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Update spaCy pipeline

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LICENSES_SOURCES CHANGED
@@ -1,4 +1,4 @@
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- # UD Norwegian Bokmaal (from NorNE)
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  * Author: Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter
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  * URL: https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal
@@ -34,7 +34,7 @@ Affirmer understands and acknowledges that Creative Commons is not a party to th
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- # NorNE: Norwegian Named Entities (commit: 5e4059dc)
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  * Author: Language Technology Group (University of Oslo)
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  * URL: https://github.com/ltgoslo/norne
 
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+ # UD Norwegian Bokmaal v2.8
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  * Author: Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter
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  * URL: https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal
 
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+ # NorNE: Norwegian Named Entities (commit: bd311de5)
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  * Author: Language Technology Group (University of Oslo)
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  * URL: https://github.com/ltgoslo/norne
README.md CHANGED
@@ -14,47 +14,47 @@ model-index:
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  metrics:
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  - name: NER Precision
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  type: precision
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- value: 0.8454221165
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  - name: NER Recall
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  type: recall
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- value: 0.8399291199
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  - name: NER F Score
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  type: f_score
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- value: 0.8426666667
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  - task:
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  name: POS
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  type: token-classification
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  metrics:
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  - name: POS Accuracy
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  type: accuracy
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- value: 0.9713020031
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  - task:
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  name: SENTER
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  type: token-classification
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  metrics:
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  - name: SENTER Precision
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  type: precision
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- value: 0.9275123558
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  - name: SENTER Recall
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  type: recall
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- value: 0.9328914664
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  - name: SENTER F Score
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  type: f_score
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- value: 0.9301941347
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  - task:
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  name: UNLABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Unlabeled Dependencies Accuracy
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  type: accuracy
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- value: 0.8928487837
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  - task:
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  name: LABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Labeled Dependencies Accuracy
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  type: accuracy
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- value: 0.8928487837
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  ---
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  ### Details: https://spacy.io/models/nb#nb_core_news_md
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@@ -63,12 +63,12 @@ Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologiz
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  | Feature | Description |
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  | --- | --- |
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  | **Name** | `nb_core_news_md` |
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- | **Version** | `3.1.0` |
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- | **spaCy** | `>=3.1.0,<3.2.0` |
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  | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
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  | **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
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  | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
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- | **Sources** | [UD Norwegian Bokmaal (from NorNE)](https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal) (Øvrelid, Lilja; Jørgensen, Fredrik; Hohle, Petter)<br />[NorNE: Norwegian Named Entities (commit: 5e4059dc)](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) |
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  | **License** | `MIT` |
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  | **Author** | [Explosion](https://explosion.ai) |
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@@ -76,14 +76,14 @@ Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologiz
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  <details>
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- <summary>View label scheme (245 labels for 4 components)</summary>
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  | Component | Labels |
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  | --- | --- |
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- | **`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`, `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`, `POS=PRON\|PronType=Prs`, `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` |
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  | **`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` |
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  | **`senter`** | `I`, `S` |
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- | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
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  </details>
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@@ -92,15 +92,21 @@ Norwegian (Bokmål) pipeline optimized for CPU. Components: tok2vec, morphologiz
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  | Type | Score |
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  | --- | --- |
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  | `TOKEN_ACC` | 99.90 |
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- | `TAG_ACC` | 97.13 |
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- | `POS_ACC` | 97.25 |
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- | `MORPH_ACC` | 95.85 |
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- | `LEMMA_ACC` | 76.71 |
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- | `DEP_UAS` | 89.28 |
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- | `DEP_LAS` | 86.30 |
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- | `ENTS_P` | 84.54 |
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- | `ENTS_R` | 83.99 |
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- | `ENTS_F` | 84.27 |
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- | `SENTS_P` | 92.75 |
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- | `SENTS_R` | 93.29 |
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- | `SENTS_F` | 93.02 |
 
 
 
 
 
 
 
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  metrics:
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  - name: NER Precision
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  type: precision
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+ value: 0.8218527316
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  - name: NER Recall
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  type: recall
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+ value: 0.8199052133
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  - name: NER F Score
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  type: f_score
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+ value: 0.8208778173
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  - task:
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  name: POS
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  type: token-classification
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  metrics:
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  - name: POS Accuracy
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  type: accuracy
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+ value: 0.9737748271
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  - task:
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  name: SENTER
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  type: token-classification
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  metrics:
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  - name: SENTER Precision
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  type: precision
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+ value: 0.9382561535
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  - name: SENTER Recall
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  type: recall
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+ value: 0.9335823993
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  - name: SENTER F Score
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  type: f_score
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+ value: 0.9359134415
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  - task:
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  name: UNLABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Unlabeled Dependencies Accuracy
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  type: accuracy
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+ value: 0.8940746182
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  - task:
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  name: LABELED_DEPENDENCIES
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  type: token-classification
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  metrics:
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  - name: Labeled Dependencies Accuracy
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  type: accuracy
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+ value: 0.8940746182
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  ---
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  ### Details: https://spacy.io/models/nb#nb_core_news_md
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  | Feature | Description |
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  | --- | --- |
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  | **Name** | `nb_core_news_md` |
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+ | **Version** | `3.2.0` |
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+ | **spaCy** | `>=3.2.0,<3.3.0` |
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  | **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
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  | **Components** | `tok2vec`, `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
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  | **Vectors** | 500000 keys, 20000 unique vectors (300 dimensions) |
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+ | **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) |
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  | **License** | `MIT` |
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  | **Author** | [Explosion](https://explosion.ai) |
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  <details>
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+ <summary>View label scheme (250 labels for 4 components)</summary>
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  | Component | Labels |
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  | --- | --- |
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+ | **`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` |
84
  | **`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` |
85
  | **`senter`** | `I`, `S` |
86
+ | **`ner`** | `DRV`, `EVT`, `GPE_LOC`, `GPE_ORG`, `LOC`, `MISC`, `ORG`, `PER`, `PROD` |
87
 
