Update spaCy pipeline

LICENSES_SOURCES

@@ -1,4 +1,4 @@
-# UD Italian ISDT v2.5
+# UD Italian ISDT v2.8
 
 * Author: Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria
 * URL: https://github.com/UniversalDependencies/UD_Italian-ISDT

README.md

@@ -4,7 +4,7 @@ tags:
 - token-classification
 language:
 - it
-license: cc-by-nc-sa-4.0
+license: cc-by-nc-sa-3.0
 model-index:
 - name: it_core_news_sm
   results:
@@ -14,47 +14,47 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8567542177
+      value: 0.8556688921
     - name: NER Recall
       type: recall
-      value: 0.8532805739
+      value: 0.8519161046
     - name: NER F Score
       type: f_score
-      value: 0.8550138677
+      value: 0.8537883746
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.9653096073
+      value: 0.9652631106
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.9702276708
+      value: 0.9718804921
     - name: SENTER Recall
       type: recall
-      value: 0.9822695035
+      value: 0.9804964539
     - name: SENTER F Score
       type: f_score
-      value: 0.9762114537
+      value: 0.9761694616
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.8974636003
+      value: 0.8970414201
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.8974636003
+      value: 0.8970414201
 ---
 ### Details: https://spacy.io/models/it#it_core_news_sm
 
@@ -63,12 +63,12 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 | Feature | Description |
 | --- | --- |
 | **Name** | `it_core_news_sm` |
-| **Version** | `3.1.0` |
-| **spaCy** | `>=3.1.0,<3.2.0` |
+| **Version** | `3.2.0` |
+| **spaCy** | `>=3.2.0,<3.3.0` |
 | **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | [UD Italian ISDT v2.5](https://github.com/UniversalDependencies/UD_Italian-ISDT) (Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria)<br />[WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)<br />[Lemmatization Lists](https://github.com/michmech/lemmatization-lists/) (Michal Měchura) |
+| **Sources** | [UD Italian ISDT v2.8](https://github.com/UniversalDependencies/UD_Italian-ISDT) (Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria)<br />[WikiNER](https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500) (Joel Nothman, Nicky Ringland, Will Radford, Tara Murphy, James R Curran)<br />[Lemmatization Lists](https://github.com/michmech/lemmatization-lists/) (Michal Měchura) |
 | **License** | `CC BY-NC-SA 3.0` |
 | **Author** | [Explosion](https://explosion.ai) |
 
@@ -80,8 +80,8 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 
 | 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`, `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`, `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`, `POS=NUM`, `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`, `Sw`, `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`, `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` |
 | **`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` |
 | **`senter`** | `I`, `S` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
@@ -92,16 +92,22 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 
 | Type | Score |
 | --- | --- |
+| `TOKEN_ACC` | 99.96 |
+| `TOKEN_P` | 99.80 |
+| `TOKEN_R` | 99.78 |
+| `TOKEN_F` | 99.79 |
+| `POS_ACC` | 96.95 |
+| `MORPH_ACC` | 96.87 |
+| `MORPH_MICRO_P` | 98.44 |
+| `MORPH_MICRO_R` | 97.67 |
+| `MORPH_MICRO_F` | 98.05 |
 | `TAG_ACC` | 96.53 |
-| `ENTS_P` | 85.68 |
-| `ENTS_R` | 85.33 |
-| `ENTS_F` | 85.50 |
-| `SENTS_P` | 97.02 |
-| `SENTS_R` | 98.23 |
+| `SENTS_P` | 97.19 |
+| `SENTS_R` | 98.05 |
 | `SENTS_F` | 97.62 |
-| `TOKEN_ACC` | 99.96 |
-| `POS_ACC` | 96.99 |
-| `MORPH_ACC` | 96.81 |
-| `LEMMA_ACC` | 86.39 |
-| `DEP_UAS` | 89.75 |
-| `DEP_LAS` | 85.86 |
+| `DEP_UAS` | 89.70 |
+| `DEP_LAS` | 85.74 |
+| `LEMMA_ACC` | 86.40 |
+| `ENTS_P` | 85.57 |
+| `ENTS_R` | 85.19 |
+| `ENTS_F` | 85.38 |

