Update spaCy pipeline

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@@ -70,102 +70,6 @@ Affirmer understands and acknowledges that Creative Commons is not a party to th
 
 
 
-# Norsk Ordbank in Norwegian Bokmål
-
-* Author: CLARINO NB - Språkbanken, Nasjonalbiblioteket, Norway
-* URL: https://www.nb.no/sprakbanken/show?serial=oai%3Anb.no%3Asbr-5&lang=en
-* License: CC BY 4.0
-
-```
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-
 # Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)
 
 * Author: Explosion

README.md

@@ -14,61 +14,76 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8218527316
+      value: 0.8236700538
     - name: NER Recall
       type: recall
-      value: 0.8199052133
+      value: 0.8163507109
     - name: NER F Score
       type: f_score
-      value: 0.8208778173
+      value: 0.8199940494
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9737451099
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9737748271
+      value: 0.9737451099
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.9382561535
-    - name: SENTER Recall
-      type: recall
-      value: 0.9335823993
-    - name: SENTER F Score
-      type: f_score
-      value: 0.9359134415
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9592638003
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8940746182
+      value: 0.9709106936
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8943254651
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8940746182
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8639894956
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9455754051
 ---
 ### Details: https://spacy.io/models/nb#nb_core_news_md
 
-Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.
+Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.
 
 | Feature | Description |
 | --- | --- |
 | **Name** | `nb_core_news_md` |
-| **Version** | `3.2.0` |
-| **spaCy** | `>=3.2.0,<3.3.0` |
-| **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
-| **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Version** | `3.3.0` |
+| **spaCy** | `>=3.3.0.dev0,<3.4.0` |
+| **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
+| **Components** | `tok2vec`, `morphologizer`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
 | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
-| **Sources** | [UD Norwegian Bokmaal v2.8](https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal) (Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter)<br />[NorNE: Norwegian Named Entities (commit: bd311de5)](https://github.com/ltgoslo/norne) (Language Technology Group (University of Oslo))<br />[Norsk Ordbank in Norwegian Bokmål](https://www.nb.no/sprakbanken/show?serial=oai%3Anb.no%3Asbr-5&lang=en) (CLARINO NB - Språkbanken, Nasjonalbiblioteket, Norway)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
+| **Sources** | [UD Norwegian Bokmaal v2.8](https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal) (Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter)<br />[NorNE: Norwegian Named Entities (commit: bd311de5)](https://github.com/ltgoslo/norne) (Language Technology Group (University of Oslo))<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
 | **License** | `MIT` |
 | **Author** | [Explosion](https://explosion.ai) |
 
@@ -76,13 +91,12 @@ Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologiz
 
 <details>
 
-<summary>View label scheme (250 labels for 4 components)</summary>
+<summary>View label scheme (248 labels for 3 components)</summary>
 
