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_lg
   results:
@@ -14,47 +14,47 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8827796795
+      value: 0.8833995172
     - name: NER Recall
       type: recall
-      value: 0.8847413356
+      value: 0.8846048887
     - name: NER F Score
       type: f_score
-      value: 0.883759419
+      value: 0.8840017921
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.9716879382
+      value: 0.9718676973
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.9701754386
+      value: 0.9634146341
     - name: SENTER Recall
       type: recall
       value: 0.9804964539
     - name: SENTER F Score
       type: f_score
-      value: 0.975308642
+      value: 0.9718804921
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.9059846653
+      value: 0.9135065603
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.9059846653
+      value: 0.9135065603
 ---
 ### Details: https://spacy.io/models/it#it_core_news_lg
 
@@ -63,12 +63,12 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 | Feature | Description |
 | --- | --- |
 | **Name** | `it_core_news_lg` |
-| **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, 500000 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` | 97.17 |
-| `ENTS_P` | 88.28 |
-| `ENTS_R` | 88.47 |
-| `ENTS_F` | 88.38 |
-| `SENTS_P` | 97.02 |
+| `TAG_ACC` | 97.19 |
+| `SENTS_P` | 96.34 |
 | `SENTS_R` | 98.05 |
-| `SENTS_F` | 97.53 |
+| `SENTS_F` | 97.19 |
+| `ENTS_P` | 88.34 |
+| `ENTS_R` | 88.46 |
+| `ENTS_F` | 88.40 |
 | `TOKEN_ACC` | 99.96 |
-| `POS_ACC` | 97.39 |
-| `MORPH_ACC` | 97.53 |
-| `LEMMA_ACC` | 86.62 |
-| `DEP_UAS` | 90.60 |
-| `DEP_LAS` | 87.19 |
+| `TOKEN_P` | 99.80 |
+| `TOKEN_R` | 99.78 |
+| `TOKEN_F` | 99.79 |
+| `POS_ACC` | 97.45 |
+| `MORPH_ACC` | 97.50 |
+| `MORPH_MICRO_P` | 98.94 |
+| `MORPH_MICRO_R` | 98.30 |
+| `MORPH_MICRO_F` | 98.62 |
+| `DEP_UAS` | 91.35 |
+| `DEP_LAS` | 87.73 |
+| `LEMMA_ACC` | 86.55 |

accuracy.json

@@ -1,95 +1,98 @@
 {
-  "tag_acc": 0.9716879382,
-  "ents_p": 0.8827796795,
-  "ents_r": 0.8847413356,
-  "ents_f": 0.883759419,
-  "sents_p": 0.9701754386,
+  "tag_acc": 0.9718676973,
+  "sents_p": 0.9634146341,
   "sents_r": 0.9804964539,
-  "sents_f": 0.975308642,
-  "speed": 10594.6933060659,
+  "sents_f": 0.9718804921,
+  "ents_p": 0.8833995172,
+  "ents_r": 0.8846048887,
+  "ents_f": 0.8840017921,
   "ents_per_type": {
-    "LOC": {
-      "p": 0.8898115497,
-      "r": 0.9191931061,
-      "f": 0.9042637227
+    "ORG": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
-    "MISC": {
-      "p": 0.7924834193,
-      "r": 0.7388018686,
-      "f": 0.7647016995
+    "LOC": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
     "PER": {
-      "p": 0.9253540169,
-      "r": 0.924235963,
-      "f": 0.9247946521
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     },
-    "ORG": {
-      "p": 0.8420927467,
-      "r": 0.8004068716,
-      "f": 0.8207208251
+    "MISC": {
+      "p": 0.0,
+      "r": 0.0,
+      "f": 0.0
     }
   },
-  "token_acc": 0.9996405787,
-  "pos_acc": 0.9739349272,
-  "morph_acc": 0.9753269516,
-  "lemma_acc": 0.8662054093,
-  "dep_uas": 0.9059846653,
-  "dep_las": 0.8719189008,
+  "speed": 9182.4324009931,
+  "token_acc": 0.9996405141,
+  "token_p": 0.9980235379,
+  "token_r": 0.9978442468,
+  "token_f": 0.9979338843,
+  "pos_acc": 0.9745202894,
+  "morph_acc": 0.975011236,