accuracy.json

@@ -1,85 +1,58 @@
 {
-  "tag_acc": 0.9653096073,
-  "ents_p": 0.8567542177,
-  "ents_r": 0.8532805739,
-  "ents_f": 0.8550138677,
-  "sents_p": 0.9702276708,
-  "sents_r": 0.9822695035,
-  "sents_f": 0.9762114537,
-  "speed": 10635.3718244323,
-  "ents_per_type": {
-    "LOC": {
-      "p": 0.8669885699,
-      "r": 0.9002350176,
-      "f": 0.8832990642
-    },
-    "PER": {
-      "p": 0.8891739719,
-      "r": 0.8867093106,
-      "f": 0.887939931
-    },
-    "MISC": {
-      "p": 0.7678952178,
-      "r": 0.6927727398,
-      "f": 0.7284021959
-    },
-    "ORG": {
-      "p": 0.8209628887,
-      "r": 0.7400542495,
-      "f": 0.7784117927
-    }
-  },
-  "token_acc": 0.9996405787,
-  "pos_acc": 0.9698930529,
-  "morph_acc": 0.9681362635,
-  "lemma_acc": 0.8638691706,
-  "dep_uas": 0.8974636003,
-  "dep_las": 0.8585687092,
+  "token_acc": 0.9996405141,
+  "token_p": 0.9980235379,
+  "token_r": 0.9978442468,
+  "token_f": 0.9979338843,
+  "pos_acc": 0.9694872601,
+  "morph_acc": 0.9687191011,
+  "morph_micro_p": 0.9843827713,
+  "morph_micro_r": 0.9767074615,
+  "morph_micro_f": 0.9805300966,
   "morph_per_feat": {
     "Gender": {
-      "p": 0.9866748667,
-      "r": 0.982645978,
-      "f": 0.9846563011
+      "p": 0.987497438,
+      "r": 0.9836668028,
+      "f": 0.9855783983
     },
     "Number": {
-      "p": 0.9919133107,
-      "r": 0.9849044484,
-      "f": 0.9883964545
+      "p": 0.9925686591,
+      "r": 0.9865125241,
+      "f": 0.9895313255
     },
     "NumType": {
-      "p": 0.9736842105,
+      "p": 0.9773584906,
       "r": 0.9557195572,
-      "f": 0.9646182495
+      "f": 0.9664179104
     },
     "Definite": {
-      "p": 0.9940898345,
-      "r": 0.9976275208,
-      "f": 0.9958555358
+      "p": 0.9917501473,
+      "r": 0.9982206406,
+      "f": 0.9949748744
     },
     "PronType": {
-      "p": 0.9908333333,
-      "r": 0.9834574028,
-      "f": 0.9871315899
+      "p": 0.9887687188,
+      "r": 0.9830438379,
+      "f": 0.9858979676
     },
     "Mood": {
-      "p": 0.9642857143,
-      "r": 0.9399759904,
-      "f": 0.9519756839
+      "p": 0.960591133,
+      "r": 0.9363745498,
+      "f": 0.9483282675
     },
     "Person": {
-      "p": 0.9730538922,
-      "r": 0.9438528558,
-      "f": 0.9582309582
+      "p": 0.97002997,
+      "r": 0.9399806389,
+      "f": 0.9547689282
     },
     "Tense": {
-      "p": 0.9461538462,
+      "p": 0.9518486672,
       "r": 0.9421276596,
-      "f": 0.9441364606
+      "f": 0.9469632164
     },
     "VerbForm": {
-      "p": 0.966620306,
+      "p": 0.972027972,
       "r": 0.9632709633,
-      "f": 0.9649427282
+      "f": 0.9676296554
     },
     "Degree": {
       "p": 0.875,
@@ -87,9 +60,9 @@
       "f": 0.8484848485
     },
     "Clitic": {
-      "p": 0.9887640449,
-      "r": 0.9411764706,
-      "f": 0.9643835616
+      "p": 1.0,
+      "r": 0.9465240642,
+      "f": 0.9725274725
     },
     "Poss": {
       "p": 1.0,
@@ -98,75 +71,81 @@
     },
     "Polarity": {
       "p": 1.0,
-      "r": 0.6666666667,
-      "f": 0.8
+      "r": 0.3333333333,
+      "f": 0.5
     },
     "Foreign": {
       "p": 1.0,
-      "r": 0.4,
-      "f": 0.5714285714
+      "r": 0.8,
+      "f": 0.8888888889
     }
   },
+  "tag_acc": 0.9652631106,
+  "sents_p": 0.9718804921,
+  "sents_r": 0.9804964539,
+  "sents_f": 0.9761694616,
+  "dep_uas": 0.8970414201,
+  "dep_las": 0.8574221765,
   "dep_las_per_type": {
     "root": {
-      "p": 0.8756567426,
-      "r": 0.8865248227,
-      "f": 0.8810572687
+      "p": 0.8769771529,
+      "r": 0.884751773,
+      "f": 0.880847308
     },
     "flat:name": {
-      "p": 0.898089172,
+      "p": 0.8757763975,
       "r": 0.8924050633,
-      "f": 0.8952380952
+      "f": 0.8840125392
     },
     "case": {
-      "p": 0.9733009709,
-      "r": 0.9762629337,
-      "f": 0.9747797022
+      "p": 0.9739551787,
+      "r": 0.9786975046,
+      "f": 0.9763205829
     },
     "nmod": {
-      "p": 0.7997997998,
-      "r": 0.8169734151,
-      "f": 0.8082953971
+      "p": 0.7953394124,
+      "r": 0.8026584867,
+      "f": 0.7989821883
     },
     "nummod": {
-      "p": 0.8626373626,
-      "r": 0.8532608696,
-      "f": 0.8579234973
+      "p": 0.8913043478,
+      "r": 0.8913043478,
+      "f": 0.8913043478
     },
     "det": {
-      "p": 0.9679487179,
-      "r": 0.9715073529,
-      "f": 0.9697247706
+      "p": 0.9706959707,
+      "r": 0.9742647059,
+      "f": 0.9724770642
     },
     "nsubj": {
-      "p": 0.8435643564,
-      "r": 0.8223938224,
-      "f": 0.8328445748
+      "p": 0.8181818182,
+      "r": 0.8166023166,
+      "f": 0.8173913043
     },
     "aux": {
-      "p": 0.9436619718,
-      "r": 0.9262672811,
-      "f": 0.9348837209
+      "p": 0.9252336449,
+      "r": 0.9124423963,
+      "f": 0.9187935035
     },
     "advmod": {
-      "p": 0.8049327354,
-      "r": 0.8233944954,
-      "f": 0.8140589569
+      "p": 0.8123569794,
+      "r": 0.8142201835,
+      "f": 0.8132875143
     },
     "obj": {
-      "p": 0.8426150121,
-      "r": 0.87,
-      "f": 0.8560885609
+      "p": 0.8308823529,
+      "r": 0.8475,
+      "f": 0.8391089109