88
  </details>
89
 
 
92
  | Type | Score |
93
  | --- | --- |
94
  | `TOKEN_ACC` | 99.90 |
95
+ | `TOKEN_P` | 99.71 |
96
+ | `TOKEN_R` | 99.53 |
97
+ | `TOKEN_F` | 99.62 |
98
+ | `POS_ACC` | 97.38 |
99
+ | `MORPH_ACC` | 95.96 |
100
+ | `MORPH_MICRO_P` | 97.70 |
101
+ | `MORPH_MICRO_R` | 96.82 |
102
+ | `MORPH_MICRO_F` | 97.26 |
103
+ | `SENTS_P` | 93.83 |
104
+ | `SENTS_R` | 93.36 |
105
+ | `SENTS_F` | 93.59 |
106
+ | `DEP_UAS` | 89.41 |
107
+ | `DEP_LAS` | 86.32 |
108
+ | `TAG_ACC` | 97.38 |
109
+ | `LEMMA_ACC` | 76.73 |
110
+ | `ENTS_P` | 82.19 |
111
+ | `ENTS_R` | 81.99 |
112
+ | `ENTS_F` | 82.09 |
accuracy.json CHANGED
@@ -1,68 +1,63 @@
1
  {
2
  "token_acc": 0.9990350152,
3
- "tag_acc": 0.9713020031,
4
- "pos_acc": 0.9725329219,
5
- "morph_acc": 0.9585353758,
6
- "lemma_acc": 0.7670927222,
7
- "dep_uas": 0.8928487837,
8
- "dep_las": 0.8629696667,
9
- "ents_p": 0.8454221165,
10
- "ents_r": 0.8399291199,
11
- "ents_f": 0.8426666667,
12
- "sents_p": 0.9275123558,
13
- "sents_r": 0.9328914664,
14
- "sents_f": 0.9301941347,
15
- "speed": 11023.0847447595,
16
  "morph_per_feat": {
17
  "Definite": {
18
- "p": 0.9795308188,
19
- "r": 0.9660882386,
20
- "f": 0.9727630903
21
  },
22
  "Gender": {
23
- "p": 0.9482346187,
24
- "r": 0.9399601631,
25
- "f": 0.9440792607
26
  },
27
  "Number": {
28
- "p": 0.9761269276,
29
- "r": 0.9646127921,
30
- "f": 0.970335704
31
  },
32
  "Mood": {
33
- "p": 0.9869149472,
34
- "r": 0.9807451863,
35
- "f": 0.9838203938
36
  },
37
  "Tense": {
38
- "p": 0.9878511769,
39
- "r": 0.9828758499,
40
- "f": 0.985357233
41
  },
42
  "VerbForm": {
43
- "p": 0.9754420432,
44
- "r": 0.9709908735,
45
- "f": 0.9732113688
46
  },
47
  "Degree": {
48
- "p": 0.9651844192,
49
- "r": 0.9618687736,
50
- "f": 0.963523744
51
  },
52
  "PronType": {
53
- "p": 0.9913363656,
54
- "r": 0.9872735116,
55
- "f": 0.9893007673
56
  },
57
  "Poss": {
58
- "p": 0.9803921569,
59
- "r": 0.9881422925,
60
- "f": 0.9842519685
61
  },
62
  "Case": {
63
- "p": 0.9944134078,
64
- "r": 0.9856035437,
65
- "f": 0.9899888765
66
  },
67
  "Reflex": {
68
  "p": 1.0,
@@ -70,19 +65,19 @@
70
  "f": 1.0
71
  },
72
  "NumType": {
73
- "p": 0.9977477477,
74
- "r": 0.9115226337,
75
- "f": 0.952688172
76
  },
77
  "Polarity": {
78
- "p": 0.9968454259,
79
  "r": 1.0,
80
- "f": 0.9984202212
81
  },
82
  "Person": {
83
- "p": 0.9919278253,
84
- "r": 0.9914570479,
85
- "f": 0.9916923807
86
  },
87
  "Animacy": {
88
  "p": 0.9982949702,
@@ -90,243 +85,259 @@
90
  "f": 0.9978696208
91
  },
92
  "Voice": {
93
- "p": 0.9481481481,
94
- "r": 0.9275362319,
95
- "f": 0.9377289377
96
  },
97
  "Abbr": {
98
- "p": 0.9856115108,
99
- "r": 0.85625,
100
- "f": 0.9163879599
101
  }
102
  },
 
 
 
 
 