+  "morph_micro_p": 0.9894203546,
+  "morph_micro_r": 0.9830240821,
+  "morph_micro_f": 0.9862118474,
   "morph_per_feat": {
     "Gender": {
-      "p": 0.9919967166,
-      "r": 0.9869334422,
-      "f": 0.989458602
+      "p": 0.9915862918,
+      "r": 0.9865251123,
+      "f": 0.9890492273
     },
     "Number": {
-      "p": 0.9938630491,
-      "r": 0.9882768588,
-      "f": 0.9910620823
+      "p": 0.9933742728,
+      "r": 0.9869942197,
+      "f": 0.9901739691
     },
     "NumType": {
-      "p": 0.9737827715,
-      "r": 0.9594095941,
-      "f": 0.9665427509
+      "p": 0.9736842105,
+      "r": 0.9557195572,
+      "f": 0.9646182495
     },
     "Definite": {
-      "p": 0.9958579882,
-      "r": 0.9982206406,
-      "f": 0.9970379147
+      "p": 0.9964433906,
+      "r": 0.9970344009,
+      "f": 0.9967388082
     },
     "PronType": {
-      "p": 0.9924937448,
-      "r": 0.9842845327,
-      "f": 0.988372093
+      "p": 0.991687448,
+      "r": 0.9867659222,
+      "f": 0.9892205638
     },
     "Mood": {
-      "p": 0.979368932,
-      "r": 0.968787515,
-      "f": 0.974049487
+      "p": 0.9817295981,
+      "r": 0.9675870348,
+      "f": 0.9746070133
     },
     "Person": {
-      "p": 0.9793510324,
-      "r": 0.9641819942,
-      "f": 0.9717073171
+      "p": 0.9813359528,
+      "r": 0.9670861568,
+      "f": 0.9741589469
     },
     "Tense": {
-      "p": 0.9742930591,
-      "r": 0.9676595745,
-      "f": 0.9709649872
+      "p": 0.9734133791,
+      "r": 0.9659574468,
+      "f": 0.9696710807
     },
     "VerbForm": {
-      "p": 0.9797627355,
-      "r": 0.972972973,
-      "f": 0.9763560501
+      "p": 0.9783821478,
+      "r": 0.9722799723,
+      "f": 0.9753215155
     },
     "Degree": {
-      "p": 1.0,
-      "r": 0.9411764706,
-      "f": 0.9696969697
+      "p": 0.9375,
+      "r": 0.8823529412,
+      "f": 0.9090909091
     },
     "Clitic": {
       "p": 1.0,
-      "r": 0.9679144385,
-      "f": 0.9836956522
+      "r": 0.9839572193,
+      "f": 0.9919137466
     },
     "Poss": {
       "p": 1.0,
@@ -98,75 +101,77 @@
     },
     "Polarity": {
       "p": 1.0,
-      "r": 1.0,
-      "f": 1.0
+      "r": 0.3333333333,
+      "f": 0.5
     },
     "Foreign": {
-      "p": 1.0,
-      "r": 0.6,
-      "f": 0.75
+      "p": 0.8333333333,
+      "r": 1.0,
+      "f": 0.9090909091
     }
   },
+  "dep_uas": 0.9135065603,
+  "dep_las": 0.8773410167,
   "dep_las_per_type": {
     "root": {
-      "p": 0.8912280702,
-      "r": 0.9007092199,
-      "f": 0.8959435626
+      "p": 0.9024390244,
+      "r": 0.9184397163,
+      "f": 0.9103690685
     },
     "flat:name": {
-      "p": 0.9113924051,
+      "p": 0.9411764706,
       "r": 0.9113924051,
-      "f": 0.9113924051
+      "f": 0.9260450161
     },
     "case": {
-      "p": 0.9805589307,
+      "p": 0.9781818182,
       "r": 0.9823493609,
-      "f": 0.9814533293
+      "f": 0.98026116
     },
     "nmod": {
-      "p": 0.8141683778,
-      "r": 0.8108384458,
-      "f": 0.8125
+      "p": 0.7987804878,
+      "r": 0.8036809816,
+      "f": 0.8012232416
     },
     "nummod": {
-      "p": 0.8813559322,
-      "r": 0.847826087,
-      "f": 0.864265928
+      "p": 0.9213483146,
+      "r": 0.8913043478,
+      "f": 0.9060773481
     },
     "det": {
-      "p": 0.9761904762,
-      "r": 0.9797794118,
-      "f": 0.9779816514
+      "p": 0.9743824337,
+      "r": 0.9788602941,