     },
     "cc": {
-      "p": 0.9213836478,
-      "r": 0.8987730061,
-      "f": 0.9099378882
+      "p": 0.9028213166,
+      "r": 0.8834355828,
+      "f": 0.8930232558
     },
     "conj": {
-      "p": 0.6708542714,
-      "r": 0.7216216216,
-      "f": 0.6953125
+      "p": 0.6709183673,
+      "r": 0.7108108108,
+      "f": 0.6902887139
     },
     "det:predet": {
       "p": 0.9473684211,
@@ -174,14 +153,14 @@
       "f": 0.972972973
     },
     "amod": {
-      "p": 0.8966049383,
-      "r": 0.8710644678,
-      "f": 0.8836501901
+      "p": 0.9044684129,
+      "r": 0.88005997,
+      "f": 0.8920972644
     },
     "mark": {
-      "p": 0.9049586777,
-      "r": 0.9049586777,
-      "f": 0.9049586777
+      "p": 0.8821138211,
+      "r": 0.8966942149,
+      "f": 0.8893442623
     },
     "cop": {
       "p": 0.8257575758,
@@ -189,64 +168,64 @@
       "f": 0.8449612403
     },
     "xcomp": {
-      "p": 0.6739130435,
-      "r": 0.6458333333,
-      "f": 0.6595744681
+      "p": 0.6774193548,
+      "r": 0.65625,
+      "f": 0.6666666667
     },
     "obl": {
-      "p": 0.7820710974,
-      "r": 0.7397660819,
-      "f": 0.7603305785
+      "p": 0.7908396947,
+      "r": 0.7573099415,
+      "f": 0.7737117252
     },
     "acl:relcl": {
-      "p": 0.7067669173,
-      "r": 0.6861313869,
-      "f": 0.6962962963
+      "p": 0.7259259259,
+      "r": 0.7153284672,
+      "f": 0.7205882353
     },
     "acl": {
-      "p": 0.6371681416,
-      "r": 0.6260869565,
-      "f": 0.6315789474
+      "p": 0.6914893617,
+      "r": 0.5652173913,
+      "f": 0.6220095694
     },
     "ccomp": {
-      "p": 0.6964285714,
-      "r": 0.6290322581,
-      "f": 0.6610169492
+      "p": 0.6909090909,
+      "r": 0.6129032258,
+      "f": 0.6495726496
     },
     "expl": {
-      "p": 0.875,
-      "r": 0.8974358974,
-      "f": 0.8860759494
+      "p": 0.8875,
+      "r": 0.9102564103,
+      "f": 0.8987341772
     },
     "nsubj:pass": {
-      "p": 0.8333333333,
+      "p": 0.8955223881,
       "r": 0.7407407407,
-      "f": 0.7843137255
+      "f": 0.8108108108
     },
     "aux:pass": {
-      "p": 0.8333333333,
-      "r": 0.8860759494,
-      "f": 0.8588957055
+      "p": 0.8414634146,
+      "r": 0.8734177215,
+      "f": 0.8571428571
     },
     "parataxis": {
-      "p": 0.375,
-      "r": 0.1935483871,
-      "f": 0.2553191489
-    },
-    "obl:agent": {
-      "p": 0.8095238095,
-      "r": 0.8095238095,
-      "f": 0.8095238095
+      "p": 0.2631578947,
+      "r": 0.1612903226,
+      "f": 0.2
     },
     "advcl": {
-      "p": 0.6,
-      "r": 0.6126760563,
-      "f": 0.606271777
+      "p": 0.5350318471,
+      "r": 0.5915492958,
+      "f": 0.5618729097
+    },
+    "obl:agent": {
+      "p": 0.7380952381,
+      "r": 0.7380952381,
+      "f": 0.7380952381
     },
     "det:poss": {
-      "p": 0.9428571429,
-      "r": 0.9705882353,
-      "f": 0.9565217391
+      "p": 0.9714285714,
+      "r": 1.0,
+      "f": 0.9855072464
     },
     "flat": {
       "p": 1.0,
@@ -254,9 +233,9 @@
       "f": 1.0
     },
     "appos": {
-      "p": 0.3076923077,
-      "r": 0.3076923077,
-      "f": 0.3076923077
+      "p": 0.3947368421,
+      "r": 0.3846153846,
+      "f": 0.3896103896
     },
     "dep": {
       "p": 0.0,
@@ -264,24 +243,24 @@
       "f": 0.0
     },
     "iobj": {
-      "p": 0.8235294118,
-      "r": 0.7,
-      "f": 0.7567567568
+      "p": 0.7619047619,
+      "r": 0.8,
+      "f": 0.7804878049
     },
-    "expl:pass": {
-      "p": 0.5384615385,
-      "r": 0.6363636364,
-      "f": 0.5833333333
+    "compound": {
+      "p": 0.6296296296,
+      "r": 0.6538461538,
+      "f": 0.641509434
     },
-    "csubj": {
+    "expl:impers": {
       "p": 0.6666666667,
-      "r": 0.3076923077,
-      "f": 0.4210526316
+      "r": 0.75,
+      "f": 0.7058823529
     },
-    "compound": {
-      "p": 0.5806451613,
-      "r": 0.6923076923,
-      "f": 0.6315789474
+    "csubj": {
+      "p": 0.5454545455,
+      "r": 0.4615384615,
+      "f": 0.5
     },
     "discourse": {
       "p": 0.0,
@@ -289,14 +268,14 @@
       "f": 0.0
     },
     "fixed": {
-      "p": 0.8076923077,
-      "r": 0.75,
-      "f": 0.7777777778
+      "p": 0.8846153846,
+      "r": 0.8214285714,
+      "f": 0.8518518519
     },
-    "expl:impers": {
-      "p": 0.7,
-      "r": 0.875,
-      "f": 0.7777777778
+    "expl:pass": {
+      "p": 0.9,
+      "r": 0.8181818182,
+      "f": 0.8571428571
     },
     "orphan": {
       "p": 0.0,
@@ -313,5 +292,32 @@
       "r": 0.3333333333,
       "f": 0.3333333333
     }
-  }
+  },
+  "lemma_acc": 0.8640366643,
+  "ents_p": 0.8556688921,
+  "ents_r": 0.8519161046,
+  "ents_f": 0.8537883746,
+  "ents_per_type": {
+    "LOC": {
+      "p": 0.8656947539,
+      "r": 0.8978065022,
+      "f": 0.8814582652
+    },
+    "PER": {
+      "p": 0.889485747,
+      "r": 0.8826581379,
+      "f": 0.88605879
+    },
+    "MISC": {
+      "p": 0.7636830965,
+      "r": 0.6940093432,
+      "f": 0.7271811114
+    },
+    "ORG": {
+      "p": 0.8235586481,
+      "r": 0.7490958409,
+      "f": 0.7845643939
+    }
+  },
+  "speed": 10840.1050228952
 }