103
  "dep_las_per_type": {
104
  "nmod": {
105
- "p": 0.791230893,
106
- "r": 0.805817288,
107
- "f": 0.7984574792
108
  },
109
  "nsubj": {
110
- "p": 0.8978125,
111
- "r": 0.884544335,
112
- "f": 0.8911290323
113
  },
114
  "flat:name": {
115
- "p": 0.8628659476,
116
- "r": 0.9032258065,
117
- "f": 0.8825847124
118
  },
119
  "root": {
120
- "p": 0.9039101498,
121
- "r": 0.9001657001,
122
- "f": 0.902034039
123
  },
124
  "advmod": {
125
- "p": 0.8374642517,
126
- "r": 0.8422818792,
127
- "f": 0.8398661568
128
  },
129
  "mark": {
130
- "p": 0.922863485,
131
- "r": 0.924916574,
132
- "f": 0.9238888889
133
  },
134
  "advcl": {
135
- "p": 0.7326203209,
136
- "r": 0.704974271,
137
- "f": 0.7185314685
138
  },
139
  "obj": {
140
- "p": 0.8860606061,
141
- "r": 0.9069478908,
142
- "f": 0.8963825874
143
  },
144
  "case": {
145
- "p": 0.9372894532,
146
- "r": 0.9322164948,
147
- "f": 0.9347460912
148
  },
149
  "det": {
150
- "p": 0.9690851735,
151
- "r": 0.9709228824,
152
- "f": 0.9700031576
153
  },
154
  "obl": {
155
- "p": 0.769015399,
156
- "r": 0.7457013575,
157
- "f": 0.757178957
158
  },
159
  "aux": {
160
- "p": 0.9434977578,
161
- "r": 0.9503161698,
162
- "f": 0.9468946895
163
  },
164
  "acl:relcl": {
165
- "p": 0.8167420814,
166
- "r": 0.8130630631,
167
- "f": 0.8148984199
168
  },
169
  "iobj": {
170
- "p": 0.8378378378,
171
- "r": 0.7045454545,
172
- "f": 0.7654320988
173
  },
174
  "xcomp": {
175
- "p": 0.7213483146,
176
- "r": 0.7278911565,
177
- "f": 0.7246049661
178
  },
179
  "cc": {
180
- "p": 0.9218870843,
181
- "r": 0.9183359014,
182
- "f": 0.9201080664
183
  },
184
  "conj": {
185
- "p": 0.7308238636,
186
- "r": 0.7461928934,
187
- "f": 0.7384284177
188
  },
189
  "amod": {
190
- "p": 0.9412844037,
191
- "r": 0.9310344828,
192
- "f": 0.9361313869
193
  },
194
  "nummod": {
195
- "p": 0.9471544715,
196
- "r": 0.9510204082,
197
- "f": 0.9490835031
198
  },
199
  "compound:prt": {
200
- "p": 0.8287937743,
201
- "r": 0.7661870504,
202
- "f": 0.7962616822
203
  },
204
  "cop": {
205
- "p": 0.8684834123,
206
- "r": 0.8726190476,
207
- "f": 0.8705463183
208
  },
209
  "appos": {
210
- "p": 0.3164556962,
211
- "r": 0.25,
212
- "f": 0.2793296089
213
  },
214
  "ccomp": {
215
- "p": 0.8071428571,
216
- "r": 0.8897637795,
217
- "f": 0.8464419476
 
 
 
 
 
218
  },
219
  "expl": {
220
- "p": 0.7417721519,
221
- "r": 0.7918918919,
222
- "f": 0.7660130719
223
  },
224
  "csubj": {
225
- "p": 0.7666666667,
226
- "r": 0.6715328467,
227
- "f": 0.7159533074
228
  },
229
  "nsubj:pass": {
230
- "p": 0.9166666667,
231
- "r": 0.8148148148,
232
- "f": 0.862745098
233
  },
234
  "aux:pass": {
235
- "p": 0.9304347826,
236
- "r": 0.8916666667,
237
- "f": 0.9106382979
238
- },
239
- "acl": {
240
- "p": 0.632,
241
- "r": 0.6370967742,
242
- "f": 0.6345381526
243
  },
244
  "acl:cleft": {
245
- "p": 0.4615384615,
246
- "r": 0.4444444444,
247
- "f": 0.4528301887
248
  },
249
  "orphan": {
250
  "p": 0.0,
251
  "r": 0.0,
252
  "f": 0.0
253
  },
 
 
 
 
 
254
  "dep": {
255
  "p": 0.0,
256
  "r": 0.0,
257
  "f": 0.0
258
  },
259
- "parataxis": {
260
- "p": 0.8310810811,
261
- "r": 0.6507936508,
262
- "f": 0.7299703264
263
- },
264
- "goeswith": {
265
  "p": 0.0,
266
  "r": 0.0,
267
  "f": 0.0
268
  },
269
  "compound": {
270
- "p": 0.8571428571,
271
- "r": 0.2553191489,
272
- "f": 0.393442623
273
  },
274
  "flat:foreign": {
275
- "p": 0.75,
276
- "r": 0.5806451613,
277
- "f": 0.6545454545
278
  },
279
  "discourse": {
280
- "p": 0.75,
281
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282
- "f": 0.5142857143
283
  },
284
  "csubj:pass": {
285
  "p": 0.0,
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  "r": 0.0,
287
  "f": 0.0
288
- },
289
- "neg": {
290
- "p": 0.0,
291
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292
- "f": 0.0
293
- },
294
- "dobj": {
295
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297
- "f": 0.0
298
- },
299
- "name": {
300
- "p": 0.0,
301
- "r": 0.0,
302
- "f": 0.0
303
  }
304
  },
 
 
 
 
 
305
  "ents_per_type": {
306
  "PER": {
307
- "p": 0.9149277689,
308
- "r": 0.931372549,
309
- "f": 0.9230769231
310
  },
311
- "MISC": {
312
- "p": 0.6880733945,
313
- "r": 0.6,
314
- "f": 0.641025641
315
  },
316
- "LOC": {
317
- "p": 0.8926553672,
318
- "r": 0.8586956522,
319
- "f": 0.8753462604
 
