Update spaCy pipeline

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@@ -378,6 +378,8 @@ Creative Commons Notice
 * License: CC BY 4.0
 
 ```
+Creative Commons Attribution 4.0 International Public License
+
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 Section 1 – Definitions.
@@ -467,554 +469,3 @@ Nothing in this Public License constitutes or may be interpreted as a limitation
 
 
 
-# Lemmatization Lists
-
-* Author: Michal Měchura
-* URL: https://github.com/michmech/lemmatization-lists/
-* License: ODbL
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-```
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README.md

@@ -14,61 +14,76 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8556688921
+      value: 0.8546443384
     - name: NER Recall
       type: recall
-      value: 0.8519161046
+      value: 0.8515457487
     - name: NER F Score
       type: f_score
-      value: 0.8537883746
+      value: 0.8530922299
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9655792217
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9652631106
+      value: 0.9697568867
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.9718804921
-    - name: SENTER Recall
-      type: recall
-      value: 0.9804964539
-    - name: SENTER F Score
-      type: f_score
-      value: 0.9761694616
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9683595506
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8970414201
+      value: 0.9705248023
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8962288419
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8970414201
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8560991923
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9744942832
 ---
 ### Details: https://spacy.io/models/it#it_core_news_sm
 
-Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.
+Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.
 
 | Feature | Description |
 | --- | --- |
 | **Name** | `it_core_news_sm` |
-| **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` |
+| **Version** | `3.3.0` |
+| **spaCy** | `>=3.3.0.dev0,<3.4.0` |
+| **Default Pipeline** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
+| **Components** | `tok2vec`, `morphologizer`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **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) |
+| **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) |
 | **License** | `CC BY-NC-SA 3.0` |
 | **Author** | [Explosion](https://explosion.ai) |
 
@@ -76,14 +91,13 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 
 <details>
 
-<summary>View label scheme (443 labels for 5 components)</summary>
+<summary>View label scheme (441 labels for 4 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`morphologizer`** | `POS=PROPN`, `POS=PUNCT`, `Gender=Masc\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=AUX\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADP`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=ADP\|PronType=Art`, `Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=VERB\|VerbForm=Inf`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `NumType=Card\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=ADP\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Clitic=Yes\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Definite=Def\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=ADV`, `POS=NOUN`, `Number=Sing\|POS=NOUN`, `POS=VERB\|VerbForm=Ger`, `Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `POS=INTJ`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|POS=NOUN`, `POS=SCONJ`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=ADV\|PronType=Neg`, `Clitic=Yes\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|POS=PRON\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Abs\|POS=ADV`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET\|PronType=Exc`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Number=Sing\|POS=ADP`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Foreign=Yes\|POS=X`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `POS=INTJ\|Polarity=Neg`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `POS=INTJ\|Polarity=Pos`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=DET\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Prs`, `Degree=Abs\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Clitic=Yes\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Clitic=Yes\|Gender=Fem\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Fem\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Degree=Abs\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Clitic=Yes\|POS=AUX\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADJ`, `NumType=Ord\|POS=ADJ`, `POS=DET\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|POS=VERB\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=SYM`, `Clitic=Yes\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Degree=Abs\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Dem`, `POS=AUX\|VerbForm=Ger`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=PRON\|PronType=Ind`, `Clitic=Yes\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `POS=X`, `Gender=Masc\|POS=ADJ`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `POS=PART`, `Number=Sing\|POS=VERB\|Tense=Pres\|VerbForm=Part`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Int`, `Clitic=Yes\|Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Rel`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Number=Sing\|POS=AUX\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Clitic=Yes\|Gender=Masc\|Number=Plur\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `NumType=Range\|POS=NUM`, `Number=Plur\|POS=PRON\|PronType=Dem`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|POS=ADV\|PronType=Prs`, `Clitic=Yes\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PRON\|PronType=Rel`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Sing\|POS=AUX\|Person=2\|PronType=Prs\|VerbForm=Inf`, `Clitic=Yes\|Number=Sing\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Ger`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Definite=Ind\|POS=DET\|PronType=Art`, `Clitic=Yes\|Gender=Fem,Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=DET\|PronType=Ind`, `Number=Plur\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=DET\|PronType=Tot`, `Clitic=Yes\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Clitic=Yes\|Gender=Fem,Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Clitic=Yes\|Number=Plur\|POS=VERB\|PronType=Prs\|VerbForm=Inf`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=ADP`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=ADV\|Person=3\|PronType=Prs`, `Clitic=Yes\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,2\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=ADV\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Tot`, `POS=PRON\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=NUM`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Masc\|POS=DET\|PronType=Dem`, `Clitic=Yes\|Gender=Masc\|Number=Plur,Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=NOUN\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Clitic=Yes\|Number=Plur\|POS=PRON\|PronType=Prs`, `Foreign=Yes\|Number=Sing\|POS=X`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=PRON\