+      "f": 0.9766162311
     },
     "nsubj": {
-      "p": 0.861328125,
+      "p": 0.8579766537,
       "r": 0.8513513514,
-      "f": 0.8563106796
+      "f": 0.8546511628
     },
     "aux": {
-      "p": 0.9441860465,
-      "r": 0.935483871,
-      "f": 0.9398148148
+      "p": 0.9449541284,
+      "r": 0.9493087558,
+      "f": 0.9471264368
     },
     "advmod": {
-      "p": 0.8220720721,
-      "r": 0.8371559633,
-      "f": 0.8295454545
+      "p": 0.8167420814,
+      "r": 0.8279816514,
+      "f": 0.8223234624
     },
     "obj": {
-      "p": 0.8619854722,
-      "r": 0.89,
-      "f": 0.8757687577
+      "p": 0.885286783,
+      "r": 0.8875,
+      "f": 0.88639201
     },
     "cc": {
-      "p": 0.9221183801,
-      "r": 0.9079754601,
-      "f": 0.914992272
+      "p": 0.9213836478,
+      "r": 0.8987730061,
+      "f": 0.9099378882
     },
     "conj": {
-      "p": 0.6284289277,
-      "r": 0.6810810811,
-      "f": 0.6536964981
+      "p": 0.7081218274,
+      "r": 0.7540540541,
+      "f": 0.7303664921
     },
     "det:predet": {
       "p": 0.9473684211,
@@ -174,74 +179,74 @@
       "f": 0.972972973
     },
     "amod": {
-      "p": 0.8945022288,
-      "r": 0.9025487256,
-      "f": 0.8985074627
+      "p": 0.9095022624,
+      "r": 0.904047976,
+      "f": 0.9067669173
     },
     "mark": {
-      "p": 0.9032258065,
-      "r": 0.9256198347,
-      "f": 0.9142857143
+      "p": 0.9265306122,
+      "r": 0.9380165289,
+      "f": 0.932238193
     },
     "cop": {
-      "p": 0.8409090909,
-      "r": 0.880952381,
-      "f": 0.8604651163
+      "p": 0.8432835821,
+      "r": 0.8968253968,
+      "f": 0.8692307692
     },
     "xcomp": {
-      "p": 0.75,
-      "r": 0.71875,
-      "f": 0.7340425532
+      "p": 0.7444444444,
+      "r": 0.6979166667,
+      "f": 0.7204301075
     },
     "obl": {
-      "p": 0.8160741886,
-      "r": 0.7719298246,
-      "f": 0.7933884298
+      "p": 0.8267477204,
+      "r": 0.7953216374,
+      "f": 0.8107302534
     },
     "acl:relcl": {
-      "p": 0.786259542,
-      "r": 0.7518248175,
-      "f": 0.7686567164
+      "p": 0.8076923077,
+      "r": 0.7664233577,
+      "f": 0.7865168539
     },
     "acl": {
-      "p": 0.6960784314,
-      "r": 0.6173913043,
-      "f": 0.6543778802
+      "p": 0.6486486486,
+      "r": 0.6260869565,
+      "f": 0.6371681416
     },
     "ccomp": {
       "p": 0.6666666667,
-      "r": 0.6451612903,
-      "f": 0.6557377049
+      "r": 0.7096774194,
+      "f": 0.6875
     },
     "expl": {
-      "p": 0.8875,
-      "r": 0.9102564103,
-      "f": 0.8987341772
+      "p": 0.8648648649,
+      "r": 0.8205128205,
+      "f": 0.8421052632
     },
     "nsubj:pass": {
-      "p": 0.8170731707,
-      "r": 0.8271604938,
-      "f": 0.8220858896
+      "p": 0.8356164384,
+      "r": 0.7530864198,
+      "f": 0.7922077922
     },
     "aux:pass": {
-      "p": 0.8888888889,
-      "r": 0.9113924051,
-      "f": 0.9
+      "p": 0.8765432099,
+      "r": 0.8987341772,
+      "f": 0.8875
     },
     "parataxis": {
-      "p": 0.6363636364,
+      "p": 0.4666666667,
       "r": 0.2258064516,
-      "f": 0.3333333333
+      "f": 0.3043478261
     },
     "advcl": {
-      "p": 0.5804195804,
-      "r": 0.5845070423,
-      "f": 0.5824561404
+      "p": 0.6301369863,
+      "r": 0.6478873239,
+      "f": 0.6388888889
     },
     "det:poss": {
-      "p": 0.9577464789,
