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: 0.8340273647
+      value: 0.8456937799
     - name: NER Recall
       type: recall
-      value: 0.8305687204
+      value: 0.8376777251
     - name: NER F Score
       type: f_score
-      value: 0.8322944494
+      value: 0.8416666667
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9739104083
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9742692636
+      value: 0.9739104083
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.9455839263
-    - name: SENTER Recall
-      type: recall
-      value: 0.9377334994
-    - name: SENTER F Score
-      type: f_score
-      value: 0.941642351
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9627486637
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8943015712
+      value: 0.9732521624
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8957617053
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8943015712
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8657915299
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9364520803
 ---
 ### Details: https://spacy.io/models/nb#nb_core_news_lg
 
-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_lg` |
-| **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, 500000 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` | 97.43 |
-| `MORPH_ACC` | 96.33 |
-| `MORPH_MICRO_P` | 97.92 |
-| `MORPH_MICRO_R` | 97.04 |
-| `MORPH_MICRO_F` | 97.48 |
-| `SENTS_P` | 94.56 |
-| `SENTS_R` | 93.77 |
-| `SENTS_F` | 94.16 |
-| `DEP_UAS` | 89.43 |
-| `DEP_LAS` | 86.44 |
-| `TAG_ACC` | 97.43 |
-| `LEMMA_ACC` | 76.77 |
-| `ENTS_P` | 83.40 |
-| `ENTS_R` | 83.06 |
-| `ENTS_F` | 83.23 |
+| `POS_ACC` | 97.39 |
+| `MORPH_ACC` | 96.27 |
+| `MORPH_MICRO_P` | 97.90 |
+| `MORPH_MICRO_R` | 97.03 |
+| `MORPH_MICRO_F` | 97.46 |
+| `SENTS_P` | 93.39 |
+| `SENTS_R` | 93.90 |
+| `SENTS_F` | 93.65 |
+| `DEP_UAS` | 89.58 |
+| `DEP_LAS` | 86.58 |
+| `LEMMA_ACC` | 97.33 |
+| `TAG_ACC` | 97.39 |
+| `ENTS_P` | 84.57 |
+| `ENTS_R` | 83.77 |
+| `ENTS_F` | 84.17 |

accuracy.json

@@ -3,71 +3,71 @@
   "token_p": 0.997080292,
   "token_r": 0.9953256895,
   "token_f": 0.9962022181,
-  "pos_acc": 0.9742692636,
-  "morph_acc": 0.9632721662,
-  "morph_micro_p": 0.9791598023,
-  "morph_micro_r": 0.9704465671,
-  "morph_micro_f": 0.974783714,
+  "pos_acc": 0.9739104083,
+  "morph_acc": 0.9627486637,
+  "morph_micro_p": 0.9790111863,
+  "morph_micro_r": 0.9702832884,
+  "morph_micro_f": 0.974627698,
   "morph_per_feat": {
     "Definite": {
-      "p": 0.983436853,
-      "r": 0.969717591,
-      "f": 0.9765290389
+      "p": 0.981511254,
+      "r": 0.9693773392,
+      "f": 0.9754065621
     },
     "Gender": {
-      "p": 0.956384505,
-      "r": 0.9484017832,
-      "f": 0.9523764168
+      "p": 0.9538020086,
+      "r": 0.9458408423,
+      "f": 0.9498047433
     },
     "Number": {
-      "p": 0.9778485702,
-      "r": 0.9670305517,
-      "f": 0.9724094743
+      "p": 0.9785423603,
+      "r": 0.9689354531,
+      "f": 0.9737152113
     },
     "Mood": {
-      "p": 0.9879275654,
-      "r": 0.9822455614,
-      "f": 0.9850783699
+      "p": 0.99091368,
+      "r": 0.9817454364,
+      "f": 0.9863082527
     },
     "Tense": {
-      "p": 0.9888663968,
+      "p": 0.9918781726,
       "r": 0.9841349786,
-      "f": 0.9864950145
+      "f": 0.9879914044
     },
     "VerbForm": {
-      "p": 0.9778212655,
-      "r": 0.9771838331,
-      "f": 0.9775024454
+      "p": 0.9805364737,
+      "r": 0.9770208605,
+      "f": 0.9787755102
     },
     "Degree": {
-      "p": 0.9807893818,
-      "r": 0.9646169701,
-      "f": 0.9726359543