 
 
 
 
320
  },
321
  "ORG": {
322
- "p": 0.7926078029,
323
- "r": 0.8391304348,
324
- "f": 0.8152059134
325
  },
326
- "GPE_LOC": {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
327
  "p": 0.0,
328
  "r": 0.0,
329
  "f": 0.0
330
  }
331
- }
 
332
  }
 
1
  {
2
  "token_acc": 0.9990350152,
3
+ "token_p": 0.997080292,
4
+ "token_r": 0.9953256895,
5
+ "token_f": 0.9962022181,
6
+ "pos_acc": 0.9737748271,
7
+ "morph_acc": 0.9595977684,
8
+ "morph_micro_p": 0.9769668012,
9
+ "morph_micro_r": 0.9681933219,
10
+ "morph_micro_f": 0.9725602755,
 
 
 
 
 
11
  "morph_per_feat": {
12
  "Definite": {
13
+ "p": 0.9818495118,
14
+ "r": 0.9693773392,
15
+ "f": 0.9755735647
16
  },
17
  "Gender": {
18
+ "p": 0.9502582743,
19
+ "r": 0.9422365551,
20
+ "f": 0.9462304139
21
  },
22
  "Number": {
23
+ "p": 0.9771094155,
24
+ "r": 0.9663711627,
25
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26
  },
27
  "Mood": {
28
+ "p": 0.9871439375,
29
+ "r": 0.9792448112,
30
+ "f": 0.9831785087
31
  },
32
  "Tense": {
33
+ "p": 0.9875949367,
34
+ "r": 0.9823721984,
35
+ "f": 0.9849766444
36
  },
37
  "VerbForm": {
38
+ "p": 0.9757853403,
39
+ "r": 0.9719687093,
40
+ "f": 0.9738732854
41
  },
42
  "Degree": {
43
+ "p": 0.9693209238,
44
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45
+ "f": 0.9676531315
46
  },
47
  "PronType": {
48
+ "p": 0.992202729,
49
+ "r": 0.9881363244,
50
+ "f": 0.9901653518
51
  },
52
  "Poss": {
53
+ "p": 0.9881889764,
54
+ "r": 0.9920948617,
55
+ "f": 0.9901380671
56
  },
57
  "Case": {
58
+ "p": 0.9949608063,
59
+ "r": 0.9839424142,
60
+ "f": 0.9894209354
61
  },
62
  "Reflex": {
63
  "p": 1.0,
 
65
  "f": 1.0
66
  },
67
  "NumType": {
68
+ "p": 0.997752809,
69
+ "r": 0.9135802469,
70
+ "f": 0.9538131042
71
  },
72
  "Polarity": {
73
+ "p": 1.0,
74
  "r": 1.0,
75
+ "f": 1.0
76
  },
77
  "Person": {
78
+ "p": 0.9942829919,
79
+ "r": 0.990507831,
80
+ "f": 0.9923918212
81
  },
82
  "Animacy": {
83
  "p": 0.9982949702,
 
