Update spaCy pipeline

.gitattributes

@@ -19,3 +19,4 @@
 *strings.json filter=lfs diff=lfs merge=lfs -text
 vectors filter=lfs diff=lfs merge=lfs -text
 model filter=lfs diff=lfs merge=lfs -text
+vocab/key2row filter=lfs diff=lfs merge=lfs -text

README.md

@@ -14,62 +14,62 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8742779079
+      value: 0.8750487405
     - name: NER Recall
       type: recall
-      value: 0.8732213169
+      value: 0.8748781724
     - name: NER F Score
       type: f_score
-      value: 0.873749293
+      value: 0.8749634482
   - task:
       name: TAG
       type: token-classification
     metrics:
     - name: TAG (XPOS) Accuracy
       type: accuracy
-      value: 0.9704322818
+      value: 0.9697568867
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9743866271
+      value: 0.9748797915
   - task:
       name: MORPH
       type: token-classification
     metrics:
     - name: Morph (UFeats) Accuracy
       type: accuracy
-      value: 0.971641724
+      value: 0.9723146067
   - task:
       name: LEMMA
       type: token-classification
     metrics:
     - name: Lemma Accuracy
       type: accuracy
-      value: 0.972232207
+      value: 0.9726815241
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Attachment Score (UAS)
       type: f_score
-      value: 0.9112894926
+      value: 0.9096053918
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Attachment Score (LAS)
       type: f_score
-      value: 0.8750192951
+      value: 0.8750321552
   - task:
       name: SENTS
       type: token-classification
     metrics:
     - name: Sentences F-Score
       type: f_score
-      value: 0.9718309859
+      value: 0.9771126761
 ---
 ### Details: https://spacy.io/models/it#it_core_news_md
 
@@ -78,8 +78,8 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 | Feature | Description |
 | --- | --- |
 | **Name** | `it_core_news_md` |
-| **Version** | `3.3.0` |
-| **spaCy** | `>=3.3.0.dev0,<3.4.0` |
+| **Version** | `3.4.0` |
+| **spaCy** | `>=3.4.0,<3.5.0` |
 | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
 | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
 | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
@@ -91,12 +91,12 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 
 <details>
 
-<summary>View label scheme (441 labels for 4 components)</summary>
+<summary>View label scheme (443 labels for 4 components)</summary>
 