config.cfg

@@ -1,10 +1,8 @@
 [paths]
-train = "corpus/it-dep-news/train.spacy"
-dev = "corpus/it-dep-news/dev.spacy"
+train = null
+dev = null
 vectors = null
-raw = null
 init_tok2vec = null
-vocab_data = null
 
 [system]
 gpu_allocator = null
@@ -24,6 +22,7 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 
 [components.attribute_ruler]
 factory = "attribute_ruler"
+scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
 validate = false
 
 [components.lemmatizer]
@@ -31,9 +30,13 @@ factory = "lemmatizer"
 mode = "pos_lookup"
 model = null
 overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
 
 [components.morphologizer]
 factory = "morphologizer"
+extend = false
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
 
 [components.morphologizer.model]
 @architectures = "spacy.Tagger.v1"
@@ -48,6 +51,7 @@ upstream = "tok2vec"
 factory = "ner"
 incorrect_spans_key = null
 moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
 update_with_oracle_cut_size = 100
 
 [components.ner.model]
@@ -65,8 +69,8 @@ nO = null
 [components.ner.model.tok2vec.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 96
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [5000,2500,2500,2500]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
 include_static_vectors = false
 
 [components.ner.model.tok2vec.encode]
@@ -81,6 +85,7 @@ factory = "parser"
 learn_tokens = false
 min_action_freq = 30
 moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
 update_with_oracle_cut_size = 100
 
 [components.parser.model]
@@ -99,6 +104,8 @@ upstream = "tok2vec"
 
 [components.senter]
 factory = "senter"
+overwrite = false
+scorer = {"@scorers":"spacy.senter_scorer.v1"}
 
 [components.senter.model]
 @architectures = "spacy.Tagger.v1"
@@ -110,8 +117,8 @@ nO = null
 [components.senter.model.tok2vec.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 16
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [1000,500,500,500]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [1000,500,500,500,50]
 include_static_vectors = false
 
 [components.senter.model.tok2vec.encode]
@@ -123,6 +130,8 @@ maxout_pieces = 2
 
 [components.tagger]
 factory = "tagger"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
 
 [components.tagger.model]
 @architectures = "spacy.Tagger.v1"
@@ -142,8 +151,8 @@ factory = "tok2vec"
 [components.tok2vec.model.embed]
 @architectures = "spacy.MultiHashEmbed.v2"
 width = ${components.tok2vec.model.encode:width}
-attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
-rows = [5000,2500,2500,2500]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
 include_static_vectors = false
 
 [components.tok2vec.model.encode]
@@ -157,22 +166,19 @@ maxout_pieces = 3
 
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
-limit = 0
-max_length = 0
-path = ${paths:dev}
+path = ${paths.dev}
 gold_preproc = false
+max_length = 0
+limit = 0
 augmenter = null
 
 [corpora.train]
 @readers = "spacy.Corpus.v1"
-path = ${paths:train}
-max_length = 5000
+path = ${paths.train}
 gold_preproc = false
+max_length = 0
 limit = 0
-
-[corpora.train.augmenter]
-@augmenters = "spacy.lower_case.v1"
-level = 0.1
+augmenter = null
 
 [training]
 train_corpus = "corpora.train"
@@ -203,9 +209,8 @@ compound = 1.001
 t = 0.0
 
 [training.logger]
-@loggers = "spacy.WandbLogger.v1"
-project_name = "spacy-v3.0.0a2"
-remove_config_values = []
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
 