85
  "f": 0.9978696208
86
  },
87
  "Voice": {
88
+ "p": 0.928057554,
89
+ "r": 0.9347826087,
90
+ "f": 0.9314079422
91
  },
92
  "Abbr": {
93
+ "p": 0.9925925926,
94
+ "r": 0.8375,
95
+ "f": 0.9084745763
96
  }
97
  },
98
+ "sents_p": 0.9382561535,
99
+ "sents_r": 0.9335823993,
100
+ "sents_f": 0.9359134415,
101
+ "dep_uas": 0.8940746182,
102
+ "dep_las": 0.863198037,
103
  "dep_las_per_type": {
104
  "nmod": {
105
+ "p": 0.7887550201,
106
+ "r": 0.8059089044,
107
+ "f": 0.7972396996
108
  },
109
  "nsubj": {
110
+ "p": 0.8971410814,
111
+ "r": 0.8896764253,
112
+ "f": 0.8933931611
113
  },
114
  "flat:name": {
115
+ "p": 0.8869426752,
116
+ "r": 0.8969404187,
117
+ "f": 0.8919135308
118
  },
119
  "root": {
120
+ "p": 0.9125156969,
121
+ "r": 0.904939809,
122
+ "f": 0.9087119633
123
  },
124
  "advmod": {
125
+ "p": 0.8320610687,
126
+ "r": 0.8368522073,
127
+ "f": 0.8344497608
128
  },
129
  "mark": {
130
+ "p": 0.9230769231,
131
+ "r": 0.9276974416,
132
+ "f": 0.9253814147
133
  },
134
  "advcl": {
135
+ "p": 0.6876061121,
136
+ "r": 0.6946826758,
137
+ "f": 0.6911262799
138
  },
139
  "obj": {
140
+ "p": 0.8840315726,
141
+ "r": 0.9032258065,
142
+ "f": 0.8935256214
143
  },
144
  "case": {
145
+ "p": 0.9392838609,
146
+ "r": 0.9341935484,
147
+ "f": 0.9367317894
148
  },
149
  "det": {
150
+ "p": 0.9620972836,
151
+ "r": 0.9639240506,
152
+ "f": 0.9630098008
153
  },
154
  "obl": {
155
+ "p": 0.7743153919,
156
+ "r": 0.742081448,
157
+ "f": 0.7578558226
158
  },
159
  "aux": {
160
+ "p": 0.944593387,
161
+ "r": 0.956561086,
162
+ "f": 0.9505395683
163
  },
164
  "acl:relcl": {
165
+ "p": 0.8181818182,
166
+ "r": 0.8310810811,
167
+ "f": 0.8245810056
168
  },
169
  "iobj": {
170
+ "p": 0.7733333333,
171
+ "r": 0.6590909091,
172
+ "f": 0.7116564417
173
  },
174
  "xcomp": {
175
+ "p": 0.7207207207,
176
+ "r": 0.7256235828,
177
+ "f": 0.7231638418
178
  },
179
  "cc": {
180
+ "p": 0.9210526316,
181
+ "r": 0.9175019275,
182
+ "f": 0.9192738509
183
  },
184
  "conj": {
185
+ "p": 0.7171787709,
186
+ "r": 0.7458242556,
187
+ "f": 0.7312210751
188
  },
189
  "amod": {
190
+ "p": 0.9471094711,
191
+ "r": 0.9327680194,
192
+ "f": 0.9398840403
193
  },
194
  "nummod": {
195
+ "p": 0.8905660377,
196
+ "r": 0.9632653061,
197
+ "f": 0.9254901961
198
  },
199
  "compound:prt": {
200
+ "p": 0.8060836502,
201
+ "r": 0.7653429603,
202
+ "f": 0.7851851852
203
  },
204
  "cop": {
205
+ "p": 0.8583138173,
206
+ "r": 0.873659118,
207
+ "f": 0.8659184879
208
  },
209
  "appos": {
210
+ "p": 0.375,
211
+ "r": 0.21,
212
+ "f": 0.2692307692
213
  },
214
  "ccomp": {
215
+ "p": 0.8265682657,
216
+ "r": 0.8818897638,
217
+ "f": 0.8533333333
218
+ },
219
+ "acl": {
220
+ "p": 0.6834862385,
221
+ "r": 0.6008064516,
222
+ "f": 0.6394849785
223
  },
224
  "expl": {
225
+ "p": 0.7384615385,
226
+ "r": 0.7783783784,
227
+ "f": 0.7578947368
228
  },
229
  "csubj": {
230
+ "p": 0.7086614173,
231
+ "r": 0.6569343066,
232
+ "f": 0.6818181818
233
  },
234
  "nsubj:pass": {
235
+ "p": 0.87,
236
+ "r": 0.8055555556,
237
+ "f": 0.8365384615
238
  },
239
  "aux:pass": {
240
+ "p": 0.9406779661,
241
+ "r": 0.925,
242
+ "f": 0.9327731092
 
 
 
 
 
243
  },
244
  "acl:cleft": {
245
+ "p": 0.55,
246
+ "r": 0.4074074074,
247
+ "f": 0.4680851064
248
  },
249
  "orphan": {
250
  "p": 0.0,
251
  "r": 0.0,
252
  "f": 0.0
253
  },
254
+ "parataxis": {
255
+ "p": 0.843537415,
256
+ "r": 0.6595744681,
257
+ "f": 0.7402985075
258
+ },
259
  "dep": {
260
  "p": 0.0,
261
  "r": 0.0,
262
  "f": 0.0
263
  },
264
+ "reparandum": {
 
 
 
 
 
265
  "p": 0.0,
266
  "r": 0.0,
267
  "f": 0.0
268
  },
269
  "compound": {
270
+ "p": 0.9,
271
+ "r": 0.2195121951,
272
+ "f": 0.3529411765
273
  },
274
  "flat:foreign": {
275
+ "p": 0.7666666667,
276
+ "r": 0.7419354839,
277
+ "f": 0.7540983607
278
  },
279
  "discourse": {
280
+ "p": 0.7142857143,
281
+ "r": 0.2173913043,
282
+ "f": 0.3333333333
283
  },
284
  "csubj:pass": {
285
  "p": 0.0,
286
  "r": 0.0,
287
  "f": 0.0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
288
  }
289
  },
290
+ "tag_acc": 0.9737748271,
291
+ "lemma_acc": 0.7673406424,
292
+ "ents_p": 0.8218527316,
293
+ "ents_r": 0.8199052133,
294
+ "ents_f": 0.8208778173,
295
  "ents_per_type": {
296
  "PER": {
297
+ "p": 0.8969404187,
298
+ "r": 0.9116202946,
299
+ "f": 0.9042207792
300
  },
301
+ "PROD": {
302
+ "p": 0.6330935252,
303
+ "r": 0.5432098765,
304
+ "f": 0.584717608
305
  },
306
+ "GPE_LOC": {
307
+ "p": 0.8631178707,
308
+ "r": 0.8764478764,
309
+ "f": 0.8697318008
310
+ },
311
+ "DRV": {
312
+ "p": 0.7222222222,
313
+ "r": 0.6582278481,
314
+ "f": 0.6887417219
315
  },
316
  "ORG": {
317
+ "p": 0.8167053364,
318
+ "r": 0.8712871287,
319
+ "f": 0.8431137725
320
  },
321
+ "LOC": {
322
+ "p": 0.7263157895,
323
+ "r": 0.6330275229,
324
+ "f": 0.6764705882
325
+ },
326
+ "EVT": {
327
+ "p": 0.5,
328
+ "r": 0.4444444444,
329
+ "f": 0.4705882353
330
+ },
331
+ "GPE_ORG": {
332
+ "p": 0.6481481481,
333
+ "r": 0.6363636364,
334
+ "f": 0.6422018349
335
+ },
336
+ "MISC": {
337
  "p": 0.0,
338
  "r": 0.0,
339
  "f": 0.0
340
  }
341
+ },
342
+ "speed": 9935.8630230533
343
  }
attribute_ruler/patterns CHANGED
Binary files a/attribute_ruler/patterns and b/attribute_ruler/patterns differ
 
config.cfg CHANGED
@@ -1,10 +1,8 @@
1
  [paths]
2
- train = "corpus/nb-core-news/train.spacy"
3
- dev = "corpus/nb-core-news/dev.spacy"
4
- vectors = "corpus/nb_vectors"
5
- raw = null
6
  init_tok2vec = null
7
- vocab_data = null
8
 
