6\u05ea\u05be\u05e4\u05d4\u05d4\u05d9\u05d0",
   "\u05d0\u05b6\u05ea\u05be\u05e4\u05d4\u05d4\u05d9\u05d0\u05c3",
-  "\u05d0\u05b6\u05ea\u05be\u05e4\u05e0\u05d4",
   "\u05d0\u05b6\u05ea\u05be\u05e4\u05e0\u05d4\u05d4\u05d5\u05d0",
   "\u05d0\u05b6\u05ea\u05be\u05e6\u05b0\u05e8\u05b9\u05e8\u05b9\u05a7\u05d5\u05ea",
   "\u05d0\u05b6\u05ea\u05be\u05e6\u05b4\u05d9\u05d3\u05b9\u05a5\u05df",
@@ -9511,6 +9758,7 @@
   "\u05d0\u05b7\u05d7\u05b2\u05e8\u05b9\u05e0\u05b4\u0594\u05d9\u05dd",
   "\u05d0\u05b7\u05d7\u05b2\u05e8\u05b9\u05e0\u05b4\u05bd\u05d9\u05dd",
   "\u05d0\u05b7\u05d7\u05b2\u05e8\u05b9\u05e0\u05b4\u05bd\u05d9\u05dd\u05c3",
+  "\u05d0\u05b7\u05d7\u05b2\u05e8\u05d9",
   "\u05d0\u05b7\u05d7\u05b4\u0591\u05d9\u05dd",
   "\u05d0\u05b7\u05d7\u05b4\u0596\u05d9\u05dd",
   "\u05d0\u05b7\u05d7\u05b4\u05a7\u05d9\u05dd",
@@ -10889,7 +11137,6 @@
   "\u05d1\u05e0\u05d4",
   "\u05d1\u05e0\u05d7\u05dc\u05be\u05d2\u05b0\u05bc\u05e8\u05b8\u0596\u05e8",
   "\u05d1\u05e0\u05d7\u05dc\u05d4\u05d4\u05dd\u05c3",
-  "\u05d1\u05e0\u05d9",
   "\u05d1\u05e0\u05d9\u05de\u05df",
   "\u05d1\u05e0\u05e1\u05e2\u05d4\u05dd",
   "\u05d1\u05e0\u05e2\u05e8\u05d4",
@@ -14244,7 +14491,6 @@
   "\u05d9\u05b0\u05de\u05b5\u05d9\u05be\u05d0\u05b8\u05d3\u05b8\u0597\u05dd",
   "\u05d9\u05b0\u05de\u05b5\u05d9\u05be\u05ea\u05b6\u0594\u05e8\u05b7\u05d7",
   "\u05d9\u05b0\u05de\u05d5\u05bc\u05d0\u05b5\u05a7\u05dc",
-  "\u05d9\u05b0\u05de\u05d9",
   "\u05d9\u05b0\u05e0\u05b7\u05d7\u05b5\u0596\u05e9\u05c1",
   "\u05d9\u05b0\u05e0\u05b7\u05d7\u05b5\u059b\u05e9\u05c1",
   "\u05d9\u05b0\u05e2\u059b\u05d5\u05bc\u05e9\u05c1",
@@ -14640,7 +14886,6 @@
   "\u05d9\u05b8\u05e6\u05b8\u05d0\u0599",
   "\u05d9\u05b8\u05e6\u05b9\u05a4\u05d0",
   "\u05d9\u05b8\u05e6\u05b9\u05d5\u05d0\u0599",
-  "\u05d9\u05b8\u05e6\u05d0",
   "\u05d9\u05b8\u05e7\u05b0\u05d8\u05b8\u05bd\u05df",
   "\u05d9\u05b8\u05e7\u05b0\u05d8\u05b8\u05bd\u05df\u05c3",
   "\u05d9\u05b8\u05e7\u05b0\u05e9\u05b8\u05c1\u0594\u05df",
@@ -14790,7 +15035,6 @@
   "\u05d9\u05d5\u05d1\u05dc",
   "\u05d9\u05d5\u05da",
   "\u05d9\u05d5\u05dd",
-  "\u05d9\u05d5\u05dd\u05c0",
   "\u05d9\u05d5\u05dd\u05d0\u05e0\u05d9",
   "\u05d9\u05d5\u05dd\u05d4\u05d5\u05d0",