 | Component | Labels |
 | --- | --- |
 | **`morphologizer`** | `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=PUNCT`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `POS=ADP`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `POS=PROPN`, `POS=X`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=ADV`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `POS=VERB\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `NumType=Card\|Number=Plur\|POS=NUM`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|POS=PRON\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PART`, `POS=VERB\|VerbForm=Inf`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|POS=PROPN`, `POS=NOUN`, `Gender=Masc\|POS=PROPN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Abbr=Yes\|POS=PROPN`, `POS=PART\|Polarity=Neg`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Gen\|POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Case=Gen\|Gender=Fem\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Dem`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Degree=Sup\|POS=ADJ`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Int`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Definite=Def\|POS=DET\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Abbr=Yes\|Case=Gen\|POS=PROPN`, `Animacy=Hum\|Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|POS=ADJ`, `POS=ADJ\|VerbForm=Part`, `Gender=Neut\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Abbr=Yes\|POS=ADP`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=AUX\|VerbForm=Part`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Number=Plur\|POS=DET\|PronType=Ind`, `Degree=Pos\|POS=ADJ`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Animacy=Hum\|Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=DET\|Polarity=Neg\|PronType=Neg`, `NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `POS=DET\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Gender=Neut\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=AUX\|VerbForm=Inf`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Tot`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|PronType=Prs`, `POS=SYM`, `Gender=Neut\|NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Abbr=Yes\|POS=ADV`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Definite=Def\|POS=DET\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Neut\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Int`, `Definite=Def\|NumType=Card\|POS=NUM`, `Mood=Imp\|POS=VERB\|VerbForm=Fin`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|Polarity=Neg\|PronType=Neg,Prs`, `Number=Plur\|POS=PRON\|Person=3\|Polarity=Neg\|PronType=Neg,Prs`, `Definite=Def\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Animacy=Hum\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Mood=Imp\|POS=AUX\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|POS=NOUN`, `Abbr=Yes\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `POS=INTJ`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=ADJ`, `Animacy=Hum\|Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=PRON\|Polarity=Neg\|PronType=Neg`, `Case=Gen\|POS=NOUN`, `Definite=Ind\|Number=Sing\|POS=ADJ`, `Case=Gen\|Gender=Masc\|POS=PROPN`, `Animacy=Hum\|Number=Plur\|POS=PRON\|PronType=Rcp`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Sup\|POS=ADJ`, `Animacy=Hum\|POS=PRON\|PronType=Int`, `POS=DET\|PronType=Ind`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Number=Plur\|POS=NOUN`, `POS=PRON\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Case=Gen\|Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem,Ind`, `Animacy=Hum\|POS=PRON\|Poss=Yes\|PronType=Int`, `Abbr=Yes\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Rcp`, `Definite=Ind\|Degree=Pos\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|NumType=Card\|Number=Plur\|POS=NUM`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Neut\|Number=Plur,Sing\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Tot`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Masc\|Number=Plur,Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Animacy=Hum\|Case=Gen,Nom\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Definite=Def\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Animacy=Hum\|Case=Gen\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Ind\|Gender=Masc\|POS=NOUN`, `Definite=Def\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Abbr=Yes\|Gender=Masc\|POS=NOUN`, `Abbr=Yes\|Case=Gen\|POS=NOUN`, `Abbr=Yes\|Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Abbr=Yes\|Degree=Pos\|POS=ADJ`, `Case=Gen\|Gender=Fem\|POS=NOUN`, `Case=Gen\|Degree=Cmp\|POS=ADJ`, `Definite=Ind\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN` |
 | **`parser`** | `ROOT`, `acl`, `acl:cleft`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `compound:prt`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `expl`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `orphan`, `parataxis`, `punct`, `xcomp` |
-| **`senter`** | `I`, `S` |
 | **`ner`** | `DRV`, `EVT`, `GPE_LOC`, `GPE_ORG`, `LOC`, `MISC`, `ORG`, `PER`, `PROD` |
 
 </details>
@@ -95,18 +109,18 @@ Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologiz
 | `TOKEN_P` | 99.71 |
 | `TOKEN_R` | 99.53 |
 | `TOKEN_F` | 99.62 |
-| `POS_ACC` | 97.38 |
-| `MORPH_ACC` | 95.96 |
-| `MORPH_MICRO_P` | 97.70 |
-| `MORPH_MICRO_R` | 96.82 |
-| `MORPH_MICRO_F` | 97.26 |
-| `SENTS_P` | 93.83 |
-| `SENTS_R` | 93.36 |
-| `SENTS_F` | 93.59 |
-| `DEP_UAS` | 89.41 |
-| `DEP_LAS` | 86.32 |
-| `TAG_ACC` | 97.38 |
-| `LEMMA_ACC` | 76.73 |
-| `ENTS_P` | 82.19 |
-| `ENTS_R` | 81.99 |
-| `ENTS_F` | 82.09 |
+| `POS_ACC` | 97.37 |
+| `MORPH_ACC` | 95.93 |
+| `MORPH_MICRO_P` | 97.65 |
+| `MORPH_MICRO_R` | 96.74 |
+| `MORPH_MICRO_F` | 97.19 |
+| `SENTS_P` | 94.64 |
+| `SENTS_R` | 94.48 |
+| `SENTS_F` | 94.56 |
+| `DEP_UAS` | 89.43 |
+| `DEP_LAS` | 86.40 |
+| `LEMMA_ACC` | 97.09 |
+| `TAG_ACC` | 97.37 |
+| `ENTS_P` | 82.37 |
+| `ENTS_R` | 81.64 |
+| `ENTS_F` | 82.00 |