 | Component | Labels |
 | --- | --- |
-| **`morphologizer`** | `POS=PROPN`, `POS=PUNCT`, `Gender=Masc\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADP`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=VERB\|VerbForm=Inf`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `NumType=Card\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Clitic=Yes\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Definite=Def\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=ADV`, `POS=NOUN`, `Number=Sing\|POS=NOUN`, `POS=VERB\|VerbForm=Ger`, `Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `POS=INTJ`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|POS=NOUN`, `POS=SCONJ`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=ADV\|PronType=Neg`, `Clitic=Yes\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Abs\|POS=ADV`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET\|PronType=Exc`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Number=Sing\|POS=ADP`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Foreign=Yes\|POS=X`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `POS=INTJ\|Polarity=Neg`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `POS=INTJ\|Polarity=Pos`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=DET\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Prs`, `Degree=Abs\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Clitic=Yes\|Gender=Fem\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Fem\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Degree=Abs\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Clitic=Yes\|POS=AUX\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADJ`, `NumType=Ord\|POS=ADJ`, `POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|POS=VERB\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=SYM`, `Clitic=Yes\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Degree=Abs\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Dem`, `POS=AUX\|VerbForm=Ger`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=PRON\|PronType=Ind`, `Clitic=Yes\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `POS=X`, `Gender=Masc\|POS=ADJ`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `POS=PART`, `Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Int`, `Clitic=Yes\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Rel`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Number=Sing\|POS=AUX\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `NumType=Range\|POS=NUM`, `Number=Plur\|POS=PRON\|PronType=Dem`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|POS=ADV\|PronType=Prs`, `Clitic=Yes\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PRON\|PronType=Rel`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Sing\|POS=AUX\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Ger`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Definite=Ind\|POS=DET\|PronType=Art`, `Clitic=Yes\|Gender=Fem,Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=DET\|PronType=Ind`, `Number=Plur\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=DET\|PronType=Tot`, `Clitic=Yes\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Clitic=Yes\|Gender=Fem,Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|Number=Plur\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=ADP`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=ADV\|Person=3\|PronType=Prs`, `Clitic=Yes\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=ADV\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Tot`, `POS=PRON\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=NUM`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Masc\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=NOUN\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Clitic=Yes\|Number=Plur\|POS=PRON\|PronType=Prs`, `Foreign=Yes\|Number=Sing\|POS=X`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=PRON\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `POS=SCONJ\|PronType=Rel`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Rel`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Ger`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Clitic=Yes\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP`, `Gender=Fem\|POS=ADJ`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=ADJ\|Poss=Yes\|PronType=Prs`, `Foreign=Yes\|POS=NOUN`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Number=Sing\|POS=X`, `Foreign=Yes\|Gender=Masc\|POS=X`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Prs`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Clitic=Yes\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|POS=DET`, `Definite=Def\|POS=DET`, `Foreign=Yes\|POS=PROPN`, `NumType=Card\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2`, `Clitic=Yes\|Number=Plur\|POS=AUX\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET`, `Number=Sing\|POS=DET`, `Gender=Masc\|Number=Sing\|POS=PRON`, `POS=DET` |
-| **`tagger`** | `A`, `AP`, `B`, `BN`, `B_PC`, `CC`, `CS`, `DD`, `DE`, `DI`, `DQ`, `DR`, `E`, `E_RD`, `FB`, `FC`, `FF`, `FS`, `I`, `N`, `NO`, `PART`, `PC`, `PC_PC`, `PD`, `PE`, `PI`, `PP`, `PQ`, `PR`, `RD`, `RI`, `S`, `SP`, `SW`, `SYM`, `T`, `V`, `VA`, `VA_PC`, `VM`, `VM_PC`, `VM_PC_PC`, `V_B`, `V_PC`, `V_PC_PC`, `X` |
+| **`morphologizer`** | `POS=PROPN`, `POS=PUNCT`, `Gender=Masc\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADP`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=VERB\|VerbForm=Inf`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `NumType=Card\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Clitic=Yes\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=SPACE`, `Definite=Def\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=ADV`, `POS=NOUN`, `Number=Sing\|POS=NOUN`, `POS=VERB\|VerbForm=Ger`, `Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `POS=INTJ`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|POS=NOUN`, `POS=SCONJ`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=ADV\|PronType=Neg`, `Clitic=Yes\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Abs\|POS=ADV`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET\|PronType=Exc`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Number=Sing\|POS=ADP`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Foreign=Yes\|POS=X`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `POS=INTJ\|Polarity=Neg`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `POS=INTJ\|Polarity=Pos`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=DET\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Prs`, `Degree=Abs\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Clitic=Yes\|Gender=Fem\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Fem\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Degree=Abs\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Clitic=Yes\|POS=AUX\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADJ`, `NumType=Ord\|POS=ADJ`, `POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|POS=VERB\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=SYM`, `Clitic=Yes\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Degree=Abs\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Dem`, `POS=AUX\|VerbForm=Ger`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=PRON\|PronType=Ind`, `Clitic=Yes\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `POS=X`, `Gender=Masc\|POS=ADJ`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `POS=PART`, `Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Int`, `Clitic=Yes\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Rel`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Number=Sing\|POS=AUX\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `NumType=Range\|POS=NUM`, `Number=Plur\|POS=PRON\|PronType=Dem`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|POS=ADV\|PronType=Prs`, `Clitic=Yes\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PRON\|PronType=Rel`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Sing\|POS=AUX\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Ger`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Definite=Ind\|POS=DET\|PronType=Art`, `Clitic=Yes\|Gender=Fem,Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=DET\|PronType=Ind`, `Number=Plur\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=DET\|PronType=Tot`, `Clitic=Yes\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Clitic=Yes\|Gender=Fem,Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|Number=Plur\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=ADP`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=ADV\|Person=3\|PronType=Prs`, `Clitic=Yes\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=ADV\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Tot`, `POS=PRON\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=NUM`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Masc\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=NOUN\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Clitic=Yes\|Number=Plur\|POS=PRON\|PronType=Prs`, `Foreign=Yes\|Number=Sing\|POS=X`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=PRON\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `POS=SCONJ\|PronType=Rel`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Rel`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Ger`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Clitic=Yes\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP`, `Gender=Fem\|POS=ADJ`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=ADJ\|Poss=Yes\|PronType=Prs`, `Foreign=Yes\|POS=NOUN`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Number=Sing\|POS=X`, `Foreign=Yes\|Gender=Masc\|POS=X`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Prs`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Clitic=Yes\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|POS=DET`, `Definite=Def\|POS=DET`, `Foreign=Yes\|POS=PROPN`, `NumType=Card\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2`, `Clitic=Yes\|Number=Plur\|POS=AUX\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET`, `Number=Sing\|POS=DET`, `Gender=Masc\|Number=Sing\|POS=PRON`, `POS=DET` |
+| **`tagger`** | `A`, `AP`, `B`, `BN`, `B_PC`, `CC`, `CS`, `DD`, `DE`, `DI`, `DQ`, `DR`, `E`, `E_RD`, `FB`, `FC`, `FF`, `FS`, `I`, `N`, `NO`, `PART`, `PC`, `PC_PC`, `PD`, `PE`, `PI`, `PP`, `PQ`, `PR`, `RD`, `RI`, `S`, `SP`, `SW`, `SYM`, `T`, `V`, `VA`, `VA_PC`, `VM`, `VM_PC`, `VM_PC_PC`, `V_B`, `V_PC`, `V_PC_PC`, `X`, `_SP` |
 | **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `det:poss`, `det:predet`, `discourse`, `expl`, `expl:impers`, `expl:pass`, `fixed`, `flat`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `parataxis`, `punct`, `vocative`, `xcomp` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
 