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `POS=SCONJ\|PronType=Rel`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PRON\|Person=3\|PronType=Rel`, `Clitic=Yes\|Number=Plur\|POS=VERB\|Person=2\|PronType=Prs\|VerbForm=Ger`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Clitic=Yes\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=ADP`, `Gender=Fem\|POS=ADJ`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=2,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=ADJ\|Poss=Yes\|PronType=Prs`, `Foreign=Yes\|POS=NOUN`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Clitic=Yes\|Gender=Masc\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET`, `Clitic=Yes\|Gender=Fem\|Mood=Imp\|Number=Plur,Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Number=Sing\|POS=X`, `Foreign=Yes\|Gender=Masc\|POS=X`, `Clitic=Yes\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Prs`, `Clitic=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Clitic=Yes\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Definite=Def\|Gender=Fem\|POS=DET`, `Definite=Def\|POS=DET`, `Foreign=Yes\|POS=PROPN`, `NumType=Card\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=NOUN\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2`, `Clitic=Yes\|Number=Plur\|POS=AUX\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET`, `Number=Sing\|POS=DET`, `Gender=Masc\|Number=Sing\|POS=PRON`, `POS=DET` |
 | **`tagger`** | `A`, `AP`, `B`, `BN`, `B_PC`, `CC`, `CS`, `DD`, `DE`, `DI`, `DQ`, `DR`, `E`, `E_RD`, `FB`, `FC`, `FF`, `FS`, `I`, `N`, `NO`, `PART`, `PC`, `PC_PC`, `PD`, `PE`, `PI`, `PP`, `PQ`, `PR`, `RD`, `RI`, `S`, `SP`, `SW`, `SYM`, `T`, `V`, `VA`, `VA_PC`, `VM`, `VM_PC`, `VM_PC_PC`, `V_B`, `V_PC`, `V_PC_PC`, `X` |
 | **`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` |
 
 </details>
@@ -96,18 +110,18 @@ Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger,
 | `TOKEN_P` | 99.80 |
 | `TOKEN_R` | 99.78 |
 | `TOKEN_F` | 99.79 |
-| `POS_ACC` | 96.95 |
-| `MORPH_ACC` | 96.87 |
-| `MORPH_MICRO_P` | 98.44 |
-| `MORPH_MICRO_R` | 97.67 |
-| `MORPH_MICRO_F` | 98.05 |
-| `TAG_ACC` | 96.53 |
-| `SENTS_P` | 97.19 |
-| `SENTS_R` | 98.05 |
-| `SENTS_F` | 97.62 |
-| `DEP_UAS` | 89.70 |
-| `DEP_LAS` | 85.74 |
-| `LEMMA_ACC` | 86.40 |
-| `ENTS_P` | 85.57 |
-| `ENTS_R` | 85.19 |
-| `ENTS_F` | 85.38 |
+| `POS_ACC` | 96.98 |
+| `MORPH_ACC` | 96.84 |
+| `MORPH_MICRO_P` | 98.32 |
+| `MORPH_MICRO_R` | 97.66 |
+| `MORPH_MICRO_F` | 97.98 |
+| `TAG_ACC` | 96.56 |
+| `SENTS_P` | 96.68 |
+| `SENTS_R` | 98.23 |
+| `SENTS_F` | 97.45 |
+| `DEP_UAS` | 89.62 |
+| `DEP_LAS` | 85.61 |
+| `LEMMA_ACC` | 97.05 |
+| `ENTS_P` | 85.46 |
+| `ENTS_R` | 85.15 |
+| `ENTS_F` | 85.31 |

accuracy.json

@@ -3,66 +3,66 @@
   "token_p": 0.9980235379,
   "token_r": 0.9978442468,
   "token_f": 0.9979338843,
-  "pos_acc": 0.9694872601,
-  "morph_acc": 0.9687191011,
-  "morph_micro_p": 0.9843827713,
-  "morph_micro_r": 0.9767074615,
-  "morph_micro_f": 0.9805300966,
+  "pos_acc": 0.9697568867,
+  "morph_acc": 0.9683595506,
+  "morph_micro_p": 0.9831577901,
+  "morph_micro_r": 0.9765594157,
+  "morph_micro_f": 0.9798474946,
   "morph_per_feat": {
     "Gender": {
-      "p": 0.987497438,
-      "r": 0.9836668028,
-      "f": 0.9855783983
+      "p": 0.9887017256,
+      "r": 0.982645978,
+      "f": 0.9856645505
     },
     "Number": {
-      "p": 0.9925686591,
-      "r": 0.9865125241,
-      "f": 0.9895313255
+      "p": 0.992398512,
+      "r": 0.9852280026,
+      "f": 0.9888002578
     },
     "NumType": {
-      "p": 0.9773584906,
-      "r": 0.9557195572,
-      "f": 0.9664179104
+      "p": 0.9811320755,
+      "r": 0.9594095941,
+      "f": 0.9701492537