 [training.optimizer]
 @optimizers = "Adam.v1"
@@ -219,26 +224,27 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-pos_acc = 0.05
+pos_acc = 0.06
 morph_acc = 0.05
 morph_per_feat = null
-tag_acc = 0.05
+tag_acc = 0.06
 dep_uas = 0.0
 dep_las = 0.16
 dep_las_per_type = null
 sents_p = null
 sents_r = null
 sents_f = 0.02
-lemma_acc = 0.33
-ents_f = 0.33
+lemma_acc = 0.5
+ents_f = 0.16
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
+speed = 0.0
 
 [pretraining]
 
 [initialize]
-vocab_data = ${paths.vocab_data}
+vocab_data = null
 vectors = ${paths.vectors}
 init_tok2vec = ${paths.init_tok2vec}
 before_init = null

it_core_news_sm-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8cbd29939ecf78aaa53cf5e0f89a3f2078c379b4d91d05f91aef50879ad4019a
-size 21080324
+oid sha256:38f5f87d014e9d8aa8d5447425a5176cd5aef71bdf7950da1be0a40217cd983e
+size 21364123

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"it",
   "name":"core_news_sm",
-  "version":"3.1.0",
+  "version":"3.2.0",
   "description":"Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.",
   "author":"Explosion",
   "email":"contact@explosion.ai",
   "url":"https://explosion.ai",
   "license":"CC BY-NC-SA 3.0",
-  "spacy_version":">=3.1.0,<3.2.0",
-  "spacy_git_version":"caba63b74",
+  "spacy_version":">=3.2.0,<3.3.0",
+  "spacy_git_version":"bb26550e2",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -141,6 +141,7 @@
       "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",
@@ -284,6 +285,7 @@
       "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",
@@ -363,7 +365,6 @@
       "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",
-      "POS=NUM",
       "Gender=Masc|Number=Sing|POS=DET",
       "Number=Sing|POS=DET",
       "Gender=Masc|Number=Sing|POS=PRON",
@@ -406,7 +407,6 @@
       "SP",
       "SW",
       "SYM",
-      "Sw",
       "T",
       "V",
       "VA",
@@ -502,87 +502,60 @@
     "senter"
   ],
   "performance":{
-    "tag_acc":0.9653096073,
-    "ents_p":0.8567542177,
-    "ents_r":0.8532805739,
-    "ents_f":0.8550138677,
-    "sents_p":0.9702276708,
-    "sents_r":0.9822695035,
-    "sents_f":0.9762114537,
-    "speed":10635.3718244323,
-    "ents_per_type":{
-      "LOC":{
-        "p":0.8669885699,
-        "r":0.9002350176,
-        "f":0.8832990642
-      },
-      "PER":{
-        "p":0.8891739719,
-        "r":0.8867093106,
-        "f":0.887939931
-      },
-      "MISC":{
-        "p":0.7678952178,
-        "r":0.6927727398,
-        "f":0.7284021959
-      },
-      "ORG":{
-        "p":0.8209628887,
-        "r":0.7400542495,
-        "f":0.7784117927
-      }
-    },
-    "token_acc":0.9996405787,
-    "pos_acc":0.9698930529,
-    "morph_acc":0.9681362635,
-    "lemma_acc":0.8638691706,
-    "dep_uas":0.8974636003,
-    "dep_las":0.8585687092,
+    "token_acc":0.9996405141,
+    "token_p":0.9980235379,
+    "token_r":0.9978442468,
+    "token_f":0.9979338843,
+    "pos_acc":0.9694872601,
+    "morph_acc":0.9687191011,
+    "morph_micro_p":0.9843827713,
+    "morph_micro_r":0.9767074615,
+    "morph_micro_f":0.9805300966,
     "morph_per_feat":{
       "Gender":{
-        "p":0.9866748667,
-        "r":0.982645978,
-        "f":0.9846563011
+        "p":0.987497438,
+        "r":0.9836668028,
+        "f":0.9855783983
       },
       "Number":{
-        "p":0.9919133107,
-        "r":0.9849044484,
-        "f":0.9883964545
+        "p":0.9925686591,
+        "r":0.9865125241,
+        "f":0.9895313255
       },
       "NumType":{
-        "p":0.9736842105,
+        "p":0.9773584906,
         "r":0.9557195572,
-        "f":0.9646182495
+        "f":0.9664179104
       },
       "Definite":{
-        "p":0.9940898345,
-        "r":0.9976275208,
-        "f":0.9958555358
+        "p":0.9917501473,
+        "r":0.9982206406,
+        "f":0.9949748744
       },
       "PronType":{
-        "p":0.9908333333,
-        "r":0.9834574028,
-        "f":0.9871315899
+        "p":0.9887687188,
+        "r":0.9830438379,
+        "f":0.9858979676
       },
       "Mood":{
-        "p":0.9642857143,
-        "r":0.9399759904,
-        "f":0.9519756839
+        "p":0.960591133,
+        "r":0.9363745498,
+        "f":0.9483282675
       },
       "Person":{
-        "p":0.9730538922,
-        "r":0.9438528558,
-        "f":0.9582309582
+        "p":0.97002997,
+        "r":0.9399806389,