+      "p": 0.9714285714,
       "r": 1.0,
-      "f": 0.9784172662
+      "f": 0.9855072464
     },
     "flat": {
       "p": 1.0,
@@ -249,14 +254,14 @@
       "f": 1.0
     },
     "appos": {
-      "p": 0.358974359,
-      "r": 0.358974359,
-      "f": 0.358974359
+      "p": 0.4545454545,
+      "r": 0.3846153846,
+      "f": 0.4166666667
     },
     "obl:agent": {
-      "p": 0.95,
-      "r": 0.9047619048,
-      "f": 0.9268292683
+      "p": 0.8139534884,
+      "r": 0.8333333333,
+      "f": 0.8235294118
     },
     "dep": {
       "p": 0.0,
@@ -264,24 +269,24 @@
       "f": 0.0
     },
     "iobj": {
-      "p": 0.7083333333,
-      "r": 0.85,
-      "f": 0.7727272727
+      "p": 0.8181818182,
+      "r": 0.9,
+      "f": 0.8571428571
     },
     "expl:impers": {
-      "p": 0.7,
+      "p": 0.5384615385,
       "r": 0.875,
-      "f": 0.7777777778
+      "f": 0.6666666667
     },
     "csubj": {
-      "p": 0.6666666667,
-      "r": 0.4615384615,
-      "f": 0.5454545455
+      "p": 0.5555555556,
+      "r": 0.3846153846,
+      "f": 0.4545454545
     },
     "compound": {
-      "p": 0.7272727273,
+      "p": 0.64,
       "r": 0.6153846154,
-      "f": 0.6666666667
+      "f": 0.6274509804
     },
     "discourse": {
       "p": 0.0,
@@ -289,29 +294,30 @@
       "f": 0.0
     },
     "fixed": {
-      "p": 0.9166666667,
-      "r": 0.7857142857,
-      "f": 0.8461538462
+      "p": 0.9583333333,
+      "r": 0.8214285714,
+      "f": 0.8846153846
     },
     "expl:pass": {
-      "p": 0.875,
-      "r": 0.6363636364,
-      "f": 0.7368421053
-    },
-    "flat:foreign": {
-      "p": 0.6666666667,
-      "r": 0.6666666667,
-      "f": 0.6666666667
+      "p": 0.6923076923,
+      "r": 0.8181818182,
+      "f": 0.75
     },
     "orphan": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
+    "flat:foreign": {
+      "p": 1.0,
+      "r": 0.3333333333,
+      "f": 0.5
+    },
     "vocative": {
-      "p": 0.5,
+      "p": 0.3333333333,
       "r": 0.3333333333,
-      "f": 0.4
+      "f": 0.3333333333
     }
-  }
+  },
+  "lemma_acc": 0.8654744788
 }

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_lg-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3791f04662d6d596c54c2b28c6c0dde39ac95913c02bb87cb3dd57165f7121d2
-size 575513243
+oid sha256:64d1a48fe371636e282654bb1327f6ad6dff2dc53d379b90c5507b14f0ac58ee
+size 576207127

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"it",
   "name":"core_news_lg",
-  "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":500000,
@@ -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":0.9716879382,
-    "ents_p":0.8827796795,
-    "ents_r":0.8847413356,
-    "ents_f":0.883759419,
-    "sents_p":0.9701754386,
+    "tag_acc":0.9718676973,
+    "sents_p":0.9634146341,
     "sents_r":0.9804964539,
-    "sents_f":0.975308642,
-    "speed":10594.6933060659,
+    "sents_f":0.9718804921,
+    "ents_p":0.8833995172,
+    "ents_r":0.8846048887,
+    "ents_f":0.8840017921,
     "ents_per_type":{
-      "LOC":{
-        "p":0.8898115497,
-        "r":0.9191931061,
-        "f":0.9042637227
+      "ORG":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       },
-      "MISC":{
-        "p":0.7924834193,
-        "r":0.7388018686,
-        "f":0.7647016995
+      "LOC":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       },
       "PER":{
-        "p":0.9253540169,
-        "r":0.924235963,