     },
     "Definite": {
-      "p": 0.9917501473,
+      "p": 0.992920354,
       "r": 0.9982206406,
-      "f": 0.9949748744
+      "f": 0.9955634428
     },
     "PronType": {
-      "p": 0.9887687188,
+      "p": 0.9875363523,
       "r": 0.9830438379,
-      "f": 0.9858979676
+      "f": 0.9852849741
     },
     "Mood": {
-      "p": 0.960591133,
-      "r": 0.9363745498,
-      "f": 0.9483282675
+      "p": 0.9586374696,
+      "r": 0.9459783914,
+      "f": 0.952265861
     },
     "Person": {
-      "p": 0.97002997,
-      "r": 0.9399806389,
-      "f": 0.9547689282
+      "p": 0.9654491609,
+      "r": 0.9467570184,
+      "f": 0.9560117302
     },
     "Tense": {
-      "p": 0.9518486672,
-      "r": 0.9421276596,
-      "f": 0.9469632164
+      "p": 0.9443969204,
+      "r": 0.9395744681,
+      "f": 0.9419795222
     },
     "VerbForm": {
-      "p": 0.972027972,
-      "r": 0.9632709633,
-      "f": 0.9676296554
+      "p": 0.9651810585,
+      "r": 0.9604989605,
+      "f": 0.9628343175
     },
     "Degree": {
-      "p": 0.875,
-      "r": 0.8235294118,
-      "f": 0.8484848485
+      "p": 0.8333333333,
+      "r": 0.8823529412,
+      "f": 0.8571428571
     },
     "Clitic": {
-      "p": 1.0,
-      "r": 0.9465240642,
-      "f": 0.9725274725
+      "p": 0.9832402235,
+      "r": 0.9411764706,
+      "f": 0.9617486339
     },
     "Poss": {
       "p": 1.0,
@@ -76,76 +76,76 @@
     },
     "Foreign": {
       "p": 1.0,
-      "r": 0.8,
-      "f": 0.8888888889
+      "r": 1.0,
+      "f": 1.0
     }
   },
-  "tag_acc": 0.9652631106,
-  "sents_p": 0.9718804921,
-  "sents_r": 0.9804964539,
-  "sents_f": 0.9761694616,
-  "dep_uas": 0.8970414201,
-  "dep_las": 0.8574221765,
+  "tag_acc": 0.9655792217,
+  "sents_p": 0.9668411867,
+  "sents_r": 0.9822695035,
+  "sents_f": 0.9744942832,
+  "dep_uas": 0.8962288419,
+  "dep_las": 0.8560991923,
   "dep_las_per_type": {
     "root": {
-      "p": 0.8769771529,
-      "r": 0.884751773,
-      "f": 0.880847308
+      "p": 0.8778359511,
+      "r": 0.8918439716,
+      "f": 0.8847845207
     },
     "flat:name": {
-      "p": 0.8757763975,
-      "r": 0.8924050633,
-      "f": 0.8840125392
+      "p": 0.9473684211,
+      "r": 0.9113924051,
+      "f": 0.9290322581
     },
     "case": {
-      "p": 0.9739551787,
-      "r": 0.9786975046,
-      "f": 0.9763205829
+      "p": 0.9721718088,
+      "r": 0.9780888618,
+      "f": 0.9751213592
     },
     "nmod": {
-      "p": 0.7953394124,
-      "r": 0.8026584867,
-      "f": 0.7989821883
+      "p": 0.7912423625,
+      "r": 0.7944785276,
+      "f": 0.7928571429
     },
     "nummod": {
-      "p": 0.8913043478,
-      "r": 0.8913043478,
-      "f": 0.8913043478
+      "p": 0.8888888889,
+      "r": 0.8695652174,
+      "f": 0.8791208791
     },
     "det": {
-      "p": 0.9706959707,
-      "r": 0.9742647059,
-      "f": 0.9724770642
+      "p": 0.967063129,
+      "r": 0.9715073529,
+      "f": 0.9692801467
     },
     "nsubj": {
-      "p": 0.8181818182,
-      "r": 0.8166023166,
-      "f": 0.8173913043
+      "p": 0.809073724,
+      "r": 0.8262548263,
+      "f": 0.817574021
     },
     "aux": {
-      "p": 0.9252336449,
-      "r": 0.9124423963,
-      "f": 0.9187935035
+      "p": 0.9266055046,
+      "r": 0.930875576,
+      "f": 0.9287356322
     },
     "advmod": {
-      "p": 0.8123569794,
-      "r": 0.8142201835,
-      "f": 0.8132875143
+      "p": 0.802690583,
+      "r": 0.8211009174,
+      "f": 0.8117913832
     },
     "obj": {
-      "p": 0.8308823529,
-      "r": 0.8475,
-      "f": 0.8391089109
+      "p": 0.8095238095,
+      "r": 0.85,