+        "f":0.9547689282
       },
       "Tense":{
-        "p":0.9461538462,
+        "p":0.9518486672,
         "r":0.9421276596,
-        "f":0.9441364606
+        "f":0.9469632164
       },
       "VerbForm":{
-        "p":0.966620306,
+        "p":0.972027972,
         "r":0.9632709633,
-        "f":0.9649427282
+        "f":0.9676296554
       },
       "Degree":{
         "p":0.875,
@@ -590,9 +563,9 @@
         "f":0.8484848485
       },
       "Clitic":{
-        "p":0.9887640449,
-        "r":0.9411764706,
-        "f":0.9643835616
+        "p":1.0,
+        "r":0.9465240642,
+        "f":0.9725274725
       },
       "Poss":{
         "p":1.0,
@@ -601,75 +574,81 @@
       },
       "Polarity":{
         "p":1.0,
-        "r":0.6666666667,
-        "f":0.8
+        "r":0.3333333333,
+        "f":0.5
       },
       "Foreign":{
         "p":1.0,
-        "r":0.4,
-        "f":0.5714285714
+        "r":0.8,
+        "f":0.8888888889
       }
     },
+    "tag_acc":0.9652631106,
+    "sents_p":0.9718804921,
+    "sents_r":0.9804964539,
+    "sents_f":0.9761694616,
+    "dep_uas":0.8970414201,
+    "dep_las":0.8574221765,
     "dep_las_per_type":{
       "root":{
-        "p":0.8756567426,
-        "r":0.8865248227,
-        "f":0.8810572687
+        "p":0.8769771529,
+        "r":0.884751773,
+        "f":0.880847308
       },
       "flat:name":{
-        "p":0.898089172,
+        "p":0.8757763975,
         "r":0.8924050633,
-        "f":0.8952380952
+        "f":0.8840125392
       },
       "case":{
-        "p":0.9733009709,
-        "r":0.9762629337,
-        "f":0.9747797022
+        "p":0.9739551787,
+        "r":0.9786975046,
+        "f":0.9763205829
       },
       "nmod":{
-        "p":0.7997997998,
-        "r":0.8169734151,
-        "f":0.8082953971
+        "p":0.7953394124,
+        "r":0.8026584867,
+        "f":0.7989821883
       },
       "nummod":{
-        "p":0.8626373626,
-        "r":0.8532608696,
-        "f":0.8579234973
+        "p":0.8913043478,
+        "r":0.8913043478,
+        "f":0.8913043478
       },
       "det":{
-        "p":0.9679487179,
-        "r":0.9715073529,
-        "f":0.9697247706
+        "p":0.9706959707,
+        "r":0.9742647059,
+        "f":0.9724770642
       },
       "nsubj":{
-        "p":0.8435643564,
-        "r":0.8223938224,
-        "f":0.8328445748
+        "p":0.8181818182,
+        "r":0.8166023166,
+        "f":0.8173913043
       },
       "aux":{
-        "p":0.9436619718,
-        "r":0.9262672811,
-        "f":0.9348837209
+        "p":0.9252336449,
+        "r":0.9124423963,
+        "f":0.9187935035
       },
       "advmod":{
-        "p":0.8049327354,
-        "r":0.8233944954,
-        "f":0.8140589569
+        "p":0.8123569794,
+        "r":0.8142201835,
+        "f":0.8132875143
       },
       "obj":{
-        "p":0.8426150121,
-        "r":0.87,
-        "f":0.8560885609
+        "p":0.8308823529,
+        "r":0.8475,
+        "f":0.8391089109
       },
       "cc":{
-        "p":0.9213836478,
-        "r":0.8987730061,
-        "f":0.9099378882
+        "p":0.9028213166,
+        "r":0.8834355828,
+        "f":0.8930232558
       },
       "conj":{
-        "p":0.6708542714,
-        "r":0.7216216216,
-        "f":0.6953125
+        "p":0.6709183673,
+        "r":0.7108108108,
+        "f":0.6902887139
       },
       "det:predet":{
         "p":0.9473684211,
@@ -677,14 +656,14 @@
         "f":0.972972973
       },
       "amod":{
-        "p":0.8966049383,
-        "r":0.8710644678,
-        "f":0.8836501901
+        "p":0.9044684129,
+        "r":0.88005997,
+        "f":0.8920972644
       },
       "mark":{
-        "p":0.9049586777,
-        "r":0.9049586777,
-        "f":0.9049586777
+        "p":0.8821138211,
+        "r":0.8966942149,
+        "f":0.8893442623
       },
       "cop":{
         "p":0.8257575758,
@@ -692,64 +671,64 @@
         "f":0.8449612403
       },
       "xcomp":{
-        "p":0.6739130435,
-        "r":0.6458333333,
-        "f":0.6595744681
+        "p":0.6774193548,
+        "r":0.65625,
+        "f":0.6666666667
       },
       "obl":{
-        "p":0.7820710974,
-        "r":0.7397660819,
-        "f":0.7603305785
+        "p":0.7908396947,
+        "r":0.7573099415,
+        "f":0.7737117252
       },
       "acl:relcl":{
-        "p":0.7067669173,
-        "r":0.6861313869,