-        "f":0.9247946521
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
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-      "ORG":{
-        "p":0.8420927467,
-        "r":0.8004068716,
-        "f":0.8207208251
+      "MISC":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
       }
     },
-    "token_acc":0.9996405787,
-    "pos_acc":0.9739349272,
-    "morph_acc":0.9753269516,
-    "lemma_acc":0.8662054093,
-    "dep_uas":0.9059846653,
-    "dep_las":0.8719189008,
+    "speed":9182.4324009931,
+    "token_acc":0.9996405141,
+    "token_p":0.9980235379,
+    "token_r":0.9978442468,
+    "token_f":0.9979338843,
+    "pos_acc":0.9745202894,
+    "morph_acc":0.975011236,
+    "morph_micro_p":0.9894203546,
+    "morph_micro_r":0.9830240821,
+    "morph_micro_f":0.9862118474,
     "morph_per_feat":{
       "Gender":{
-        "p":0.9919967166,
-        "r":0.9869334422,
-        "f":0.989458602
+        "p":0.9915862918,
+        "r":0.9865251123,
+        "f":0.9890492273
       },
       "Number":{
-        "p":0.9938630491,
-        "r":0.9882768588,
-        "f":0.9910620823
+        "p":0.9933742728,
+        "r":0.9869942197,
+        "f":0.9901739691
       },
       "NumType":{
-        "p":0.9737827715,
-        "r":0.9594095941,
-        "f":0.9665427509
+        "p":0.9736842105,
+        "r":0.9557195572,
+        "f":0.9646182495
       },
       "Definite":{
-        "p":0.9958579882,
-        "r":0.9982206406,
-        "f":0.9970379147
+        "p":0.9964433906,
+        "r":0.9970344009,
+        "f":0.9967388082
       },
       "PronType":{
-        "p":0.9924937448,
-        "r":0.9842845327,
-        "f":0.988372093
+        "p":0.991687448,
+        "r":0.9867659222,
+        "f":0.9892205638
       },
       "Mood":{
-        "p":0.979368932,
-        "r":0.968787515,
-        "f":0.974049487
+        "p":0.9817295981,
+        "r":0.9675870348,
+        "f":0.9746070133
       },
       "Person":{
-        "p":0.9793510324,
-        "r":0.9641819942,
-        "f":0.9717073171
+        "p":0.9813359528,
+        "r":0.9670861568,
+        "f":0.9741589469
       },
       "Tense":{
-        "p":0.9742930591,
-        "r":0.9676595745,
-        "f":0.9709649872
+        "p":0.9734133791,
+        "r":0.9659574468,
+        "f":0.9696710807
       },
       "VerbForm":{
-        "p":0.9797627355,
-        "r":0.972972973,
-        "f":0.9763560501
+        "p":0.9783821478,
+        "r":0.9722799723,
+        "f":0.9753215155
       },
       "Degree":{
-        "p":1.0,
-        "r":0.9411764706,
-        "f":0.9696969697
+        "p":0.9375,
+        "r":0.8823529412,
+        "f":0.9090909091
       },
       "Clitic":{
         "p":1.0,
-        "r":0.9679144385,
-        "f":0.9836956522
+        "r":0.9839572193,
+        "f":0.9919137466
       },
       "Poss":{
         "p":1.0,
@@ -601,75 +604,77 @@
       },
       "Polarity":{
         "p":1.0,
-        "r":1.0,
-        "f":1.0
+        "r":0.3333333333,
+        "f":0.5
       },
       "Foreign":{
-        "p":1.0,
-        "r":0.6,
-        "f":0.75
+        "p":0.8333333333,
+        "r":1.0,
+        "f":0.9090909091
       }
     },
+    "dep_uas":0.9135065603,
+    "dep_las":0.8773410167,
     "dep_las_per_type":{
       "root":{
-        "p":0.8912280702,
-        "r":0.9007092199,
-        "f":0.8959435626
+        "p":0.9024390244,