+      "p": 0.9763066202,
+      "r": 0.9625558227,
+      "f": 0.9693824598
     },
     "PronType": {
-      "p": 0.992202729,
-      "r": 0.9881363244,
-      "f": 0.9901653518
+      "p": 0.9917766717,
+      "r": 0.9885677308,
+      "f": 0.9901696014
     },
     "Poss": {
-      "p": 0.996031746,
-      "r": 0.9920948617,
-      "f": 0.9940594059
+      "p": 0.9882352941,
+      "r": 0.9960474308,
+      "f": 0.9921259843
     },
     "Case": {
-      "p": 0.9911111111,
-      "r": 0.9878183832,
-      "f": 0.9894620078
+      "p": 0.9927576602,
+      "r": 0.9867109635,
+      "f": 0.9897250764
     },
     "Reflex": {
-      "p": 0.9930555556,
+      "p": 1.0,
       "r": 1.0,
-      "f": 0.9965156794
+      "f": 1.0
     },
     "NumType": {
-      "p": 0.9955156951,
+      "p": 0.9888641425,
       "r": 0.9135802469,
-      "f": 0.9527896996
+      "f": 0.9497326203
     },
     "Polarity": {
       "p": 1.0,
@@ -75,9 +75,9 @@
       "f": 1.0
     },
     "Person": {
-      "p": 0.9924062648,
-      "r": 0.9924062648,
-      "f": 0.9924062648
+      "p": 0.9924026591,
+      "r": 0.9919316564,
+      "f": 0.9921671018
     },
     "Animacy": {
       "p": 0.9982949702,
@@ -85,201 +85,201 @@
       "f": 0.9978696208
     },
     "Voice": {
-      "p": 0.9357142857,
-      "r": 0.9492753623,
-      "f": 0.9424460432
+      "p": 0.9777777778,
+      "r": 0.9565217391,
+      "f": 0.967032967
     },
     "Abbr": {
-      "p": 1.0,
-      "r": 0.84375,
-      "f": 0.9152542373
+      "p": 0.9647887324,
+      "r": 0.85625,
+      "f": 0.9072847682
     }
   },
-  "sents_p": 0.9455839263,
-  "sents_r": 0.9377334994,
-  "sents_f": 0.941642351,
-  "dep_uas": 0.8943015712,
-  "dep_las": 0.8643696848,
+  "sents_p": 0.9339388935,
+  "sents_r": 0.9389788294,
+  "sents_f": 0.9364520803,
+  "dep_uas": 0.8957617053,
+  "dep_las": 0.8657915299,
   "dep_las_per_type": {
     "nmod": {
-      "p": 0.7952286282,
-      "r": 0.8206811654,
-      "f": 0.8077544426
+      "p": 0.7998392283,
+      "r": 0.8165777595,
+      "f": 0.8081218274
     },
     "nsubj": {
-      "p": 0.9021636877,
-      "r": 0.8865947612,
-      "f": 0.8943114703
+      "p": 0.8987538941,
+      "r": 0.8890600924,
+      "f": 0.8938807126
     },
     "flat:name": {
-      "p": 0.853736089,
-      "r": 0.8647342995,
-      "f": 0.8592
+      "p": 0.85625,
+      "r": 0.8824476651,
+      "f": 0.8691514671
     },
     "root": {
-      "p": 0.9074151655,
-      "r": 0.899128269,
-      "f": 0.9032527106
+      "p": 0.902754591,
+      "r": 0.897882939,
+      "f": 0.9003121748
     },
     "advmod": {
-      "p": 0.8390804598,
-      "r": 0.8406909789,
-      "f": 0.8398849473
+      "p": 0.8460057748,
+      "r": 0.8435700576,
+      "f": 0.8447861605
     },
     "mark": {
-      "p": 0.927414852,
-      "r": 0.9238042269,
-      "f": 0.9256060184
+      "p": 0.9270315091,
+      "r": 0.9327030033,
+      "f": 0.9298586083
     },
     "advcl": {
-      "p": 0.6943972835,
-      "r": 0.7015437393,
-      "f": 0.6979522184
+      "p": 0.7022375215,
+      "r": 0.6998284734,
+      "f": 0.7010309278
     },
     "obj": {
-      "p": 0.8926174497,
-      "r": 0.9075682382,
-      "f": 0.9000307598
+      "p": 0.8935128519,
+      "r": 0.905707196,
+      "f": 0.8995686999
     },
     "case": {
-      "p": 0.9418003104,
-      "r": 0.9396129032,
-      "f": 0.9407053352
+      "p": 0.9411764706,
+      "r": 0.9331612903,
+      "f": 0.9371517429
     },
     "det": {
-      "p": 0.9609571788,
-      "r": 0.9658227848,
-      "f": 0.9633838384
+      "p": 0.9610307982,
+      "r": 0.967721519,
+      "f": 0.9643645538