+      "f": 0.8292682927
     },
     "cc": {
-      "p": 0.9028213166,
-      "r": 0.8834355828,
-      "f": 0.8930232558
+      "p": 0.9034267913,
+      "r": 0.8895705521,
+      "f": 0.8964451314
     },
     "conj": {
-      "p": 0.6709183673,
-      "r": 0.7108108108,
-      "f": 0.6902887139
+      "p": 0.6485788114,
+      "r": 0.6783783784,
+      "f": 0.6631439894
     },
     "det:predet": {
       "p": 0.9473684211,
@@ -153,74 +153,74 @@
       "f": 0.972972973
     },
     "amod": {
-      "p": 0.9044684129,
-      "r": 0.88005997,
-      "f": 0.8920972644
+      "p": 0.8977099237,
+      "r": 0.8815592204,
+      "f": 0.8895612708
     },
     "mark": {
-      "p": 0.8821138211,
-      "r": 0.8966942149,
-      "f": 0.8893442623
+      "p": 0.9090909091,
+      "r": 0.9090909091,
+      "f": 0.9090909091
     },
     "cop": {
-      "p": 0.8257575758,
-      "r": 0.8650793651,
-      "f": 0.8449612403
+      "p": 0.8307692308,
+      "r": 0.8571428571,
+      "f": 0.84375
     },
     "xcomp": {
-      "p": 0.6774193548,
-      "r": 0.65625,
-      "f": 0.6666666667
+      "p": 0.6835443038,
+      "r": 0.5625,
+      "f": 0.6171428571
     },
     "obl": {
-      "p": 0.7908396947,
-      "r": 0.7573099415,
-      "f": 0.7737117252
+      "p": 0.7736434109,
+      "r": 0.7295321637,
+      "f": 0.7509405568
     },
     "acl:relcl": {
-      "p": 0.7259259259,
-      "r": 0.7153284672,
-      "f": 0.7205882353
+      "p": 0.7674418605,
+      "r": 0.7226277372,
+      "f": 0.7443609023
     },
     "acl": {
-      "p": 0.6914893617,
-      "r": 0.5652173913,
-      "f": 0.6220095694
+      "p": 0.6347826087,
+      "r": 0.6347826087,
+      "f": 0.6347826087
     },
     "ccomp": {
-      "p": 0.6909090909,
-      "r": 0.6129032258,
-      "f": 0.6495726496
+      "p": 0.6842105263,
+      "r": 0.6290322581,
+      "f": 0.6554621849
     },
     "expl": {
-      "p": 0.8875,
-      "r": 0.9102564103,
-      "f": 0.8987341772
+      "p": 0.8974358974,
+      "r": 0.8974358974,
+      "f": 0.8974358974
     },
     "nsubj:pass": {
-      "p": 0.8955223881,
-      "r": 0.7407407407,
-      "f": 0.8108108108
+      "p": 0.8157894737,
+      "r": 0.7654320988,
+      "f": 0.7898089172
     },
     "aux:pass": {
-      "p": 0.8414634146,
-      "r": 0.8734177215,
-      "f": 0.8571428571
+      "p": 0.8701298701,
+      "r": 0.8481012658,
+      "f": 0.858974359
     },
     "parataxis": {
-      "p": 0.2631578947,
-      "r": 0.1612903226,
-      "f": 0.2
-    },
-    "advcl": {
-      "p": 0.5350318471,
-      "r": 0.5915492958,
-      "f": 0.5618729097
+      "p": 0.4117647059,
+      "r": 0.2258064516,
+      "f": 0.2916666667
     },
     "obl:agent": {
-      "p": 0.7380952381,
-      "r": 0.7380952381,
-      "f": 0.7380952381
+      "p": 0.7727272727,
+      "r": 0.8095238095,
+      "f": 0.7906976744
+    },
+    "advcl": {
+      "p": 0.5906040268,
+      "r": 0.6197183099,
+      "f": 0.6048109966
     },
     "det:poss": {
       "p": 0.9714285714,
@@ -233,9 +233,9 @@
       "f": 1.0
     },
     "appos": {
-      "p": 0.3947368421,
-      "r": 0.3846153846,
-      "f": 0.3896103896
+      "p": 0.3529411765,
+      "r": 0.3076923077,
+      "f": 0.3287671233
     },
     "dep": {
       "p": 0.0,
@@ -243,24 +243,24 @@
       "f": 0.0
     },
     "iobj": {
-      "p": 0.7619047619,
-      "r": 0.8,
-      "f": 0.7804878049
-    },
-    "compound": {
-      "p": 0.6296296296,
-      "r": 0.6538461538,
-      "f": 0.641509434
+      "p": 0.8571428571,
+      "r": 0.9,
+      "f": 0.8780487805
     },
     "expl:impers": {
-      "p": 0.6666666667,
-      "r": 0.75,
-      "f": 0.7058823529
