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_md
   results:
@@ -14,47 +14,47 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8725589357
+      value: 0.8753707462
     - name: NER Recall
       type: recall
-      value: 0.8744298468
+      value: 0.8744493392
     - name: NER F Score
       type: f_score
-      value: 0.8734933894
+      value: 0.8749098001
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.9705195039
+      value: 0.9707455175
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.9752650177
+      value: 0.9685314685
     - name: SENTER Recall
       type: recall
-      value: 0.9787234043
+      value: 0.9822695035
     - name: SENTER F Score
       type: f_score
-      value: 0.9769911504
+      value: 0.9753521127
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.9059943401
+      value: 0.9097643791
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.9059943401
+      value: 0.9097643791
 ---
 ### Details: https://spacy.io/models/it#it_core_news_md
 
@@ -63,12 +63,12 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 | Feature | Description |
 | --- | --- |
 | **Name** | `it_core_news_md` |
-| **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** | 500000 keys, 20000 unique vectors (300 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)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
+| **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)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
 | **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 |
 | --- | --- |
-| `TAG_ACC` | 97.05 |
-| `ENTS_P` | 87.26 |
+| `TAG_ACC` | 97.07 |
+| `SENTS_P` | 96.85 |
+| `SENTS_R` | 98.23 |
+| `SENTS_F` | 97.54 |
+| `ENTS_P` | 87.54 |
 | `ENTS_R` | 87.44 |
-| `ENTS_F` | 87.35 |
-| `SENTS_P` | 97.53 |
-| `SENTS_R` | 97.87 |
-| `SENTS_F` | 97.70 |
+| `ENTS_F` | 87.49 |
 | `TOKEN_ACC` | 99.96 |
-| `POS_ACC` | 97.27 |
-| `MORPH_ACC` | 97.13 |
-| `LEMMA_ACC` | 86.56 |
-| `DEP_UAS` | 90.60 |
-| `DEP_LAS` | 86.96 |
+| `TOKEN_P` | 99.80 |
+| `TOKEN_R` | 99.78 |
+| `TOKEN_F` | 99.79 |
+| `POS_ACC` | 97.46 |
+| `MORPH_ACC` | 97.20 |
+| `MORPH_MICRO_P` | 98.64 |
+| `MORPH_MICRO_R` | 98.07 |
+| `MORPH_MICRO_F` | 98.35 |
+| `DEP_UAS` | 90.98 |
+| `DEP_LAS` | 87.50 |
+| `LEMMA_ACC` | 86.59 |

accuracy.json

@@ -1,95 +1,98 @@
 {
-  "tag_acc": 0.9705195039,
-  "ents_p": 0.8725589357,
-  "ents_r": 0.8744298468,
-  "ents_f": 0.8734933894,
-  "sents_p": 0.9752650177,
-  "sents_r": 0.9787234043,
-  "sents_f": 0.9769911504,
-  "speed": 10107.2234142304,
+  "tag_acc": 0.9707455175,
+  "sents_p": 0.9685314685,
+  "sents_r": 0.9822695035,
+  "sents_f": 0.9753521127,
+  "ents_p": 0.8753707462,
+  "ents_r": 0.8744493392,
+  "ents_f": 0.8749098001,
   "ents_per_type": {
+    "ORG": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
+    },
     "LOC": {
-      "p": 0.8819552585,
-      "r": 0.9095573835,
-      "f": 0.8955436858
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "PER": {
-      "p": 0.9109836414,
-      "r": 0.9142857143,
-      "f": 0.912631691
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "MISC": {
-      "p": 0.7791347852,
-      "r": 0.7275350371,
-      "f": 0.7524513287
-    },
-    "ORG": {
-      "p": 0.8353336534,
-      "r": 0.7866184448,
-      "f": 0.8102444703
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     }
   },
-  "token_acc": 0.9996405787,
-  "pos_acc": 0.9726766133,
-  "morph_acc": 0.9713258427,
-  "lemma_acc": 0.865576422,