     },
     "obl": {
-      "p": 0.7746811526,
-      "r": 0.742081448,
-      "f": 0.7580309683
+      "p": 0.7772093023,
+      "r": 0.7561085973,
+      "f": 0.7665137615
     },
     "aux": {
-      "p": 0.9428571429,
-      "r": 0.9556561086,
-      "f": 0.9492134831
+      "p": 0.9544626594,
+      "r": 0.9484162896,
+      "f": 0.9514298684
     },
     "acl:relcl": {
-      "p": 0.8096330275,
-      "r": 0.795045045,
-      "f": 0.8022727273
+      "p": 0.7869565217,
+      "r": 0.8153153153,
+      "f": 0.8008849558
     },
     "iobj": {
-      "p": 0.7466666667,
-      "r": 0.6363636364,
-      "f": 0.6871165644
+      "p": 0.8076923077,
+      "r": 0.7159090909,
+      "f": 0.7590361446
     },
     "xcomp": {
-      "p": 0.7264367816,
-      "r": 0.716553288,
-      "f": 0.7214611872
+      "p": 0.7368421053,
+      "r": 0.7301587302,
+      "f": 0.7334851936
     },
     "cc": {
-      "p": 0.9124709527,
-      "r": 0.9082498072,
-      "f": 0.9103554869
+      "p": 0.919379845,
+      "r": 0.9144178874,
+      "f": 0.9168921531
     },
     "conj": {
-      "p": 0.7353563867,
-      "r": 0.7567175018,
-      "f": 0.7458840372
+      "p": 0.7494615937,
+      "r": 0.7581699346,
+      "f": 0.7537906137
     },
     "amod": {
-      "p": 0.9390986602,
-      "r": 0.9339794064,
-      "f": 0.9365320377
+      "p": 0.9307228916,
+      "r": 0.935796487,
+      "f": 0.9332527937
     },
     "nummod": {
-      "p": 0.9433198381,
-      "r": 0.9510204082,
-      "f": 0.9471544715
+      "p": 0.921875,
+      "r": 0.9632653061,
+      "f": 0.9421157685
     },
     "compound:prt": {
-      "p": 0.8088235294,
-      "r": 0.7942238267,
-      "f": 0.8014571949
+      "p": 0.8426966292,
+      "r": 0.8122743682,
+      "f": 0.8272058824
     },
     "cop": {
-      "p": 0.8848920863,
-      "r": 0.8796185936,
-      "f": 0.8822474597
+      "p": 0.8571428571,
+      "r": 0.8724672229,
+      "f": 0.864737153
     },
     "appos": {
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-      "r": 0.2,
-      "f": 0.2259887006
+      "p": 0.3285714286,
+      "r": 0.23,
+      "f": 0.2705882353
     },
     "ccomp": {
-      "p": 0.8426966292,
-      "r": 0.8858267717,
-      "f": 0.8637236084
-    },
-    "acl": {
-      "p": 0.6765957447,
-      "r": 0.6411290323,
-      "f": 0.6583850932
+      "p": 0.8339483395,
+      "r": 0.8897637795,
+      "f": 0.860952381
     },
     "expl": {
-      "p": 0.7320099256,
-      "r": 0.7972972973,
-      "f": 0.7632600259
+      "p": 0.7192982456,
+      "r": 0.7756756757,
+      "f": 0.7464239272
     },
     "csubj": {
-      "p": 0.7153846154,
-      "r": 0.6788321168,
-      "f": 0.6966292135
+      "p": 0.7647058824,
+      "r": 0.6642335766,
+      "f": 0.7109375
     },
     "nsubj:pass": {
-      "p": 0.8737373737,
-      "r": 0.8009259259,
-      "f": 0.8357487923
+      "p": 0.9,
+      "r": 0.8333333333,
+      "f": 0.8653846154
     },
     "aux:pass": {
-      "p": 0.9224137931,
-      "r": 0.8916666667,
-      "f": 0.906779661
+      "p": 0.9473684211,
+      "r": 0.9,
+      "f": 0.9230769231
+    },
+    "acl": {
+      "p": 0.6824034335,
+      "r": 0.6411290323,
+      "f": 0.6611226611
     },
     "acl:cleft": {
-      "p": 0.4137931034,
-      "r": 0.4444444444,
-      "f": 0.4285714286
+      "p": 0.45,
+      "r": 0.3333333333,
+      "f": 0.3829787234
     },
     "orphan": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
+      "p": 0.1666666667,
+      "r": 0.0384615385,
+      "f": 0.0625
     },
-    "dep": {
+    "parataxis": {
+      "p": 0.8308823529,
+      "r": 0.6010638298,
+      "f": 0.6975308642