9
  [system]
10
  gpu_allocator = null
@@ -24,6 +22,7 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
24
 
25
  [components.attribute_ruler]
26
  factory = "attribute_ruler"
 
27
  validate = false
28
 
29
  [components.lemmatizer]
@@ -31,9 +30,13 @@ factory = "lemmatizer"
31
  mode = "rule"
32
  model = null
33
  overwrite = false
 
34
 
35
  [components.morphologizer]
36
  factory = "morphologizer"
 
 
 
37
 
38
  [components.morphologizer.model]
39
  @architectures = "spacy.Tagger.v1"
@@ -48,6 +51,7 @@ upstream = "tok2vec"
48
  factory = "ner"
49
  incorrect_spans_key = null
50
  moves = null
 
51
  update_with_oracle_cut_size = 100
52
 
53
  [components.ner.model]
@@ -65,8 +69,8 @@ nO = null
65
  [components.ner.model.tok2vec.embed]
66
  @architectures = "spacy.MultiHashEmbed.v2"
67
  width = 96
68
- attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
69
- rows = [5000,2500,2500,2500]
70
  include_static_vectors = true
71
 
72
  [components.ner.model.tok2vec.encode]
@@ -81,6 +85,7 @@ factory = "parser"
81
  learn_tokens = false
82
  min_action_freq = 30
83
  moves = null
 
84
  update_with_oracle_cut_size = 100
85
 
86
  [components.parser.model]
@@ -99,6 +104,8 @@ upstream = "tok2vec"
99
 
100
  [components.senter]
101
  factory = "senter"
 
 
102
 
103
  [components.senter.model]
104
  @architectures = "spacy.Tagger.v1"
@@ -110,8 +117,8 @@ nO = null
110
  [components.senter.model.tok2vec.embed]
111
  @architectures = "spacy.MultiHashEmbed.v2"
112
  width = 16
113
- attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
114
- rows = [1000,500,500,500]
115
  include_static_vectors = true
116
 
117
  [components.senter.model.tok2vec.encode]
@@ -130,8 +137,8 @@ factory = "tok2vec"
130
  [components.tok2vec.model.embed]
131
  @architectures = "spacy.MultiHashEmbed.v2"
132
  width = ${components.tok2vec.model.encode:width}
133
- attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
134
- rows = [5000,2500,2500,2500]
135
  include_static_vectors = true
136
 
137
  [components.tok2vec.model.encode]
@@ -145,22 +152,19 @@ maxout_pieces = 3
145
 
146
  [corpora.dev]
147
  @readers = "spacy.Corpus.v1"
148
- limit = 0
149
- max_length = 0
150
- path = ${paths:dev}
151
  gold_preproc = false
 
 
152
  augmenter = null
153
 
154
  [corpora.train]
155
  @readers = "spacy.Corpus.v1"
156
- path = ${paths:train}
157
- max_length = 5000
158
  gold_preproc = false
 
159
  limit = 0
160
-
161
- [corpora.train.augmenter]
162
- @augmenters = "spacy.lower_case.v1"
163
- level = 0.1
164
 
165
  [training]
166
  train_corpus = "corpora.train"
@@ -191,9 +195,8 @@ compound = 1.001
191
  t = 0.0
192
 
193
  [training.logger]
194
- @loggers = "spacy.WandbLogger.v1"
195
- project_name = "spacy-v3.0.0a2"
196
- remove_config_values = []
197
 
198
  [training.optimizer]
199
  @optimizers = "Adam.v1"
@@ -216,16 +219,17 @@ dep_las_per_type = null
216
  sents_p = null
217
  sents_r = null
218
  sents_f = 0.02
219
- lemma_acc = 0.33
220
- ents_f = 0.33
221
  ents_p = 0.0
222
  ents_r = 0.0
223
  ents_per_type = null
 
224
 
225
  [pretraining]
226
 
227
  [initialize]
228
- vocab_data = ${paths.vocab_data}
229
  vectors = ${paths.vectors}
230
  init_tok2vec = ${paths.init_tok2vec}
231
  before_init = null
 
1
  [paths]
2
+ train = null
3
+ dev = null
4
+ vectors = null
 
5
  init_tok2vec = null
 
6
 
7
  [system]
8
  gpu_allocator = null
 
22
 
23
  [components.attribute_ruler]
24
  factory = "attribute_ruler"
25
+ scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
26
  validate = false
27
 
28
  [components.lemmatizer]
 
30
  mode = "rule"
31
  model = null
32
  overwrite = false
33
+ scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
34
 
35
  [components.morphologizer]
36
  factory = "morphologizer"
37
+ extend = false
38
+ overwrite = true
39
+ scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
40
 
41
  [components.morphologizer.model]
42
  @architectures = "spacy.Tagger.v1"
 