-  "dep_uas": 0.9059943401,
-  "dep_las": 0.8695652174,
+  "speed": 9476.0962556217,
+  "token_acc": 0.9996405141,
+  "token_p": 0.9980235379,
+  "token_r": 0.9978442468,
+  "token_f": 0.9979338843,
+  "pos_acc": 0.9746101649,
+  "morph_acc": 0.9720449438,
+  "morph_micro_p": 0.9863999603,
+  "morph_micro_r": 0.980704698,
+  "morph_micro_f": 0.9835440845,
   "morph_per_feat": {
     "Gender": {
-      "p": 0.9893267652,
-      "r": 0.9840751327,
-      "f": 0.9866939611
+      "p": 0.9903510573,
+      "r": 0.9848917926,
+      "f": 0.9876138806
     },
     "Number": {
-      "p": 0.9925638539,
-      "r": 0.9860285852,
-      "f": 0.9892854266
+      "p": 0.9924095607,
+      "r": 0.9866730893,
+      "f": 0.9895330113
     },
     "NumType": {
-      "p": 0.9848484848,
-      "r": 0.9594095941,
-      "f": 0.9719626168
+      "p": 0.9847328244,
+      "r": 0.9520295203,
+      "f": 0.9681050657
     },
     "Definite": {
-      "p": 0.9946745562,
-      "r": 0.9970344009,
-      "f": 0.9958530806
+      "p": 0.9964454976,
+      "r": 0.9976275208,
+      "f": 0.9970361589
     },
     "PronType": {
-      "p": 0.9896136269,
-      "r": 0.9851116625,
-      "f": 0.987357513
+      "p": 0.9916839917,
+      "r": 0.9863523573,
+      "f": 0.989010989
     },
     "Mood": {
-      "p": 0.9682539683,
-      "r": 0.9519807923,
-      "f": 0.9600484262
+      "p": 0.9588377724,
+      "r": 0.9507803121,
+      "f": 0.9547920434
     },
     "Person": {
-      "p": 0.9743842365,
-      "r": 0.9574056147,
-      "f": 0.9658203125
+      "p": 0.972575906,
+      "r": 0.9612778316,
+      "f": 0.9668938656
     },
     "Tense": {
-      "p": 0.9674378749,
-      "r": 0.9608510638,
-      "f": 0.9641332195
+      "p": 0.9607173356,
+      "r": 0.9574468085,
+      "f": 0.9590792839
     },
     "VerbForm": {
-      "p": 0.9777003484,
-      "r": 0.9722799723,
-      "f": 0.9749826268
+      "p": 0.9735927728,
+      "r": 0.9708939709,
+      "f": 0.972241499
     },
     "Degree": {
-      "p": 0.9285714286,
-      "r": 0.7647058824,
-      "f": 0.8387096774
+      "p": 0.8235294118,
+      "r": 0.8235294118,
+      "f": 0.8235294118
     },
     "Clitic": {
-      "p": 0.9891891892,
+      "p": 1.0,
       "r": 0.9786096257,
-      "f": 0.9838709677
+      "f": 0.9891891892
     },
     "Poss": {
       "p": 0.9852941176,
@@ -103,70 +106,72 @@
     },
     "Foreign": {
       "p": 1.0,
-      "r": 0.2,
-      "f": 0.3333333333
+      "r": 0.4,
+      "f": 0.5714285714
     }
   },
+  "dep_uas": 0.9097643791,
+  "dep_las": 0.8749871386,
   "dep_las_per_type": {
     "root": {
-      "p": 0.9081272085,
-      "r": 0.9113475177,
-      "f": 0.9097345133
+      "p": 0.8898601399,
+      "r": 0.9024822695,
+      "f": 0.8961267606
     },
     "flat:name": {
-      "p": 0.9220779221,
-      "r": 0.8987341772,
-      "f": 0.9102564103
+      "p": 0.9230769231,
+      "r": 0.9113924051,
+      "f": 0.9171974522
     },
     "case": {
-      "p": 0.9781553398,
-      "r": 0.9811320755,
-      "f": 0.9796414464
+      "p": 0.9811435523,
+      "r": 0.9817407182,
+      "f": 0.9814420444
     },
     "nmod": {
-      "p": 0.798989899,
-      "r": 0.808793456,
-      "f": 0.8038617886
+      "p": 0.8126888218,
+      "r": 0.8251533742,
+      "f": 0.8188736682
     },
     "nummod": {
-      "p": 0.8826815642,
-      "r": 0.8586956522,
-      "f": 0.870523416
+      "p": 0.8895027624,
+      "r": 0.875,
+      "f": 0.8821917808
     },