@@ -110,18 +110,18 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 | `TOKEN_P` | 99.80 |
 | `TOKEN_R` | 99.78 |
 | `TOKEN_F` | 99.79 |
-| `POS_ACC` | 97.44 |
-| `MORPH_ACC` | 97.16 |
-| `MORPH_MICRO_P` | 98.68 |
-| `MORPH_MICRO_R` | 98.07 |
-| `MORPH_MICRO_F` | 98.37 |
-| `TAG_ACC` | 97.04 |
-| `SENTS_P` | 96.50 |
-| `SENTS_R` | 97.87 |
-| `SENTS_F` | 97.18 |
-| `DEP_UAS` | 91.13 |
+| `POS_ACC` | 97.49 |
+| `MORPH_ACC` | 97.23 |
+| `MORPH_MICRO_P` | 98.70 |
+| `MORPH_MICRO_R` | 98.14 |
+| `MORPH_MICRO_F` | 98.42 |
+| `TAG_ACC` | 96.98 |
+| `SENTS_P` | 97.03 |
+| `SENTS_R` | 98.40 |
+| `SENTS_F` | 97.71 |
+| `DEP_UAS` | 90.96 |
 | `DEP_LAS` | 87.50 |
-| `LEMMA_ACC` | 97.22 |
-| `ENTS_P` | 87.43 |
-| `ENTS_R` | 87.32 |
-| `ENTS_F` | 87.37 |
+| `LEMMA_ACC` | 97.27 |
+| `ENTS_P` | 87.50 |
+| `ENTS_R` | 87.49 |
+| `ENTS_F` | 87.50 |