accuracy.json

@@ -3,61 +3,61 @@
   "token_p": 0.997080292,
   "token_r": 0.9953256895,
   "token_f": 0.9962022181,
-  "pos_acc": 0.9737748271,
-  "morph_acc": 0.9595977684,
-  "morph_micro_p": 0.9769668012,
-  "morph_micro_r": 0.9681933219,
-  "morph_micro_f": 0.9725602755,
+  "pos_acc": 0.9737451099,
+  "morph_acc": 0.9592638003,
+  "morph_micro_p": 0.9765452448,
+  "morph_micro_r": 0.9673769287,
+  "morph_micro_f": 0.971939466,
   "morph_per_feat": {
     "Definite": {
-      "p": 0.9818495118,
-      "r": 0.9693773392,
-      "f": 0.9755735647
+      "p": 0.9810039143,
+      "r": 0.9664284904,
+      "f": 0.973661658
     },
     "Gender": {
-      "p": 0.9502582743,
-      "r": 0.9422365551,
-      "f": 0.9462304139
+      "p": 0.9486150907,
+      "r": 0.9420468557,
+      "f": 0.9453195641
     },
     "Number": {
-      "p": 0.9771094155,
-      "r": 0.9663711627,
-      "f": 0.9717106233
+      "p": 0.9766441759,
+      "r": 0.9650523848,
+      "f": 0.9708136792
     },
     "Mood": {
-      "p": 0.9871439375,
-      "r": 0.9792448112,
-      "f": 0.9831785087
+      "p": 0.9866498741,
+      "r": 0.9794948737,
+      "f": 0.983059355
     },
     "Tense": {
-      "p": 0.9875949367,
-      "r": 0.9823721984,
-      "f": 0.9849766444
+      "p": 0.9870853381,
+      "r": 0.9816167212,
+      "f": 0.9843434343
     },
     "VerbForm": {
-      "p": 0.9757853403,
-      "r": 0.9719687093,
-      "f": 0.9738732854
+      "p": 0.9761203795,
+      "r": 0.9726205997,
+      "f": 0.9743673469
     },
     "Degree": {
-      "p": 0.9693209238,
-      "r": 0.9659910684,
-      "f": 0.9676531315
+      "p": 0.9705065926,
+      "r": 0.9608381999,
+      "f": 0.9656481961
     },
     "PronType": {
-      "p": 0.992202729,
-      "r": 0.9881363244,
-      "f": 0.9901653518
+      "p": 0.9924226023,
+      "r": 0.988783434,
+      "f": 0.9905996759
     },
     "Poss": {
-      "p": 0.9881889764,
-      "r": 0.9920948617,
-      "f": 0.9901380671
+      "p": 0.9960474308,
+      "r": 0.9960474308,
+      "f": 0.9960474308
     },
     "Case": {
-      "p": 0.9949608063,
-      "r": 0.9839424142,
-      "f": 0.9894209354
+      "p": 0.9927536232,
+      "r": 0.9861572536,
+      "f": 0.9894444444
     },
     "Reflex": {
       "p": 1.0,
@@ -65,196 +65,191 @@
       "f": 1.0
     },
     "NumType": {
-      "p": 0.997752809,
-      "r": 0.9135802469,
-      "f": 0.9538131042
+      "p": 0.995505618,
+      "r": 0.9115226337,
+      "f": 0.9516648765
     },
     "Polarity": {
-      "p": 1.0,
+      "p": 0.9968454259,
       "r": 1.0,
-      "f": 1.0
+      "f": 0.9984202212
     },
     "Person": {
-      "p": 0.9942829919,
-      "r": 0.990507831,
-      "f": 0.9923918212
+      "p": 0.9928741093,
+      "r": 0.9919316564,
+      "f": 0.9924026591
     },
     "Animacy": {
-      "p": 0.9982949702,
-      "r": 0.9974446337,
-      "f": 0.9978696208
+      "p": 0.9991452991,
+      "r": 0.9957410562,
+      "f": 0.997440273
     },
     "Voice": {
-      "p": 0.928057554,
+      "p": 0.9847328244,
       "r": 0.9347826087,
-      "f": 0.9314079422
+      "f": 0.9591078067
     },
     "Abbr": {
-      "p": 0.9925925926,
-      "r": 0.8375,
-      "f": 0.9084745763
+      "p": 1.0,
+      "r": 0.84375,
+      "f": 0.9152542373
     }
   },
-  "sents_p": 0.9382561535,
-  "sents_r": 0.9335823993,
-  "sents_f": 0.9359134415,
-  "dep_uas": 0.8940746182,
-  "dep_las": 0.863198037,
+  "sents_p": 0.9463617464,
+  "sents_r": 0.9447903694,
+  "sents_f": 0.9455754051,
+  "dep_uas": 0.8943254651,
+  "dep_las": 0.8639894956,
   "dep_las_per_type": {
     "nmod": {
-      "p": 0.7887550201,
-      "r": 0.8059089044,
-      "f": 0.7972396996
+      "p": 0.7818897638,
+      "r": 0.8149363972,
+      "f": 0.7980711272
     },
     "nsubj": {
-      "p": 0.8971410814,
-      "r": 0.8896764253,
-      "f": 0.8933931611