+    },
+    "reparandum": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "reparandum": {
+    "dep": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "parataxis": {
-      "p": 0.8794326241,
-      "r": 0.6595744681,
-      "f": 0.7537993921
-    },
     "compound": {
-      "p": 0.6428571429,
-      "r": 0.2195121951,
-      "f": 0.3272727273
+      "p": 0.8461538462,
+      "r": 0.2682926829,
+      "f": 0.4074074074
     },
     "flat:foreign": {
-      "p": 0.5555555556,
-      "r": 0.4838709677,
-      "f": 0.5172413793
+      "p": 0.75,
+      "r": 0.5806451613,
+      "f": 0.6545454545
     },
     "discourse": {
-      "p": 0.6666666667,
-      "r": 0.347826087,
-      "f": 0.4571428571
+      "p": 0.6363636364,
+      "r": 0.3043478261,
+      "f": 0.4117647059
     },
     "csubj:pass": {
       "p": 0.0,
@@ -287,52 +287,52 @@
       "f": 0.0
     }
   },
-  "tag_acc": 0.9742692636,
-  "lemma_acc": 0.7676712027,
-  "ents_p": 0.8340273647,
-  "ents_r": 0.8305687204,
-  "ents_f": 0.8322944494,
+  "lemma_acc": 0.9732521624,
+  "tag_acc": 0.9739104083,
+  "ents_p": 0.8456937799,
+  "ents_r": 0.8376777251,
+  "ents_f": 0.8416666667,
   "ents_per_type": {
     "PER": {
-      "p": 0.9088,
-      "r": 0.9296235679,
-      "f": 0.9190938511
+      "p": 0.906200318,
+      "r": 0.9328968903,
+      "f": 0.9193548387
     },
     "ORG": {
-      "p": 0.8110599078,
-      "r": 0.8712871287,
-      "f": 0.8400954654
+      "p": 0.8492822967,
+      "r": 0.8787128713,
+      "f": 0.8637469586
     },
     "GPE_LOC": {
-      "p": 0.8853754941,
+      "p": 0.8517110266,
       "r": 0.8648648649,
-      "f": 0.875
+      "f": 0.8582375479
     },
     "DRV": {
-      "p": 0.7162162162,
-      "r": 0.6708860759,
-      "f": 0.6928104575
+      "p": 0.6842105263,
+      "r": 0.6582278481,
+      "f": 0.6709677419
     },
     "PROD": {
-      "p": 0.6,
-      "r": 0.5,
-      "f": 0.5454545455
+      "p": 0.7196969697,
+      "r": 0.5864197531,
+      "f": 0.6462585034
     },
     "LOC": {
-      "p": 0.8282828283,
-      "r": 0.752293578,
-      "f": 0.7884615385
+      "p": 0.8064516129,
+      "r": 0.6880733945,
+      "f": 0.7425742574
     },
     "GPE_ORG": {
-      "p": 0.6909090909,
-      "r": 0.6909090909,
-      "f": 0.6909090909
+      "p": 0.75,
+      "r": 0.7090909091,
+      "f": 0.7289719626
     },
     "EVT": {
-      "p": 0.6666666667,
+      "p": 0.4444444444,
       "r": 0.4444444444,
-      "f": 0.5333333333
+      "f": 0.4444444444
     }
   },
-  "speed": 10994.5785486315
+  "speed": 10941.0233474225
 }

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 sha256:9d1ff7775673096235404472ad93ba69d41aeefdb9ed0d0bc386b8a310f80c08
+size 223154

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"nb",
   "name":"core_news_lg",
-  "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":"contact@explosion.ai",
   "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":500000,
@@ -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":[
@@ -309,71 +302,71 @@
     "token_p":0.997080292,
     "token_r":0.9953256895,
     "token_f":0.9962022181,
-    "pos_acc":0.9742692636,
-    "morph_acc":0.9632721662,
-    "morph_micro_p":0.9791598023,
-    "morph_micro_r":0.9704465671,
-    "morph_micro_f":0.974783714,
+    "pos_acc":0.9739104083,
+    "morph_acc":0.9627486637,
+    "morph_micro_p":0.9790111863,
+    "morph_micro_r":0.9702832884,
+    "morph_micro_f":0.974627698,
     "morph_per_feat":{
       "Definite":{
-        "p":0.983436853,
-        "r":0.969717591,
-        "f":0.9765290389
+        "p":0.981511254,
+        "r":0.9693773392,