-        "f":0.6962962963
+        "p":0.7259259259,
+        "r":0.7153284672,
+        "f":0.7205882353
       },
       "acl":{
-        "p":0.6371681416,
-        "r":0.6260869565,
-        "f":0.6315789474
+        "p":0.6914893617,
+        "r":0.5652173913,
+        "f":0.6220095694
       },
       "ccomp":{
-        "p":0.6964285714,
-        "r":0.6290322581,
-        "f":0.6610169492
+        "p":0.6909090909,
+        "r":0.6129032258,
+        "f":0.6495726496
       },
       "expl":{
-        "p":0.875,
-        "r":0.8974358974,
-        "f":0.8860759494
+        "p":0.8875,
+        "r":0.9102564103,
+        "f":0.8987341772
       },
       "nsubj:pass":{
-        "p":0.8333333333,
+        "p":0.8955223881,
         "r":0.7407407407,
-        "f":0.7843137255
+        "f":0.8108108108
       },
       "aux:pass":{
-        "p":0.8333333333,
-        "r":0.8860759494,
-        "f":0.8588957055
+        "p":0.8414634146,
+        "r":0.8734177215,
+        "f":0.8571428571
       },
       "parataxis":{
-        "p":0.375,
-        "r":0.1935483871,
-        "f":0.2553191489
-      },
-      "obl:agent":{
-        "p":0.8095238095,
-        "r":0.8095238095,
-        "f":0.8095238095
+        "p":0.2631578947,
+        "r":0.1612903226,
+        "f":0.2
       },
       "advcl":{
-        "p":0.6,
-        "r":0.6126760563,
-        "f":0.606271777
+        "p":0.5350318471,
+        "r":0.5915492958,
+        "f":0.5618729097
+      },
+      "obl:agent":{
+        "p":0.7380952381,
+        "r":0.7380952381,
+        "f":0.7380952381
       },
       "det:poss":{
-        "p":0.9428571429,
-        "r":0.9705882353,
-        "f":0.9565217391
+        "p":0.9714285714,
+        "r":1.0,
+        "f":0.9855072464
       },
       "flat":{
         "p":1.0,
@@ -757,9 +736,9 @@
         "f":1.0
       },
       "appos":{
-        "p":0.3076923077,
-        "r":0.3076923077,
-        "f":0.3076923077
+        "p":0.3947368421,
+        "r":0.3846153846,
+        "f":0.3896103896
       },
       "dep":{
         "p":0.0,
@@ -767,24 +746,24 @@
         "f":0.0
       },
       "iobj":{
-        "p":0.8235294118,
-        "r":0.7,
-        "f":0.7567567568
+        "p":0.7619047619,
+        "r":0.8,
+        "f":0.7804878049
       },
-      "expl:pass":{
-        "p":0.5384615385,
-        "r":0.6363636364,
-        "f":0.5833333333
+      "compound":{
+        "p":0.6296296296,
+        "r":0.6538461538,
+        "f":0.641509434
       },
-      "csubj":{
+      "expl:impers":{
         "p":0.6666666667,
-        "r":0.3076923077,
-        "f":0.4210526316
+        "r":0.75,
+        "f":0.7058823529
       },
-      "compound":{
-        "p":0.5806451613,
-        "r":0.6923076923,
-        "f":0.6315789474
+      "csubj":{
+        "p":0.5454545455,
+        "r":0.4615384615,
+        "f":0.5
       },
       "discourse":{
         "p":0.0,
@@ -792,14 +771,14 @@
         "f":0.0
       },
       "fixed":{
-        "p":0.8076923077,
-        "r":0.75,
-        "f":0.7777777778
+        "p":0.8846153846,
+        "r":0.8214285714,
+        "f":0.8518518519
       },
-      "expl:impers":{
-        "p":0.7,
-        "r":0.875,
-        "f":0.7777777778
+      "expl:pass":{
+        "p":0.9,
+        "r":0.8181818182,
+        "f":0.8571428571
       },
       "orphan":{
         "p":0.0,
@@ -816,11 +795,38 @@
         "r":0.3333333333,
         "f":0.3333333333
       }
-    }
+    },
+    "lemma_acc":0.8640366643,
+    "ents_p":0.8556688921,
+    "ents_r":0.8519161046,
+    "ents_f":0.8537883746,
+    "ents_per_type":{
+      "LOC":{
+        "p":0.8656947539,
+        "r":0.8978065022,
+        "f":0.8814582652
+      },
+      "PER":{
+        "p":0.889485747,
+        "r":0.8826581379,
+        "f":0.88605879
+      },
+      "MISC":{
+        "p":0.7636830965,
+        "r":0.6940093432,
+        "f":0.7271811114
+      },
+      "ORG":{
+        "p":0.8235586481,
+        "r":0.7490958409,
+        "f":0.7845643939
+      }
+    },
+    "speed":10840.1050228952
   },
   "sources":[
     {
-      "name":"UD Italian ISDT v2.5",
+      "name":"UD Italian ISDT v2.8",
       "url":"https://github.com/UniversalDependencies/UD_Italian-ISDT",
       "license":"CC BY-NC-SA 3.0",
       "author":"Bosco, Cristina; Lenci, Alessandro; Montemagni, Simonetta; Simi, Maria"