+      "p": 0.8936567164,
+      "r": 0.8856702619,
+      "f": 0.8896455657
     },
     "flat:name": {
-      "p": 0.8869426752,
-      "r": 0.8969404187,
-      "f": 0.8919135308
+      "p": 0.8613707165,
+      "r": 0.8904991948,
+      "f": 0.8756927949
     },
     "root": {
-      "p": 0.9125156969,
-      "r": 0.904939809,
-      "f": 0.9087119633
+      "p": 0.9095060191,
+      "r": 0.9095060191,
+      "f": 0.9095060191
     },
     "advmod": {
-      "p": 0.8320610687,
-      "r": 0.8368522073,
-      "f": 0.8344497608
+      "p": 0.8416267943,
+      "r": 0.844049904,
+      "f": 0.8428366076
     },
     "mark": {
-      "p": 0.9230769231,
-      "r": 0.9276974416,
-      "f": 0.9253814147
+      "p": 0.9289311696,
+      "r": 0.9232480534,
+      "f": 0.9260808926
     },
     "advcl": {
-      "p": 0.6876061121,
-      "r": 0.6946826758,
-      "f": 0.6911262799
+      "p": 0.7150259067,
+      "r": 0.7101200686,
+      "f": 0.7125645439
     },
     "obj": {
-      "p": 0.8840315726,
-      "r": 0.9032258065,
-      "f": 0.8935256214
+      "p": 0.8902513795,
+      "r": 0.9007444169,
+      "f": 0.89546716
     },
     "case": {
-      "p": 0.9392838609,
-      "r": 0.9341935484,
-      "f": 0.9367317894
+      "p": 0.9364057673,
+      "r": 0.9385806452,
+      "f": 0.9374919448
     },
     "det": {
-      "p": 0.9620972836,
-      "r": 0.9639240506,
-      "f": 0.9630098008
+      "p": 0.9626582278,
+      "r": 0.9626582278,
+      "f": 0.9626582278
     },
     "obl": {
-      "p": 0.7743153919,
-      "r": 0.742081448,
-      "f": 0.7578558226
+      "p": 0.7758702909,
+      "r": 0.736199095,
+      "f": 0.7555142791
     },
     "aux": {
-      "p": 0.944593387,
-      "r": 0.956561086,
-      "f": 0.9505395683
+      "p": 0.9513513514,
+      "r": 0.9556561086,
+      "f": 0.9534988713
     },
     "acl:relcl": {
-      "p": 0.8181818182,
-      "r": 0.8310810811,
-      "f": 0.8245810056
+      "p": 0.7921225383,
+      "r": 0.8153153153,
+      "f": 0.8035516093
     },
     "iobj": {
-      "p": 0.7733333333,
-      "r": 0.6590909091,
-      "f": 0.7116564417
+      "p": 0.8115942029,
+      "r": 0.6363636364,
+      "f": 0.7133757962
     },
     "xcomp": {
-      "p": 0.7207207207,
+      "p": 0.7305936073,
       "r": 0.7256235828,
-      "f": 0.7231638418
+      "f": 0.7281001138
     },
     "cc": {
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-      "r": 0.9175019275,
-      "f": 0.9192738509
+      "p": 0.9164733179,
+      "r": 0.9136468774,
+      "f": 0.9150579151
     },
     "conj": {
-      "p": 0.7171787709,
-      "r": 0.7458242556,
-      "f": 0.7312210751
+      "p": 0.7287043665,
+      "r": 0.7392883079,
+      "f": 0.7339581831
     },
     "amod": {
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-      "r": 0.9327680194,
-      "f": 0.9398840403
+      "p": 0.9394865526,
+      "r": 0.9309509388,
+      "f": 0.9351992699
     },
     "nummod": {
-      "p": 0.8905660377,
-      "r": 0.9632653061,
-      "f": 0.9254901961
+      "p": 0.9073359073,
+      "r": 0.9591836735,
+      "f": 0.9325396825
     },
     "compound:prt": {
-      "p": 0.8060836502,
-      "r": 0.7653429603,
-      "f": 0.7851851852
+      "p": 0.8237547893,
+      "r": 0.7761732852,
+      "f": 0.7992565056
     },
     "cop": {
-      "p": 0.8583138173,
-      "r": 0.873659118,
-      "f": 0.8659184879
+      "p": 0.8704358068,
+      "r": 0.8808104887,
+      "f": 0.8755924171
     },
     "appos": {
-      "p": 0.375,
-      "r": 0.21,
-      "f": 0.2692307692
+      "p": 0.2816901408,
+      "r": 0.2,
+      "f": 0.2339181287
     },
     "ccomp": {
-      "p": 0.8265682657,
-      "r": 0.8818897638,
-      "f": 0.8533333333
-    },
-    "acl": {
-      "p": 0.6834862385,
-      "r": 0.6008064516,
-      "f": 0.6394849785
+      "p": 0.7867132867,
+      "r": 0.8858267717,