     "det": {
-      "p": 0.9751381215,
-      "r": 0.9733455882,
-      "f": 0.9742410304
+      "p": 0.976146789,
+      "r": 0.9779411765,
+      "f": 0.9770431589
     },
     "nsubj": {
-      "p": 0.8582677165,
-      "r": 0.8416988417,
-      "f": 0.8499025341
+      "p": 0.8474903475,
+      "r": 0.8474903475,
+      "f": 0.8474903475
     },
     "aux": {
-      "p": 0.9395348837,
-      "r": 0.930875576,
-      "f": 0.9351851852
+      "p": 0.9311926606,
+      "r": 0.935483871,
+      "f": 0.9333333333
     },
     "advmod": {
-      "p": 0.8108108108,
-      "r": 0.8256880734,
-      "f": 0.8181818182
+      "p": 0.8159090909,
+      "r": 0.8233944954,
+      "f": 0.8196347032
     },
     "obj": {
-      "p": 0.845971564,
-      "r": 0.8925,
-      "f": 0.8686131387
+      "p": 0.8684210526,
+      "r": 0.9075,
+      "f": 0.8875305623
     },
     "cc": {
-      "p": 0.9223602484,
-      "r": 0.9110429448,
-      "f": 0.9166666667
+      "p": 0.9242902208,
+      "r": 0.8987730061,
+      "f": 0.9113530327
     },
     "conj": {
-      "p": 0.6733167082,
-      "r": 0.7297297297,
-      "f": 0.7003891051
+      "p": 0.670984456,
+      "r": 0.7,
+      "f": 0.6851851852
     },
     "det:predet": {
       "p": 0.9473684211,
@@ -174,69 +179,69 @@
       "f": 0.972972973
     },
     "amod": {
-      "p": 0.906626506,
-      "r": 0.9025487256,
-      "f": 0.9045830203
+      "p": 0.9081325301,
+      "r": 0.904047976,
+      "f": 0.9060856499
     },
     "mark": {
-      "p": 0.9221311475,
-      "r": 0.9297520661,
-      "f": 0.9259259259
+      "p": 0.9262295082,
+      "r": 0.9338842975,
+      "f": 0.9300411523
     },
     "cop": {
-      "p": 0.8449612403,
-      "r": 0.8650793651,
-      "f": 0.8549019608
+      "p": 0.828358209,
+      "r": 0.880952381,
+      "f": 0.8538461538
     },
     "xcomp": {
-      "p": 0.7558139535,
-      "r": 0.6770833333,
-      "f": 0.7142857143
+      "p": 0.7578947368,
+      "r": 0.75,
+      "f": 0.7539267016
     },
     "obl": {
-      "p": 0.7951441578,
-      "r": 0.7660818713,
-      "f": 0.7803425168
+      "p": 0.8242612753,
+      "r": 0.7748538012,
+      "f": 0.7987942728
     },
     "acl:relcl": {
-      "p": 0.816,
-      "r": 0.7445255474,
-      "f": 0.7786259542
+      "p": 0.7923076923,
+      "r": 0.7518248175,
+      "f": 0.7715355805
     },
     "acl": {
-      "p": 0.6074766355,
-      "r": 0.5652173913,
-      "f": 0.5855855856
+      "p": 0.6363636364,
+      "r": 0.6086956522,
+      "f": 0.6222222222
     },
     "ccomp": {
-      "p": 0.6268656716,
+      "p": 0.7,
       "r": 0.6774193548,
-      "f": 0.6511627907
+      "f": 0.6885245902
     },
     "expl": {
-      "p": 0.8904109589,
-      "r": 0.8333333333,
-      "f": 0.8609271523
+      "p": 0.9178082192,
+      "r": 0.858974359,
+      "f": 0.8874172185
     },
     "nsubj:pass": {
-      "p": 0.756097561,
-      "r": 0.7654320988,
-      "f": 0.7607361963
+      "p": 0.8289473684,
+      "r": 0.7777777778,
+      "f": 0.8025477707
     },
     "aux:pass": {
-      "p": 0.8571428571,
-      "r": 0.9113924051,
-      "f": 0.8834355828
+      "p": 0.8658536585,
+      "r": 0.8987341772,
+      "f": 0.8819875776
     },
     "parataxis": {
-      "p": 0.6,
-      "r": 0.1935483871,
-      "f": 0.2926829268
+      "p": 0.5,
+      "r": 0.1290322581,
+      "f": 0.2051282051
     },
     "advcl": {
-      "p": 0.5694444444,
-      "r": 0.5774647887,
-      "f": 0.5734265734