morphologizer/cfg

@@ -1,4 +1,5 @@
 {
+  "extend":false,
   "labels_morph":{
     "POS=PROPN":"",
     "POS=PUNCT":"",
@@ -121,6 +122,7 @@
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
     "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Number=Sing|POS=ADP":"Number=Sing",
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
     "Foreign=Yes|POS=X":"Foreign=Yes",
     "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
@@ -264,6 +266,7 @@
     "Clitic=Yes|Number=Plur|POS=VERB|PronType=Prs|VerbForm=Inf":"Clitic=Yes|Number=Plur|PronType=Prs|VerbForm=Inf",
     "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":"Number=Plur|Poss=Yes|PronType=Prs",
     "Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Number=Sing|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=ADP":"Number=Plur",
     "Clitic=Yes|Gender=Masc|Number=Sing|POS=ADV|Person=3|PronType=Prs":"Clitic=Yes|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
     "Clitic=Yes|Mood=Imp|Number=Plur|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|VerbForm=Fin":"Clitic=Yes|Mood=Imp|Number=Plur|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":"Clitic=Yes|Gender=Fem|Number=Plur|Person=3|PronType=Prs|Tense=Past|VerbForm=Part",
@@ -343,7 +346,6 @@
     "Gender=Masc|Number=Plur|POS=NOUN|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
     "Mood=Imp|Number=Plur|POS=VERB|Person=2":"Mood=Imp|Number=Plur|Person=2",
     "Clitic=Yes|Number=Plur|POS=AUX|Person=1|PronType=Prs|VerbForm=Inf":"Clitic=Yes|Number=Plur|Person=1|PronType=Prs|VerbForm=Inf",
-    "POS=NUM":"",
     "Gender=Masc|Number=Sing|POS=DET":"Gender=Masc|Number=Sing",
     "Number=Sing|POS=DET":"Number=Sing",
     "Gender=Masc|Number=Sing|POS=PRON":"Gender=Masc|Number=Sing",
@@ -471,6 +473,7 @@
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
     "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":95,
+    "Number=Sing|POS=ADP":85,
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
     "Foreign=Yes|POS=X":101,
     "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
@@ -614,6 +617,7 @@
     "Clitic=Yes|Number=Plur|POS=VERB|PronType=Prs|VerbForm=Inf":100,
     "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":95,
     "Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":95,
+    "Number=Plur|POS=ADP":85,
     "Clitic=Yes|Gender=Masc|Number=Sing|POS=ADV|Person=3|PronType=Prs":86,
     "Clitic=Yes|Mood=Imp|Number=Plur|POS=VERB|Person=1,2|PronType=Prs|Tense=Pres|VerbForm=Fin":100,
     "Clitic=Yes|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|Tense=Past|VerbForm=Part":100,
@@ -693,10 +697,10 @@
     "Gender=Masc|Number=Plur|POS=NOUN|Tense=Past|VerbForm=Part":92,
     "Mood=Imp|Number=Plur|POS=VERB|Person=2":100,
     "Clitic=Yes|Number=Plur|POS=AUX|Person=1|PronType=Prs|VerbForm=Inf":87,
-    "POS=NUM":93,
     "Gender=Masc|Number=Sing|POS=DET":90,
     "Number=Sing|POS=DET":90,
     "Gender=Masc|Number=Sing|POS=PRON":95,
     "POS=DET":90
-  }
+  },
+  "overwrite":true
 }

parser/moves

@@ -1 +1 @@
-��moves�#{"0":{"":131171},"1":{"":112878},"2":{"case":38562,"det":25835,"nsubj":9090,"advmod":7696,"cc":7544,"punct":6408,"mark":5854,"aux":5614,"amod":4663,"obl":4048,"cop":2625,"aux:pass":2047,"nummod":1977,"det:poss":1677,"expl":1601,"nsubj:pass":1416,"obj":1098,"advcl":962,"nmod":473,"iobj":449,"det:predet":378,"expl:impers":372,"expl:pass":314,"parataxis":90,"vocative":79,"csubj":55,"discourse":48,"acl":40,"dep":0},"3":{"punct":24641,"nmod":21570,"obl":11821,"amod":10763,"conj":9380,"obj":8031,"flat:name":3183,"acl:relcl":2890,"nsubj":2774,"acl":2675,"advcl":2515,"xcomp":2069,"advmod":1947,"ccomp":1334,"nummod":1226,"obl:agent":1027,"appos":827,"nsubj:pass":708,"compound":699,"fixed":662,"cop":575,"flat":532,"parataxis":282,"csubj":243,"flat:foreign":136,"det:poss":63,"dep":0},"4":{"ROOT":13117}}�cfg��neg_key�
+��moves�#{"0":{"":131175},"1":{"":112873},"2":{"case":38562,"det":25835,"nsubj":9091,"advmod":7696,"cc":7544,"punct":6409,"mark":5854,"aux":5614,"amod":4663,"obl":4048,"cop":2625,"aux:pass":2047,"nummod":1979,"det:poss":1677,"expl":1601,"nsubj:pass":1416,"obj":1098,"advcl":962,"nmod":473,"iobj":449,"det:predet":378,"expl:impers":372,"expl:pass":314,"parataxis":90,"vocative":79,"csubj":55,"discourse":48,"acl":40,"dep":0},"3":{"punct":24646,"nmod":21570,"obl":11821,"amod":10763,"conj":9378,"obj":8029,"flat:name":3183,"acl:relcl":2890,"nsubj":2775,"acl":2675,"advcl":2515,"xcomp":2069,"advmod":1947,"ccomp":1334,"nummod":1227,"obl:agent":1027,"appos":827,"nsubj:pass":708,"compound":699,"fixed":662,"cop":575,"flat":532,"parataxis":282,"csubj":243,"flat:foreign":136,"det:poss":63,"dep":0},"4":{"ROOT":13117}}�cfg��neg_key�

senter/cfg

@@ -1,3 +1,3 @@
 {
-
+  "overwrite":false
 }

tagger/cfg

@@ -36,7 +36,6 @@
     "SP",
     "SW",
     "SYM",
-    "Sw",
     "T",
     "V",
     "VA",
@@ -48,5 +47,6 @@
     "V_PC",
     "V_PC_PC",
     "X"
-  ]
+  ],
+  "overwrite":false
 }

tokenizer

@@ -1,3 +1,3 @@
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vocab/vectors.cfg

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