+      "f": 0.8333333333
     },
     "expl": {
-      "p": 0.7384615385,
-      "r": 0.7783783784,
-      "f": 0.7578947368
+      "p": 0.7329974811,
+      "r": 0.7864864865,
+      "f": 0.7588005215
     },
     "csubj": {
-      "p": 0.7086614173,
-      "r": 0.6569343066,
-      "f": 0.6818181818
+      "p": 0.7272727273,
+      "r": 0.700729927,
+      "f": 0.7137546468
     },
     "nsubj:pass": {
-      "p": 0.87,
-      "r": 0.8055555556,
-      "f": 0.8365384615
+      "p": 0.890625,
+      "r": 0.7916666667,
+      "f": 0.8382352941
     },
     "aux:pass": {
-      "p": 0.9406779661,
-      "r": 0.925,
-      "f": 0.9327731092
+      "p": 0.9159663866,
+      "r": 0.9083333333,
+      "f": 0.9121338912
+    },
+    "acl": {
+      "p": 0.7198067633,
+      "r": 0.6008064516,
+      "f": 0.6549450549
     },
     "acl:cleft": {
-      "p": 0.55,
+      "p": 0.4782608696,
       "r": 0.4074074074,
-      "f": 0.4680851064
+      "f": 0.44
     },
     "orphan": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
-    },
-    "parataxis": {
-      "p": 0.843537415,
-      "r": 0.6595744681,
-      "f": 0.7402985075
+      "p": 0.25,
+      "r": 0.0384615385,
+      "f": 0.0666666667
     },
     "dep": {
       "p": 0.0,
@@ -266,20 +261,25 @@
       "r": 0.0,
       "f": 0.0
     },
+    "parataxis": {
+      "p": 0.8661971831,
+      "r": 0.6542553191,
+      "f": 0.7454545455
+    },
     "compound": {
-      "p": 0.9,
-      "r": 0.2195121951,
-      "f": 0.3529411765
+      "p": 0.8,
+      "r": 0.1951219512,
+      "f": 0.3137254902
     },
     "flat:foreign": {
-      "p": 0.7666666667,
-      "r": 0.7419354839,
-      "f": 0.7540983607
+      "p": 0.9655172414,
+      "r": 0.9032258065,
+      "f": 0.9333333333
     },
     "discourse": {
-      "p": 0.7142857143,
-      "r": 0.2173913043,
-      "f": 0.3333333333
+      "p": 0.7777777778,
+      "r": 0.3043478261,
+      "f": 0.4375
     },
     "csubj:pass": {
       "p": 0.0,
@@ -287,57 +287,52 @@
       "f": 0.0
     }
   },
-  "tag_acc": 0.9737748271,
-  "lemma_acc": 0.7673406424,
-  "ents_p": 0.8218527316,
-  "ents_r": 0.8199052133,
-  "ents_f": 0.8208778173,
+  "lemma_acc": 0.9709106936,
+  "tag_acc": 0.9737451099,
+  "ents_p": 0.8236700538,
+  "ents_r": 0.8163507109,
+  "ents_f": 0.8199940494,
   "ents_per_type": {
     "PER": {
-      "p": 0.8969404187,
-      "r": 0.9116202946,
-      "f": 0.9042207792
+      "p": 0.8894230769,
+      "r": 0.9083469722,
+      "f": 0.8987854251
     },
     "PROD": {
-      "p": 0.6330935252,
-      "r": 0.5432098765,
-      "f": 0.584717608
+      "p": 0.7,
+      "r": 0.5185185185,
+      "f": 0.5957446809
     },
     "GPE_LOC": {
-      "p": 0.8631178707,
-      "r": 0.8764478764,
-      "f": 0.8697318008
-    },
-    "DRV": {
-      "p": 0.7222222222,
-      "r": 0.6582278481,
-      "f": 0.6887417219
+      "p": 0.8243727599,
+      "r": 0.888030888,
+      "f": 0.8550185874
     },
     "ORG": {
-      "p": 0.8167053364,
-      "r": 0.8712871287,
-      "f": 0.8431137725
+      "p": 0.8143851508,
+      "r": 0.8688118812,
+      "f": 0.8407185629
     },
     "LOC": {
-      "p": 0.7263157895,
-      "r": 0.6330275229,
-      "f": 0.6764705882
+      "p": 0.7875,
+      "r": 0.5779816514,
+      "f": 0.6666666667
+    },
+    "DRV": {
+      "p": 0.7466666667,
+      "r": 0.7088607595,
+      "f": 0.7272727273
     },
     "EVT": {
-      "p": 0.5,
-      "r": 0.4444444444,
-      "f": 0.4705882353
+      "p": 0.3571428571,
+      "r": 0.5555555556,
+      "f": 0.4347826087
     },
     "GPE_ORG": {
-      "p": 0.6481481481,
-      "r": 0.6363636364,
-      "f": 0.6422018349
-    },
-    "MISC": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
+      "p": 0.68,
+      "r": 0.6181818182,
+      "f": 0.6476190476
     }
   },
-  "speed": 9935.8630230533
+  "speed": 11180.6759357661
 }