+      "p": 0.5961538462,
+      "r": 0.6549295775,
+      "f": 0.6241610738
     },
     "det:poss": {
       "p": 0.9855072464,
@@ -249,19 +254,14 @@
       "f": 1.0
     },
     "appos": {
-      "p": 0.5428571429,
-      "r": 0.4871794872,
-      "f": 0.5135135135
+      "p": 0.5,
+      "r": 0.4615384615,
+      "f": 0.48
     },
     "obl:agent": {
-      "p": 0.925,
+      "p": 0.9487179487,
       "r": 0.880952381,
-      "f": 0.9024390244
-    },
-    "compound": {
-      "p": 0.625,
-      "r": 0.5769230769,
-      "f": 0.6
+      "f": 0.9135802469
     },
     "dep": {
       "p": 0.0,
@@ -269,19 +269,24 @@
       "f": 0.0
     },
     "iobj": {
-      "p": 0.85,
-      "r": 0.85,
-      "f": 0.85
+      "p": 0.8260869565,
+      "r": 0.95,
+      "f": 0.8837209302
     },
     "expl:impers": {
-      "p": 0.5,
-      "r": 0.75,
-      "f": 0.6
+      "p": 0.5333333333,
+      "r": 1.0,
+      "f": 0.6956521739
     },
     "csubj": {
-      "p": 0.5714285714,
-      "r": 0.3076923077,
-      "f": 0.4
+      "p": 0.75,
+      "r": 0.4615384615,
+      "f": 0.5714285714
+    },
+    "compound": {
+      "p": 0.64,
+      "r": 0.6153846154,
+      "f": 0.6274509804
     },
     "discourse": {
       "p": 0.0,
@@ -289,29 +294,30 @@
       "f": 0.0
     },
     "fixed": {
-      "p": 0.8846153846,
-      "r": 0.8214285714,
-      "f": 0.8518518519
+      "p": 0.8461538462,
+      "r": 0.7857142857,
+      "f": 0.8148148148
     },
     "expl:pass": {
-      "p": 0.6666666667,
-      "r": 0.7272727273,
-      "f": 0.6956521739
+      "p": 0.5384615385,
+      "r": 0.6363636364,
+      "f": 0.5833333333
+    },
+    "flat:foreign": {
+      "p": 0.5,
+      "r": 0.3333333333,
+      "f": 0.4
     },
     "orphan": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "flat:foreign": {
-      "p": 1.0,
-      "r": 0.3333333333,
-      "f": 0.5
-    },
     "vocative": {
-      "p": 0.3333333333,
+      "p": 0.5,
       "r": 0.3333333333,
-      "f": 0.3333333333
+      "f": 0.4
     }
-  }
+  },
+  "lemma_acc": 0.8659237958
 }

config.cfg

@@ -1,10 +1,8 @@
 [paths]
-train = "corpus/it-dep-news/train.spacy"
-dev = "corpus/it-dep-news/dev.spacy"
-vectors = "corpus/it_vectors"
-raw = null
+train = null
+dev = null
+vectors = 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 = true
 
 [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 = true
 
 [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 = true
 
 [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_md-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1f9d3ef2b2cfdbea49be082c8ba8b99732f14fce3c53bcc9e598d84f4819e77c
-size 50033908
+oid sha256:5f5ebe629f3664af129cbf53192f820c0f1a6de0e7274cb671e91d10be2f2d60
+size 50723753

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"it",
   "name":"core_news_md",
-  "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":300,
     "vectors":20000,
@@ -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",
@@ -502,97 +502,100 @@
     "senter"
   ],
   "performance":{
-    "tag_acc":0.9705195039,
-    "ents_p":0.8725589357,
-    "ents_r":0.8744298468,
-    "ents_f":0.8734933894,
-    "sents_p":0.9752650177,
-    "sents_r":0.9787234043,
-    "sents_f":0.9769911504,
-    "speed":10107.2234142304,
+    "tag_acc":0.9707455175,
+    "sents_p":0.9685314685,
+    "sents_r":0.9822695035,
+    "sents_f":0.9753521127,
+    "ents_p":0.8753707462,
+    "ents_r":0.8744493392,
+    "ents_f":0.8749098001,