+      "p": 0.7777777778,
+      "r": 0.875,
+      "f": 0.8235294118
     },
     "csubj": {
-      "p": 0.5454545455,
-      "r": 0.4615384615,
-      "f": 0.5
+      "p": 0.5833333333,
+      "r": 0.5384615385,
+      "f": 0.56
+    },
+    "compound": {
+      "p": 0.5925925926,
+      "r": 0.6153846154,
+      "f": 0.6037735849
     },
     "discourse": {
       "p": 0.0,
@@ -268,14 +268,14 @@
       "f": 0.0
     },
     "fixed": {
-      "p": 0.8846153846,
-      "r": 0.8214285714,
-      "f": 0.8518518519
+      "p": 1.0,
+      "r": 0.7857142857,
+      "f": 0.88
     },
     "expl:pass": {
-      "p": 0.9,
+      "p": 0.8181818182,
       "r": 0.8181818182,
-      "f": 0.8571428571
+      "f": 0.8181818182
     },
     "orphan": {
       "p": 0.0,
@@ -283,41 +283,41 @@
       "f": 0.0
     },
     "flat:foreign": {
-      "p": 1.0,
-      "r": 0.3333333333,
-      "f": 0.5
+      "p": 0.75,
+      "r": 1.0,
+      "f": 0.8571428571
     },
     "vocative": {
-      "p": 0.3333333333,
+      "p": 0.5,
       "r": 0.3333333333,
-      "f": 0.3333333333
+      "f": 0.4
     }
   },
-  "lemma_acc": 0.8640366643,
-  "ents_p": 0.8556688921,
-  "ents_r": 0.8519161046,
-  "ents_f": 0.8537883746,
+  "lemma_acc": 0.9705248023,
+  "ents_p": 0.8546443384,
+  "ents_r": 0.8515457487,
+  "ents_f": 0.8530922299,
   "ents_per_type": {
     "LOC": {
-      "p": 0.8656947539,
-      "r": 0.8978065022,
-      "f": 0.8814582652
+      "p": 0.8648893588,
+      "r": 0.8971406189,
+      "f": 0.8807198339
     },
     "PER": {
-      "p": 0.889485747,
-      "r": 0.8826581379,
-      "f": 0.88605879
+      "p": 0.8897909333,
+      "r": 0.8802416489,
+      "f": 0.884990532
     },
     "MISC": {
-      "p": 0.7636830965,
-      "r": 0.6940093432,
-      "f": 0.7271811114
+      "p": 0.7606463304,
+      "r": 0.6920857378,
+      "f": 0.7247482014
     },
     "ORG": {
-      "p": 0.8235586481,
-      "r": 0.7490958409,
-      "f": 0.7845643939
+      "p": 0.8209137552,
+      "r": 0.7594936709,
+      "f": 0.7890102149
     }
   },
-  "speed": 10840.1050228952
+  "speed": 10947.1047973316
 }

config.cfg

@@ -10,7 +10,7 @@ seed = 0
 
 [nlp]
 lang = "it"
-pipeline = ["tok2vec","morphologizer","tagger","parser","senter","attribute_ruler","lemmatizer","ner"]
+pipeline = ["tok2vec","morphologizer","tagger","parser","lemmatizer","senter","attribute_ruler","ner"]
 disabled = ["senter"]
 before_creation = null
 after_creation = null
@@ -26,11 +26,22 @@ scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
 validate = false
 
 [components.lemmatizer]
-factory = "lemmatizer"
-mode = "pos_lookup"
-model = null
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
 overwrite = false
 scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.lemmatizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode:width}
+upstream = "tok2vec"
 
 [components.morphologizer]
 factory = "morphologizer"
@@ -39,8 +50,9 @@ overwrite = true
 scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
 
 [components.morphologizer.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.morphologizer.model.tok2vec]
 @architectures = "spacy.Tok2VecListener.v1"
@@ -70,7 +82,7 @@ nO = null
 @architectures = "spacy.MultiHashEmbed.v2"
 width = 96
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.ner.model.tok2vec.encode]
@@ -108,8 +120,9 @@ overwrite = false
 scorer = {"@scorers":"spacy.senter_scorer.v1"}
 
 [components.senter.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.senter.model.tok2vec]
 @architectures = "spacy.Tok2Vec.v2"
@@ -130,12 +143,14 @@ maxout_pieces = 2
 
 [components.tagger]
 factory = "tagger"
+neg_prefix = "!"