config.cfg

@@ -10,7 +10,7 @@ seed = 0
 
 [nlp]
 lang = "nb"
-pipeline = ["tok2vec","morphologizer","parser","senter","attribute_ruler","lemmatizer","ner"]
+pipeline = ["tok2vec","morphologizer","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 = "rule"
-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 = true
 
 [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"
@@ -138,7 +151,7 @@ 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 = true
 
 [components.tok2vec.model.encode]
@@ -175,7 +188,7 @@ 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
@@ -210,17 +223,17 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-pos_acc = 0.08
-morph_acc = 0.08
+pos_acc = 0.14
+morph_acc = 0.14
 morph_per_feat = null
 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
@@ -237,6 +250,13 @@ 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]

lemmatizer/cfg

@@ -0,0 +1,578 @@
+{
+  "labels":[
+    1,
+    2,
+    4,
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+}

lemmatizer/{lookups/lookups.bin → model}

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:55724413f1351ce79534ccea1a7afa1397db88e1950e31e193c4905b14615e5f
-size 15604942
+oid sha256:308418ddce9129421d4ac4f1f342d3034df0025accd10d3d2eab91fba178f420
+size 223154

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"nb",
   "name":"core_news_md",
-  "version":"3.2.0",
-  "description":"Norwegian (Bokm\u00e5l) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
+  "version":"3.3.0",
+  "description":"Norwegian (Bokm\u00e5l) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, lemmatizer (trainable_lemmatizer), senter, ner, attribute_ruler.",
   "author":"Explosion",
   "email":"[email protected]",
   "url":"https://explosion.ai",
   "license":"MIT",
-  "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":300,
     "vectors":20000,
@@ -262,15 +262,8 @@
       "punct",
       "xcomp"
     ],
-    "senter":[
-      "I",
-      "S"
-    ],
     "attribute_ruler":[
 