51
  factory = "ner"
52
  incorrect_spans_key = null
53
  moves = null
54
+ scorer = {"@scorers":"spacy.ner_scorer.v1"}
55
  update_with_oracle_cut_size = 100
56
 
57
  [components.ner.model]
 
69
  [components.ner.model.tok2vec.embed]
70
  @architectures = "spacy.MultiHashEmbed.v2"
71
  width = 96
72
+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
73
+ rows = [5000,2500,2500,2500,100]
74
  include_static_vectors = true
75
 
76
  [components.ner.model.tok2vec.encode]
 
85
  learn_tokens = false
86
  min_action_freq = 30
87
  moves = null
88
+ scorer = {"@scorers":"spacy.parser_scorer.v1"}
89
  update_with_oracle_cut_size = 100
90
 
91
  [components.parser.model]
 
104
 
105
  [components.senter]
106
  factory = "senter"
107
+ overwrite = false
108
+ scorer = {"@scorers":"spacy.senter_scorer.v1"}
109
 
110
  [components.senter.model]
111
  @architectures = "spacy.Tagger.v1"
 
117
  [components.senter.model.tok2vec.embed]
118
  @architectures = "spacy.MultiHashEmbed.v2"
119
  width = 16
120
+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
121
+ rows = [1000,500,500,500,50]
122
  include_static_vectors = true
123
 
124
  [components.senter.model.tok2vec.encode]
 
137
  [components.tok2vec.model.embed]
138
  @architectures = "spacy.MultiHashEmbed.v2"
139
  width = ${components.tok2vec.model.encode:width}
140
+ attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
141
+ rows = [5000,2500,2500,2500,100]
142
  include_static_vectors = true
143
 
144
  [components.tok2vec.model.encode]
 
152
 
153
  [corpora.dev]
154
  @readers = "spacy.Corpus.v1"
155
+ path = ${paths.dev}
 
 
156
  gold_preproc = false
157
+ max_length = 0
158
+ limit = 0
159
  augmenter = null
160
 
161
  [corpora.train]
162
  @readers = "spacy.Corpus.v1"
163
+ path = ${paths.train}
 
164
  gold_preproc = false
165
+ max_length = 0
166
  limit = 0
167
+ augmenter = null
 
 
 
168
 
169
  [training]
170
  train_corpus = "corpora.train"
 
195
  t = 0.0
196
 
197
  [training.logger]
198
+ @loggers = "spacy.ConsoleLogger.v1"
199
+ progress_bar = false
 
200
 
201
  [training.optimizer]
202
  @optimizers = "Adam.v1"
 
219
  sents_p = null
220
  sents_r = null
221
  sents_f = 0.02
222
+ lemma_acc = 0.5
223
+ ents_f = 0.16
224
  ents_p = 0.0
225
  ents_r = 0.0
226
  ents_per_type = null
227
+ speed = 0.0
228
 
229
  [pretraining]
230
 
231
  [initialize]
232
+ vocab_data = null
233
  vectors = ${paths.vectors}
234
  init_tok2vec = ${paths.init_tok2vec}
235
  before_init = null
meta.json CHANGED
@@ -1,14 +1,14 @@
1
  {
2
  "lang":"nb",
3
  "name":"core_news_md",
4
- "version":"3.1.0",
5
  "description":"Norwegian (Bokm\u00e5l) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
6
  "author":"Explosion",
7
  "email":"contact@explosion.ai",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
- "spacy_version":">=3.1.0,<3.2.0",
11
- "spacy_git_version":"caba63b74",
12
  "vectors":{
13
  "width":300,
14
  "vectors":20000,
@@ -185,6 +185,7 @@
185
  "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
186
  "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg",
187
  "Number=Plur|POS=NOUN",
 
188
  "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
189
  "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part",
190
  "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
@@ -194,7 +195,6 @@
194
  "Abbr=Yes|POS=ADJ",
195
  "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
196
  "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN",
197
- "POS=PRON|PronType=Prs",
198
  "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
199
  "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp",
200
  "Definite=Ind|Degree=Pos|POS=ADJ",
@@ -273,10 +273,15 @@
273
 
274
  ],
275
  "ner":[
 
 
 
 
276
  "LOC",
277
  "MISC",
278
  "ORG",
279
- "PER"
 