+        "f":0.9754065621
       },
       "Gender":{
-        "p":0.956384505,
-        "r":0.9484017832,
-        "f":0.9523764168
+        "p":0.9538020086,
+        "r":0.9458408423,
+        "f":0.9498047433
       },
       "Number":{
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-        "r":0.9670305517,
-        "f":0.9724094743
+        "p":0.9785423603,
+        "r":0.9689354531,
+        "f":0.9737152113
       },
       "Mood":{
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-        "r":0.9822455614,
-        "f":0.9850783699
+        "p":0.99091368,
+        "r":0.9817454364,
+        "f":0.9863082527
       },
       "Tense":{
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+        "p":0.9918781726,
         "r":0.9841349786,
-        "f":0.9864950145
+        "f":0.9879914044
       },
       "VerbForm":{
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-        "r":0.9771838331,
-        "f":0.9775024454
+        "p":0.9805364737,
+        "r":0.9770208605,
+        "f":0.9787755102
       },
       "Degree":{
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-        "r":0.9646169701,
-        "f":0.9726359543
+        "p":0.9763066202,
+        "r":0.9625558227,
+        "f":0.9693824598
       },
       "PronType":{
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-        "r":0.9881363244,
-        "f":0.9901653518
+        "p":0.9917766717,
+        "r":0.9885677308,
+        "f":0.9901696014
       },
       "Poss":{
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-        "r":0.9920948617,
-        "f":0.9940594059
+        "p":0.9882352941,
+        "r":0.9960474308,
+        "f":0.9921259843
       },
       "Case":{
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-        "r":0.9878183832,
-        "f":0.9894620078
+        "p":0.9927576602,
+        "r":0.9867109635,
+        "f":0.9897250764
       },
       "Reflex":{
-        "p":0.9930555556,
+        "p":1.0,
         "r":1.0,
-        "f":0.9965156794
+        "f":1.0
       },
       "NumType":{
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+        "p":0.9888641425,
         "r":0.9135802469,
-        "f":0.9527896996
+        "f":0.9497326203
       },
       "Polarity":{
         "p":1.0,
@@ -381,9 +374,9 @@
         "f":1.0
       },
       "Person":{
-        "p":0.9924062648,
-        "r":0.9924062648,
-        "f":0.9924062648
+        "p":0.9924026591,
+        "r":0.9919316564,
+        "f":0.9921671018
       },
       "Animacy":{
         "p":0.9982949702,
@@ -391,201 +384,201 @@
         "f":0.9978696208
       },
       "Voice":{
-        "p":0.9357142857,
-        "r":0.9492753623,
-        "f":0.9424460432
+        "p":0.9777777778,
+        "r":0.9565217391,
+        "f":0.967032967
       },
       "Abbr":{
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-        "r":0.84375,
-        "f":0.9152542373
+        "p":0.9647887324,
+        "r":0.85625,
+        "f":0.9072847682
       }
     },
-    "sents_p":0.9455839263,
-    "sents_r":0.9377334994,
-    "sents_f":0.941642351,
-    "dep_uas":0.8943015712,
-    "dep_las":0.8643696848,
+    "sents_p":0.9339388935,
+    "sents_r":0.9389788294,
+    "sents_f":0.9364520803,
+    "dep_uas":0.8957617053,
+    "dep_las":0.8657915299,
     "dep_las_per_type":{
       "nmod":{
-        "p":0.7952286282,
-        "r":0.8206811654,
-        "f":0.8077544426
+        "p":0.7998392283,
+        "r":0.8165777595,
+        "f":0.8081218274
       },
       "nsubj":{
-        "p":0.9021636877,
-        "r":0.8865947612,
-        "f":0.8943114703
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