accuracy.json

@@ -3,66 +3,66 @@
   "token_p": 0.9980235379,
   "token_r": 0.9978442468,
   "token_f": 0.9979338843,
-  "pos_acc": 0.9743866271,
-  "morph_acc": 0.971641724,
-  "morph_micro_p": 0.9867911411,
-  "morph_micro_r": 0.9806553494,
-  "morph_micro_f": 0.9837136775,
+  "pos_acc": 0.9748797915,
+  "morph_acc": 0.9723146067,
+  "morph_micro_p": 0.9869975186,
+  "morph_micro_r": 0.981444927,
+  "morph_micro_f": 0.9842133914,
   "morph_per_feat": {
     "Gender": {
-      "p": 0.990151826,
-      "r": 0.9853001225,
-      "f": 0.9877200164
+      "p": 0.9897309509,
+      "r": 0.9838709677,
+      "f": 0.9867922596
     },
     "Number": {
-      "p": 0.9933721306,
-      "r": 0.9866730893,
-      "f": 0.9900112776
+      "p": 0.9933796222,
+      "r": 0.9877970456,
+      "f": 0.9905804686
     },
     "NumType": {
-      "p": 0.9886792453,
-      "r": 0.9667896679,
-      "f": 0.9776119403
+      "p": 0.9810606061,
+      "r": 0.9557195572,
+      "f": 0.9682242991
     },
     "Definite": {
-      "p": 0.9964454976,
+      "p": 0.9958555358,
       "r": 0.9976275208,
-      "f": 0.9970361589
+      "f": 0.9967407407
     },
     "PronType": {
-      "p": 0.9904643449,
-      "r": 0.988006617,
-      "f": 0.9892339545
+      "p": 0.9900497512,
+      "r": 0.9875930521,
+      "f": 0.9888198758
     },
     "Mood": {
-      "p": 0.9621489621,
-      "r": 0.9459783914,
-      "f": 0.9539951574
+      "p": 0.9612590799,
+      "r": 0.9531812725,
+      "f": 0.9572031344
     },
     "Person": {
-      "p": 0.9703849951,
-      "r": 0.9515972894,
-      "f": 0.9608993157
+      "p": 0.9745596869,
+      "r": 0.9641819942,
+      "f": 0.9693430657
     },
     "Tense": {
-      "p": 0.9640718563,
-      "r": 0.9591489362,
-      "f": 0.9616040956
+      "p": 0.966609589,
+      "r": 0.9608510638,
+      "f": 0.9637217243
     },
     "VerbForm": {
-      "p": 0.9735744089,
-      "r": 0.9702009702,
-      "f": 0.9718847622
+      "p": 0.9756267409,
+      "r": 0.9708939709,
+      "f": 0.9732546023
     },
     "Degree": {
-      "p": 0.8823529412,
-      "r": 0.8823529412,
-      "f": 0.8823529412
+      "p": 0.9285714286,
+      "r": 0.7647058824,
+      "f": 0.8387096774
     },
     "Clitic": {
-      "p": 0.9945945946,
-      "r": 0.9839572193,
-      "f": 0.9892473118
+      "p": 0.9893048128,
+      "r": 0.9893048128,
+      "f": 0.9893048128
     },
     "Poss": {
       "p": 1.0,
@@ -71,161 +71,156 @@
     },
     "Polarity": {
       "p": 1.0,
-      "r": 1.0,
-      "f": 1.0
+      "r": 0.3333333333,
+      "f": 0.5
     },
     "Foreign": {
-      "p": 0.5,
-      "r": 0.2,
-      "f": 0.2857142857
+      "p": 1.0,
+      "r": 0.4,
+      "f": 0.5714285714
     }
   },
-  "tag_acc": 0.9704322818,
-  "sents_p": 0.965034965,
-  "sents_r": 0.9787234043,
-  "sents_f": 0.9718309859,
-  "dep_uas": 0.9112894926,
-  "dep_las": 0.8750192951,
+  "tag_acc": 0.9697568867,
+  "sents_p": 0.9702797203,
+  "sents_r": 0.9840425532,
+  "sents_f": 0.9771126761,
+  "dep_uas": 0.9096053918,
+  "dep_las": 0.8750321552,
   "dep_las_per_type": {
     "root": {
-      "p": 0.8933566434,
-      "r": 0.9060283688,
-      "f": 0.8996478873
+      "p": 0.8916083916,
+      "r": 0.9042553191,
+      "f": 0.8978873239
     },
     "flat:name": {
-      "p": 0.9044585987,
+      "p": 0.8987341772,
       "r": 0.8987341772,
-      "f": 0.9015873016
+      "f": 0.8987341772
     },
     "case": {
-      "p": 0.978749241,
-      "r": 0.9811320755,
-      "f": 0.9799392097
+      "p": 0.9799513973,
+      "r": 0.9817407182,
+      "f": 0.9808452417
     },
     "nmod": {
-      "p": 0.8202247191,
-      "r": 0.8210633947,
-      "f": 0.8206438426
+      "p": 0.8138351984,
+      "r": 0.81799591,
+      "f": 0.8159102499
     },
     "nummod": {
-      "p": 0.912568306,
-      "r": 0.9076086957,
-      "f": 0.9100817439
+      "p": 0.9005524862,
+      "r": 0.8858695652,
+      "f": 0.8931506849
     },
     "det": {
-      "p": 0.9760809568,
+      "p": 0.9698354662,
       "r": 0.9751838235,
-      "f": 0.9756321839
+      "f": 0.9725022915
     },
     "nsubj": {
-      "p": 0.8664047151,
-      "r": 0.8513513514,
-      "f": 0.858812074
+      "p": 0.8521400778,
+      "r": 0.8455598456,
+      "f": 0.8488372093
     },
     "aux": {
-      "p": 0.9493087558,
-      "r": 0.9493087558,
-      "f": 0.9493087558
+      "p": 0.953271028,
+      "r": 0.9400921659,
+      "f": 0.9466357309
     },
     "advmod": {
-      "p": 0.8139013453,
-      "r": 0.8325688073,
-      "f": 0.8231292517
+      "p": 0.8183856502,
+      "r": 0.8371559633,
+      "f": 0.8276643991
     },
     "obj": {
-      "p": 0.8613138686,
-      "r": 0.885,
-      "f": 0.8729963009
+      "p": 0.8602941176,
+      "r": 0.8775,
+      "f": 0.8688118812
     },
     "cc": {
-      "p": 0.9065420561,
-      "r": 0.8926380368,
-      "f": 0.8995363215
+      "p": 0.9247648903,
+      "r": 0.9049079755,
+      "f": 0.9147286822
     },
     "conj": {
-      "p": 0.7012987013,
-      "r": 0.7297297297,
-      "f": 0.7152317881
+      "p": 0.7212276215,
+      "r": 0.7621621622,
+      "f": 0.741130092
     },
     "det:predet": {
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lemmatizer/model

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 version https://git-lfs.github.com/spec/v1
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meta.json

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 {
   "lang":"it",
   "name":"core_news_md",
-  "version":"3.3.0",
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   "description":"Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.",
   "author":"Explosion",
   "email":"contact@explosion.ai",
   "url":"https://explosion.ai",
   "license":"CC BY-NC-SA 3.0",
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morphologizer/cfg

@@ -39,6 +39,7 @@
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