     "ents_per_type":{
+      "ORG":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
       "LOC":{
-        "p":0.8819552585,
-        "r":0.9095573835,
-        "f":0.8955436858
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       },
       "PER":{
-        "p":0.9109836414,
-        "r":0.9142857143,
-        "f":0.912631691
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       },
       "MISC":{
-        "p":0.7791347852,
-        "r":0.7275350371,
-        "f":0.7524513287
-      },
-      "ORG":{
-        "p":0.8353336534,
-        "r":0.7866184448,
-        "f":0.8102444703
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       }
     },
-    "token_acc":0.9996405787,
-    "pos_acc":0.9726766133,
-    "morph_acc":0.9713258427,
-    "lemma_acc":0.865576422,
-    "dep_uas":0.9059943401,
-    "dep_las":0.8695652174,
+    "speed":9476.0962556217,
+    "token_acc":0.9996405141,
+    "token_p":0.9980235379,
+    "token_r":0.9978442468,
+    "token_f":0.9979338843,
+    "pos_acc":0.9746101649,
+    "morph_acc":0.9720449438,
+    "morph_micro_p":0.9863999603,
+    "morph_micro_r":0.980704698,
+    "morph_micro_f":0.9835440845,
     "morph_per_feat":{
       "Gender":{
-        "p":0.9893267652,
-        "r":0.9840751327,
-        "f":0.9866939611
+        "p":0.9903510573,
+        "r":0.9848917926,
+        "f":0.9876138806
       },
       "Number":{
-        "p":0.9925638539,
-        "r":0.9860285852,
-        "f":0.9892854266
+        "p":0.9924095607,
+        "r":0.9866730893,
+        "f":0.9895330113
       },
       "NumType":{
-        "p":0.9848484848,
-        "r":0.9594095941,
-        "f":0.9719626168
+        "p":0.9847328244,
+        "r":0.9520295203,
+        "f":0.9681050657
       },
       "Definite":{
-        "p":0.9946745562,
-        "r":0.9970344009,
-        "f":0.9958530806
+        "p":0.9964454976,
+        "r":0.9976275208,
+        "f":0.9970361589
       },
       "PronType":{
-        "p":0.9896136269,
-        "r":0.9851116625,
-        "f":0.987357513
+        "p":0.9916839917,
+        "r":0.9863523573,
+        "f":0.989010989
       },
       "Mood":{
-        "p":0.9682539683,
-        "r":0.9519807923,
-        "f":0.9600484262
+        "p":0.9588377724,
+        "r":0.9507803121,
+        "f":0.9547920434
       },
       "Person":{
-        "p":0.9743842365,
-        "r":0.9574056147,
-        "f":0.9658203125
+        "p":0.972575906,
+        "r":0.9612778316,
+        "f":0.9668938656
       },
       "Tense":{
-        "p":0.9674378749,
-        "r":0.9608510638,
-        "f":0.9641332195
+        "p":0.9607173356,
+        "r":0.9574468085,
+        "f":0.9590792839
       },
       "VerbForm":{
-        "p":0.9777003484,
-        "r":0.9722799723,
-        "f":0.9749826268
+        "p":0.9735927728,
+        "r":0.9708939709,
+        "f":0.972241499
       },
       "Degree":{
-        "p":0.9285714286,
-        "r":0.7647058824,
-        "f":0.8387096774
+        "p":0.8235294118,
+        "r":0.8235294118,
+        "f":0.8235294118
       },
       "Clitic":{
-        "p":0.9891891892,
+        "p":1.0,
         "r":0.9786096257,
-        "f":0.9838709677
+        "f":0.9891891892
       },
       "Poss":{
         "p":0.9852941176,
@@ -606,70 +609,72 @@
       },
       "Foreign":{
         "p":1.0,
-        "r":0.2,
-        "f":0.3333333333
+        "r":0.4,
+        "f":0.5714285714
       }
     },
+    "dep_uas":0.9097643791,