-    ],
-    "lemmatizer":[
-
     ],
     "ner":[
       "DRV",
@@ -288,17 +281,17 @@
     "tok2vec",
     "morphologizer",
     "parser",
-    "attribute_ruler",
     "lemmatizer",
+    "attribute_ruler",
     "ner"
   ],
   "components":[
     "tok2vec",
     "morphologizer",
     "parser",
+    "lemmatizer",
     "senter",
     "attribute_ruler",
-    "lemmatizer",
     "ner"
   ],
   "disabled":[
@@ -309,61 +302,61 @@
     "token_p":0.997080292,
     "token_r":0.9953256895,
     "token_f":0.9962022181,
-    "pos_acc":0.9737748271,
-    "morph_acc":0.9595977684,
-    "morph_micro_p":0.9769668012,
-    "morph_micro_r":0.9681933219,
-    "morph_micro_f":0.9725602755,
+    "pos_acc":0.9737451099,
+    "morph_acc":0.9592638003,
+    "morph_micro_p":0.9765452448,
+    "morph_micro_r":0.9673769287,
+    "morph_micro_f":0.971939466,
     "morph_per_feat":{
       "Definite":{
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-        "r":0.9693773392,
-        "f":0.9755735647
+        "p":0.9810039143,
+        "r":0.9664284904,
+        "f":0.973661658
       },
       "Gender":{
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-        "r":0.9422365551,
-        "f":0.9462304139
+        "p":0.9486150907,
+        "r":0.9420468557,
+        "f":0.9453195641
       },
       "Number":{
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-        "r":0.9663711627,
-        "f":0.9717106233
+        "p":0.9766441759,
+        "r":0.9650523848,
+        "f":0.9708136792
       },
       "Mood":{
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-        "r":0.9792448112,
-        "f":0.9831785087
+        "p":0.9866498741,
+        "r":0.9794948737,
+        "f":0.983059355
       },
       "Tense":{
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-        "r":0.9823721984,
-        "f":0.9849766444
+        "p":0.9870853381,
+        "r":0.9816167212,
+        "f":0.9843434343
       },
       "VerbForm":{
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-        "r":0.9719687093,
-        "f":0.9738732854
+        "p":0.9761203795,
+        "r":0.9726205997,
+        "f":0.9743673469
       },
       "Degree":{
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-        "r":0.9659910684,
-        "f":0.9676531315
+        "p":0.9705065926,
+        "r":0.9608381999,
+        "f":0.9656481961
       },
       "PronType":{
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-        "r":0.9881363244,
-        "f":0.9901653518
+        "p":0.9924226023,
+        "r":0.988783434,
+        "f":0.9905996759
       },
       "Poss":{
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-        "f":0.9901380671
+        "p":0.9960474308,
+        "r":0.9960474308,
+        "f":0.9960474308
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       "Case":{
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-        "r":0.9839424142,
-        "f":0.9894209354
+        "p":0.9927536232,
+        "r":0.9861572536,
+        "f":0.9894444444
       },
       "Reflex":{
         "p":1.0,
@@ -371,196 +364,191 @@
         "f":1.0
       },
       "NumType":{
-        "p":0.997752809,
-        "r":0.9135802469,
-        "f":0.9538131042
+        "p":0.995505618,
+        "r":0.9115226337,
+        "f":0.9516648765
       },
       "Polarity":{
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+        "p":0.9968454259,
         "r":1.0,
-        "f":1.0
+        "f":0.9984202212
       },
       "Person":{
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-        "f":0.9923918212
+        "p":0.9928741093,
+        "r":0.9919316564,
+        "f":0.9924026591
       },
       "Animacy":{
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-        "r":0.9974446337,
-        "f":0.9978696208
+        "p":0.9991452991,
+        "r":0.9957410562,
+        "f":0.997440273
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       "Voice":{
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+        "p":0.9847328244,
         "r":0.9347826087,
-        "f":0.9314079422
+        "f":0.9591078067
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       "Abbr":{
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-        "f":0.9084745763
+        "p":1.0,
+        "r":0.84375,
+        "f":0.9152542373
       }
     },
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-    "sents_r":0.9335823993,
-    "sents_f":0.9359134415,
-    "dep_uas":0.8940746182,
-    "dep_las":0.863198037,
+    "sents_p":0.9463617464,
+    "sents_r":0.9447903694,
+    "sents_f":0.9455754051,
+    "dep_uas":0.8943254651,
+    "dep_las":0.8639894956,
     "dep_las_per_type":{
       "nmod":{
-        "p":0.7887550201,
-        "r":0.8059089044,
-        "f":0.7972396996
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