+        "r":0.9184397163,
+        "f":0.9103690685
       },
       "flat:name":{
-        "p":0.9113924051,
+        "p":0.9411764706,
         "r":0.9113924051,
-        "f":0.9113924051
+        "f":0.9260450161
       },
       "case":{
-        "p":0.9805589307,
+        "p":0.9781818182,
         "r":0.9823493609,
-        "f":0.9814533293
+        "f":0.98026116
       },
       "nmod":{
-        "p":0.8141683778,
-        "r":0.8108384458,
-        "f":0.8125
+        "p":0.7987804878,
+        "r":0.8036809816,
+        "f":0.8012232416
       },
       "nummod":{
-        "p":0.8813559322,
-        "r":0.847826087,
-        "f":0.864265928
+        "p":0.9213483146,
+        "r":0.8913043478,
+        "f":0.9060773481
       },
       "det":{
-        "p":0.9761904762,
-        "r":0.9797794118,
-        "f":0.9779816514
+        "p":0.9743824337,
+        "r":0.9788602941,
+        "f":0.9766162311
       },
       "nsubj":{
-        "p":0.861328125,
+        "p":0.8579766537,
         "r":0.8513513514,
-        "f":0.8563106796
+        "f":0.8546511628
       },
       "aux":{
-        "p":0.9441860465,
-        "r":0.935483871,
-        "f":0.9398148148
+        "p":0.9449541284,
+        "r":0.9493087558,
+        "f":0.9471264368
       },
       "advmod":{
-        "p":0.8220720721,
-        "r":0.8371559633,
-        "f":0.8295454545
+        "p":0.8167420814,
+        "r":0.8279816514,
+        "f":0.8223234624
       },
       "obj":{
-        "p":0.8619854722,
-        "r":0.89,
-        "f":0.8757687577
+        "p":0.885286783,
+        "r":0.8875,
+        "f":0.88639201
       },
       "cc":{
-        "p":0.9221183801,
-        "r":0.9079754601,
-        "f":0.914992272
+        "p":0.9213836478,
+        "r":0.8987730061,
+        "f":0.9099378882
       },
       "conj":{
-        "p":0.6284289277,
-        "r":0.6810810811,
-        "f":0.6536964981
+        "p":0.7081218274,
+        "r":0.7540540541,
+        "f":0.7303664921
       },
       "det:predet":{
         "p":0.9473684211,
@@ -677,74 +682,74 @@
         "f":0.972972973
       },
       "amod":{
-        "p":0.8945022288,
-        "r":0.9025487256,
-        "f":0.8985074627
+        "p":0.9095022624,
+        "r":0.904047976,
+        "f":0.9067669173
       },
       "mark":{
-        "p":0.9032258065,
-        "r":0.9256198347,
-        "f":0.9142857143
+        "p":0.9265306122,
+        "r":0.9380165289,
+        "f":0.932238193
       },
       "cop":{
-        "p":0.8409090909,
-        "r":0.880952381,
-        "f":0.8604651163
+        "p":0.8432835821,
+        "r":0.8968253968,
+        "f":0.8692307692
       },
       "xcomp":{
-        "p":0.75,
-        "r":0.71875,
-        "f":0.7340425532
+        "p":0.7444444444,
+        "r":0.6979166667,
+        "f":0.7204301075
       },
       "obl":{
-        "p":0.8160741886,
-        "r":0.7719298246,
-        "f":0.7933884298
+        "p":0.8267477204,
+        "r":0.7953216374,
+        "f":0.8107302534
       },
       "acl:relcl":{
-        "p":0.786259542,
-        "r":0.7518248175,
-        "f":0.7686567164
+        "p":0.8076923077,
+        "r":0.7664233577,
+        "f":0.7865168539
       },
       "acl":{
-        "p":0.6960784314,
-        "r":0.6173913043,
-        "f":0.6543778802
+        "p":0.6486486486,
+        "r":0.6260869565,
+        "f":0.6371681416
       },
       "ccomp":{