 overwrite = false
 scorer = {"@scorers":"spacy.tagger_scorer.v1"}
 
 [components.tagger.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.tagger.model.tok2vec]
 @architectures = "spacy.Tok2VecListener.v1"
@@ -152,7 +167,7 @@ factory = "tok2vec"
 @architectures = "spacy.MultiHashEmbed.v2"
 width = ${components.tok2vec.model.encode:width}
 attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
-rows = [5000,2500,2500,2500,100]
+rows = [5000,1000,2500,2500,50]
 include_static_vectors = false
 
 [components.tok2vec.model.encode]
@@ -189,7 +204,7 @@ dropout = 0.1
 accumulate_gradient = 1
 patience = 5000
 max_epochs = 0
-max_steps = 0
+max_steps = 100000
 eval_frequency = 1000
 frozen_components = []
 before_to_disk = null
@@ -224,18 +239,18 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-pos_acc = 0.06
-morph_acc = 0.05
+pos_acc = 0.1
+morph_acc = 0.09
 morph_per_feat = null
-tag_acc = 0.06
+tag_acc = 0.1
 dep_uas = 0.0
-dep_las = 0.16
+dep_las = 0.29
 dep_las_per_type = null
 sents_p = null
 sents_r = null
-sents_f = 0.02
-lemma_acc = 0.5
-ents_f = 0.16
+sents_f = 0.04
+lemma_acc = 0.1
+ents_f = 0.29
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
@@ -252,6 +267,13 @@ after_init = null
 
 [initialize.components]
 
+[initialize.components.lemmatizer]
+
+[initialize.components.lemmatizer.labels]
+@readers = "spacy.read_labels.v1"
+path = "corpus/labels/trainable_lemmatizer.json"
+require = false
+
 [initialize.components.morphologizer]
 
 [initialize.components.morphologizer.labels]

it_core_news_sm-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:38f5f87d014e9d8aa8d5447425a5176cd5aef71bdf7950da1be0a40217cd983e
-size 21364123
+oid sha256:e9e11b62072f1110ddca05008cfa922c1368c40093977ab7b76f11bb77abcda7
+size 13021864

lemmatizer/cfg

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+}

lemmatizer/{lookups/lookups.bin → model}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fba5a704a2baddb2914660c0e0bb3fc5c8d7e9099a10cb708896959b7533d917
-size 14835061
+oid sha256:5a393555e381c31862f2a2b70cd50ec0243b99f06ac51f4aad84870c89ab23ce
+size 281742

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"it",
   "name":"core_news_sm",
-  "version":"3.2.0",
-  "description":"Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, senter, ner, attribute_ruler, lemmatizer.",
+  "version":"3.3.0",
+  "description":"Italian pipeline optimized for CPU. Components: tok2vec, morphologizer, tagger, parser, lemmatizer (trainable_lemmatizer), senter, ner.",
   "author":"Explosion",
   "email":"contact@explosion.ai",
   "url":"https://explosion.ai",
   "license":"CC BY-NC-SA 3.0",
-  "spacy_version":">=3.2.0,<3.3.0",
-  "spacy_git_version":"bb26550e2",
+  "spacy_version":">=3.3.0.dev0,<3.4.0",
+  "spacy_git_version":"849bef2de",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -462,15 +462,8 @@
       "vocative",
       "xcomp"
     ],
-    "senter":[
-      "I",
-      "S"
-    ],
     "attribute_ruler":[
 
-    ],
-    "lemmatizer":[
-
     ],
     "ner":[
       "LOC",
@@ -484,8 +477,8 @@
     "morphologizer",
     "tagger",
     "parser",
-    "attribute_ruler",
     "lemmatizer",
+    "attribute_ruler",
     "ner"
   ],
   "components":[
@@ -493,9 +486,9 @@
     "morphologizer",
     "tagger",
     "parser",
+    "lemmatizer",
     "senter",
     "attribute_ruler",
-    "lemmatizer",
     "ner"
   ],
   "disabled":[
@@ -506,66 +499,66 @@
     "token_p":0.9980235379,
     "token_r":0.9978442468,
     "token_f":0.9979338843,
-    "pos_acc":0.9694872601,
-    "morph_acc":0.9687191011,
-    "morph_micro_p":0.9843827713,
-    "morph_micro_r":0.9767074615,
-    "morph_micro_f":0.9805300966,
+    "pos_acc":0.9697568867,
+    "morph_acc":0.9683595506,
+    "morph_micro_p":0.9831577901,
+    "morph_micro_r":0.9765594157,
+    "morph_micro_f":0.9798474946,
     "morph_per_feat":{
       "Gender":{
-        "p":0.987497438,
-        "r":0.9836668028,
-        "f":0.9855783983
+        "p":0.9887017256,
+        "r":0.982645978,
+        "f":0.9856645505
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       "url":"https://figshare.com/articles/Learning_multilingual_named_entity_recognition_from_Wikipedia/5462500",
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