+    "dep_las":0.8749871386,
     "dep_las_per_type":{
       "root":{
-        "p":0.9081272085,
-        "r":0.9113475177,
-        "f":0.9097345133
+        "p":0.8898601399,
+        "r":0.9024822695,
+        "f":0.8961267606
       },
       "flat:name":{
-        "p":0.9220779221,
-        "r":0.8987341772,
-        "f":0.9102564103
+        "p":0.9230769231,
+        "r":0.9113924051,
+        "f":0.9171974522
       },
       "case":{
-        "p":0.9781553398,
-        "r":0.9811320755,
-        "f":0.9796414464
+        "p":0.9811435523,
+        "r":0.9817407182,
+        "f":0.9814420444
       },
       "nmod":{
-        "p":0.798989899,
-        "r":0.808793456,
-        "f":0.8038617886
+        "p":0.8126888218,
+        "r":0.8251533742,
+        "f":0.8188736682
       },
       "nummod":{
-        "p":0.8826815642,
-        "r":0.8586956522,
-        "f":0.870523416
+        "p":0.8895027624,
+        "r":0.875,
+        "f":0.8821917808
       },
       "det":{
-        "p":0.9751381215,
-        "r":0.9733455882,
-        "f":0.9742410304
+        "p":0.976146789,
+        "r":0.9779411765,
+        "f":0.9770431589
       },
       "nsubj":{
-        "p":0.8582677165,
-        "r":0.8416988417,
-        "f":0.8499025341
+        "p":0.8474903475,
+        "r":0.8474903475,
+        "f":0.8474903475
       },
       "aux":{
-        "p":0.9395348837,
-        "r":0.930875576,
-        "f":0.9351851852
+        "p":0.9311926606,
+        "r":0.935483871,
+        "f":0.9333333333
       },
       "advmod":{
-        "p":0.8108108108,
-        "r":0.8256880734,
-        "f":0.8181818182
+        "p":0.8159090909,
+        "r":0.8233944954,
+        "f":0.8196347032
       },
       "obj":{
-        "p":0.845971564,
-        "r":0.8925,
-        "f":0.8686131387
+        "p":0.8684210526,
+        "r":0.9075,
+        "f":0.8875305623
       },
       "cc":{
-        "p":0.9223602484,
-        "r":0.9110429448,
-        "f":0.9166666667
+        "p":0.9242902208,
+        "r":0.8987730061,
+        "f":0.9113530327
       },
       "conj":{
-        "p":0.6733167082,
-        "r":0.7297297297,
-        "f":0.7003891051
+        "p":0.670984456,
+        "r":0.7,
+        "f":0.6851851852
       },
       "det:predet":{
         "p":0.9473684211,
@@ -677,69 +682,69 @@
         "f":0.972972973
       },
       "amod":{
-        "p":0.906626506,
-        "r":0.9025487256,
-        "f":0.9045830203
+        "p":0.9081325301,
+        "r":0.904047976,
+        "f":0.9060856499
       },
       "mark":{
-        "p":0.9221311475,
-        "r":0.9297520661,
-        "f":0.9259259259
+        "p":0.9262295082,
+        "r":0.9338842975,
+        "f":0.9300411523
       },
       "cop":{
-        "p":0.8449612403,
-        "r":0.8650793651,
-        "f":0.8549019608
+        "p":0.828358209,
+        "r":0.880952381,
+        "f":0.8538461538
       },
       "xcomp":{
-        "p":0.7558139535,
-        "r":0.6770833333,
-        "f":0.7142857143
+        "p":0.7578947368,
+        "r":0.75,
+        "f":0.7539267016
       },
       "obl":{
-        "p":0.7951441578,
-        "r":0.7660818713,
-        "f":0.7803425168
+        "p":0.8242612753,
+        "r":0.7748538012,
+        "f":0.7987942728
       },
       "acl:relcl":{
-        "p":0.816,
-        "r":0.7445255474,
-        "f":0.7786259542
+        "p":0.7923076923,
+        "r":0.7518248175,
+        "f":0.7715355805
       },
       "acl":{