         "p":0.6666666667,
-        "r":0.6451612903,
-        "f":0.6557377049
+        "r":0.7096774194,
+        "f":0.6875
       },
       "expl":{
-        "p":0.8875,
-        "r":0.9102564103,
-        "f":0.8987341772
+        "p":0.8648648649,
+        "r":0.8205128205,
+        "f":0.8421052632
       },
       "nsubj:pass":{
-        "p":0.8170731707,
-        "r":0.8271604938,
-        "f":0.8220858896
+        "p":0.8356164384,
+        "r":0.7530864198,
+        "f":0.7922077922
       },
       "aux:pass":{
-        "p":0.8888888889,
-        "r":0.9113924051,
-        "f":0.9
+        "p":0.8765432099,
+        "r":0.8987341772,
+        "f":0.8875
       },
       "parataxis":{
-        "p":0.6363636364,
+        "p":0.4666666667,
         "r":0.2258064516,
-        "f":0.3333333333
+        "f":0.3043478261
       },
       "advcl":{
-        "p":0.5804195804,
-        "r":0.5845070423,
-        "f":0.5824561404
+        "p":0.6301369863,
+        "r":0.6478873239,
+        "f":0.6388888889
       },
       "det:poss":{
-        "p":0.9577464789,
+        "p":0.9714285714,
         "r":1.0,
-        "f":0.9784172662
+        "f":0.9855072464
       },
       "flat":{
         "p":1.0,
@@ -752,14 +757,14 @@
         "f":1.0
       },
       "appos":{
-        "p":0.358974359,
-        "r":0.358974359,
-        "f":0.358974359
+        "p":0.4545454545,
+        "r":0.3846153846,
+        "f":0.4166666667
       },
       "obl:agent":{
-        "p":0.95,
-        "r":0.9047619048,
-        "f":0.9268292683
+        "p":0.8139534884,
+        "r":0.8333333333,
+        "f":0.8235294118
       },
       "dep":{
         "p":0.0,
@@ -767,24 +772,24 @@
         "f":0.0
       },
       "iobj":{
-        "p":0.7083333333,
-        "r":0.85,
-        "f":0.7727272727
+        "p":0.8181818182,
+        "r":0.9,
+        "f":0.8571428571
       },
       "expl:impers":{
-        "p":0.7,
+        "p":0.5384615385,
         "r":0.875,
-        "f":0.7777777778
+        "f":0.6666666667
       },
       "csubj":{
-        "p":0.6666666667,
-        "r":0.4615384615,
-        "f":0.5454545455
+        "p":0.5555555556,
+        "r":0.3846153846,
+        "f":0.4545454545
       },
       "compound":{
-        "p":0.7272727273,
+        "p":0.64,
         "r":0.6153846154,
-        "f":0.6666666667
+        "f":0.6274509804
       },
       "discourse":{
         "p":0.0,
@@ -792,35 +797,36 @@
         "f":0.0
       },
       "fixed":{
-        "p":0.9166666667,
-        "r":0.7857142857,
-        "f":0.8461538462
+        "p":0.9583333333,
+        "r":0.8214285714,
+        "f":0.8846153846
       },
       "expl:pass":{
-        "p":0.875,
-        "r":0.6363636364,
-        "f":0.7368421053
-      },
-      "flat:foreign":{
-        "p":0.6666666667,
-        "r":0.6666666667,
-        "f":0.6666666667
+        "p":0.6923076923,
+        "r":0.8181818182,
+        "f":0.75
       },
       "orphan":{
         "p":0.0,
         "r":0.0,
         "f":0.0
       },
+      "flat:foreign":{
+        "p":1.0,
+        "r":0.3333333333,
+        "f":0.5
+      },
       "vocative":{
-        "p":0.5,
+        "p":0.3333333333,
         "r":0.3333333333,
-        "f":0.4
+        "f":0.3333333333
       }
-    }
+    },
+    "lemma_acc":0.8654744788
   },
   "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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