   "\u05d9\u05d5\u05dd\u05d4\u05d9\u05d0",
@@ -16531,6 +16775,7 @@
   "\u05de\u05b8\u05e6\u05b8\u05bd\u05d0",
   "\u05de\u05b8\u05e6\u05b8\u05bd\u05d0\u05c3",
   "\u05de\u05b8\u05e6\u05b8\u05d0\u0599",
+  "\u05de\u05b8\u05e6\u05d0",
   "\u05de\u05b8\u05e7\u05b9\u0596\u05d5\u05dd",
   "\u05de\u05b8\u05e7\u05b9\u05a3\u05d5\u05dd",
   "\u05de\u05b8\u05e8\u05b8\u0594\u05d0",
@@ -17807,7 +18052,6 @@
   "\u05e2\u05b7\u05dc\u05be\u05d2\u05d7\u05d5\u05df\u05d0\u05ea\u05d4",
   "\u05e2\u05b7\u05dc\u05be\u05d3\u05b0\u05bc\u05d1\u05b7\u05a4\u05e8",
   "\u05e2\u05b7\u05dc\u05be\u05d3\u05b0\u05bc\u05d1\u05b7\u05a5\u05e8",
-  "\u05e2\u05b7\u05dc\u05be\u05d3\u05b0\u05bc\u05d1\u05e8",
   "\u05e2\u05b7\u05dc\u05be\u05d3\u05b6\u05bc\u05a3\u05e8\u05b6\u05da\u05b0",
   "\u05e2\u05b7\u05dc\u05be\u05d4\u05d0\u05d3\u05dd",
   "\u05e2\u05b7\u05dc\u05be\u05d4\u05d0\u05d3\u05de\u05d4\u05c3",
@@ -17879,8 +18123,10 @@
   "\u05e2\u05b7\u05dc\u05be\u05e4\u05b4\u05bc\u0596\u05d9",
   "\u05e2\u05b7\u05dc\u05be\u05e4\u05b4\u05bc\u05a3\u05d9",
   "\u05e2\u05b7\u05dc\u05be\u05e4\u05b4\u05bc\u05a5\u05d9",
+  "\u05e2\u05b7\u05dc\u05be\u05e4\u05e0\u05d4",
   "\u05e2\u05b7\u05dc\u05be\u05e4\u05e0\u05d4\u05d4\u05d5\u05d0",
   "\u05e2\u05b7\u05dc\u05be\u05e4\u05e0\u05d4\u05d4\u05d9\u05d0",
+  "\u05e2\u05b7\u05dc\u05be\u05e4\u05e0\u05d9",
   "\u05e2\u05b7\u05dc\u05be\u05e6\u05b7\u05d5\u05b0\u05bc\u05d0\u05e8\u05b5\u05a5\u05d9",
   "\u05e2\u05b7\u05dc\u05be\u05e6\u05b9\u05a5\u05d0\u05df",
   "\u05e2\u05b7\u05dc\u05be\u05e6\u05d5\u05d0\u05e8\u05d4\u05d5\u05d0",
@@ -18911,7 +19157,7 @@
   "\u05e8\u05b0\u05d1\u05b4\u05d9\u05e2\u05b4\u05bd\u05d9",
   "\u05e8\u05b0\u05d1\u05b4\u05d9\u05e2\u05b4\u05bd\u05d9\u05c3",
   "\u05e8\u05b0\u05d1\u05b8\u05d1\u05b8\u0591\u05d4",
-  "\u05e8\u05b0\u05d1\u05b8\u05d1\u05d4",
+  "\u05e8\u05b0\u05d1\u05d1\u05d4",
   "\u05e8\u05b0\u05d3\u05b8\u05a5\u05d4",
   "\u05e8\u05b0\u05d3\u05b9\u0596\u05e3",
   "\u05e8\u05b0\u05d3\u05d5\u05bc",

xx_hbo_sigtyp_trf-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:84c61482aecd6842ac837a82cc56a5eda31a2cb6630ce64599b4e7677d9906cc
-size 468853398
+oid sha256:77833a9ac976122a56885cb58262e359a5c81bb822658758e25fa859336876de
+size 469372912