-        "p":0.6074766355,
-        "r":0.5652173913,
-        "f":0.5855855856
+        "p":0.6363636364,
+        "r":0.6086956522,
+        "f":0.6222222222
       },
       "ccomp":{
-        "p":0.6268656716,
+        "p":0.7,
         "r":0.6774193548,
-        "f":0.6511627907
+        "f":0.6885245902
       },
       "expl":{
-        "p":0.8904109589,
-        "r":0.8333333333,
-        "f":0.8609271523
+        "p":0.9178082192,
+        "r":0.858974359,
+        "f":0.8874172185
       },
       "nsubj:pass":{
-        "p":0.756097561,
-        "r":0.7654320988,
-        "f":0.7607361963
+        "p":0.8289473684,
+        "r":0.7777777778,
+        "f":0.8025477707
       },
       "aux:pass":{
-        "p":0.8571428571,
-        "r":0.9113924051,
-        "f":0.8834355828
+        "p":0.8658536585,
+        "r":0.8987341772,
+        "f":0.8819875776
       },
       "parataxis":{
-        "p":0.6,
-        "r":0.1935483871,
-        "f":0.2926829268
+        "p":0.5,
+        "r":0.1290322581,
+        "f":0.2051282051
       },
       "advcl":{
-        "p":0.5694444444,
-        "r":0.5774647887,
-        "f":0.5734265734
+        "p":0.5961538462,
+        "r":0.6549295775,
+        "f":0.6241610738
       },
       "det:poss":{
         "p":0.9855072464,
@@ -752,19 +757,14 @@
         "f":1.0
       },
       "appos":{
-        "p":0.5428571429,
-        "r":0.4871794872,
-        "f":0.5135135135
+        "p":0.5,
+        "r":0.4615384615,
+        "f":0.48
       },
       "obl:agent":{
-        "p":0.925,
+        "p":0.9487179487,
         "r":0.880952381,
-        "f":0.9024390244
-      },
-      "compound":{
-        "p":0.625,
-        "r":0.5769230769,
-        "f":0.6
+        "f":0.9135802469
       },
       "dep":{
         "p":0.0,
@@ -772,19 +772,24 @@
         "f":0.0
       },
       "iobj":{
-        "p":0.85,
-        "r":0.85,
-        "f":0.85
+        "p":0.8260869565,
+        "r":0.95,
+        "f":0.8837209302
       },
       "expl:impers":{
-        "p":0.5,
-        "r":0.75,
-        "f":0.6
+        "p":0.5333333333,
+        "r":1.0,
+        "f":0.6956521739
       },
       "csubj":{
-        "p":0.5714285714,
-        "r":0.3076923077,
-        "f":0.4
+        "p":0.75,
+        "r":0.4615384615,
+        "f":0.5714285714
+      },
+      "compound":{
+        "p":0.64,
+        "r":0.6153846154,
+        "f":0.6274509804
       },
       "discourse":{
         "p":0.0,
@@ -792,35 +797,36 @@
         "f":0.0
       },
       "fixed":{
-        "p":0.8846153846,
-        "r":0.8214285714,
-        "f":0.8518518519
+        "p":0.8461538462,
+        "r":0.7857142857,
+        "f":0.8148148148
       },
       "expl:pass":{
-        "p":0.6666666667,
-        "r":0.7272727273,
-        "f":0.6956521739
+        "p":0.5384615385,
+        "r":0.6363636364,
+        "f":0.5833333333
+      },
+      "flat:foreign":{
+        "p":0.5,
+        "r":0.3333333333,
+        "f":0.4
       },
       "orphan":{
         "p":0.0,
         "r":0.0,
         "f":0.0
       },
-      "flat:foreign":{
-        "p":1.0,
-        "r":0.3333333333,
-        "f":0.5
-      },
       "vocative":{
-        "p":0.3333333333,
+        "p":0.5,
         "r":0.3333333333,
-        "f":0.3333333333
+        "f":0.4
       }
-    }
+    },
+    "lemma_acc":0.8659237958
   },
   "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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