280
  ]
281
  },
282
  "pipeline":[
@@ -301,69 +306,64 @@
301
  ],
302
  "performance":{
303
  "token_acc":0.9990350152,
304
- "tag_acc":0.9713020031,
305
- "pos_acc":0.9725329219,
306
- "morph_acc":0.9585353758,
307
- "lemma_acc":0.7670927222,
308
- "dep_uas":0.8928487837,
309
- "dep_las":0.8629696667,
310
- "ents_p":0.8454221165,
311
- "ents_r":0.8399291199,
312
- "ents_f":0.8426666667,
313
- "sents_p":0.9275123558,
314
- "sents_r":0.9328914664,
315
- "sents_f":0.9301941347,
316
- "speed":11023.0847447595,
317
  "morph_per_feat":{
318
  "Definite":{
319
- "p":0.9795308188,
320
- "r":0.9660882386,
321
- "f":0.9727630903
322
  },
323
  "Gender":{
324
- "p":0.9482346187,
325
- "r":0.9399601631,
326
- "f":0.9440792607
327
  },
328
  "Number":{
329
- "p":0.9761269276,
330
- "r":0.9646127921,
331
- "f":0.970335704
332
  },
333
  "Mood":{
334
- "p":0.9869149472,
335
- "r":0.9807451863,
336
- "f":0.9838203938
337
  },
338
  "Tense":{
339
- "p":0.9878511769,
340
- "r":0.9828758499,
341
- "f":0.985357233
342
  },
343
  "VerbForm":{
344
- "p":0.9754420432,
345
- "r":0.9709908735,
346
- "f":0.9732113688
347
  },
348
  "Degree":{
349
- "p":0.9651844192,
350
- "r":0.9618687736,
351
- "f":0.963523744
352
  },
353
  "PronType":{
354
- "p":0.9913363656,
355
- "r":0.9872735116,
356
- "f":0.9893007673
357
  },
358
  "Poss":{
359
- "p":0.9803921569,
360
- "r":0.9881422925,
361
- "f":0.9842519685
362
  },
363
  "Case":{
364
- "p":0.9944134078,
365
- "r":0.9856035437,
366
- "f":0.9899888765
367
  },
368
  "Reflex":{
369
  "p":1.0,
@@ -371,19 +371,19 @@
371
  "f":1.0
372
  },
373
  "NumType":{
374
- "p":0.9977477477,
375
- "r":0.9115226337,
376
- "f":0.952688172
377
  },
378
  "Polarity":{
379
- "p":0.9968454259,
380
  "r":1.0,
381
- "f":0.9984202212
382
  },
383
  "Person":{
384
- "p":0.9919278253,
385
- "r":0.9914570479,
386
- "f":0.9916923807
387
  },
388
  "Animacy":{
389
  "p":0.9982949702,
@@ -391,255 +391,271 @@
391
  "f":0.9978696208
392
  },
393
  "Voice":{
394
- "p":0.9481481481,
395
- "r":0.9275362319,
396
- "f":0.9377289377
397
  },
398
  "Abbr":{
399
- "p":0.9856115108,
400
- "r":0.85625,
401
- "f":0.9163879599
402
  }
403
  },
 
 
 
 
 
404
  "dep_las_per_type":{
405
  "nmod":{
406
- "p":0.791230893,
407
- "r":0.805817288,
408
- "f":0.7984574792
409
  },
410
  "nsubj":{
411
- "p":0.8978125,
412
- "r":0.884544335,
413
- "f":0.8911290323
414
  },
415
  "flat:name":{
416
- "p":0.8628659476,
417
- "r":0.9032258065,
418
- "f":0.8825847124
419
  },
420
  "root":{
421
- "p":0.9039101498,
422
- "r":0.9001657001,
423
- "f":0.902034039
424
  },
425
  "advmod":{
426
- "p":0.8374642517,
427
- "r":0.8422818792,
428
- "f":0.8398661568
429
  },
430
  "mark":{
431
- "p":0.922863485,
432
- "r":0.924916574,
433
- "f":0.9238888889
434
  },
435
  "advcl":{
436
- "p":0.7326203209,
437
- "r":0.704974271,
438
- "f":0.7185314685
439
  },
440
  "obj":{
441
- "p":0.8860606061,
442
- "r":0.9069478908,
443
- "f":0.8963825874
444
  },
445
  "case":{
446
- "p":0.9372894532,
447
- "r":0.9322164948,
448
- "f":0.9347460912
449
  },
450
  "det":{
451
- "p":0.9690851735,
452
- "r":0.9709228824,
453
- "f":0.9700031576
454
  },
455
  "obl":{
456
- "p":0.769015399,
457
- "r":0.7457013575,
458
- "f":0.757178957
459
  },
460
  "aux":{
461
- "p":0.9434977578,
462
- "r":0.9503161698,
463
- "f":0.9468946895
464
  },
465
  "acl:relcl":{
466
- "p":0.8167420814,
467
- "r":0.8130630631,
468
- "f":0.8148984199
469
  },
470
  "iobj":{
471
- "p":0.8378378378,
472
- "r":0.7045454545,
473
- "f":0.7654320988
474
  },
475
  "xcomp":{
476
- "p":0.7213483146,
477
- "r":0.7278911565,
478
- "f":0.7246049661
479
  },
480
  "cc":{
481
- "p":0.9218870843,
482
- "r":0.9183359014,
483
- "f":0.9201080664
484
  },
485
  "conj":{
486
- "p":0.7308238636,
487
- "r":0.7461928934,
488
- "f":0.7384284177
489
  },
490
  "amod":{
491
- "p":0.9412844037,
492
- "r":0.9310344828,
493
- "f":0.9361313869
494
  },
495
  "nummod":{
496
- "p":0.9471544715,
497
- "r":0.9510204082,
498
- "f":0.9490835031
499
  },
500
  "compound:prt":{
501
- "p":0.8287937743,
502
- "r":0.7661870504,
503
- "f":0.7962616822
504
  },
505
  "cop":{
506
- "p":0.8684834123,
507
- "r":0.8726190476,
508
- "f":0.8705463183
509
  },
510
  "appos":{
511
- "p":0.3164556962,
512
- "r":0.25,
513
- "f":0.2793296089
514
  },
515
  "ccomp":{
516
- "p":0.8071428571,
517
- "r":0.8897637795,
518
- "f":0.8464419476
 
 
 
 
 
519
  },
520
  "expl":{
521
- "p":0.7417721519,
522
- "r":0.7918918919,
523
- "f":0.7660130719
524
  },
525
  "csubj":{
526
- "p":0.7666666667,
527
- "r":0.6715328467,
528
- "f":0.7159533074
529
  },
530
  "nsubj:pass":{
531
- "p":0.9166666667,
532
- "r":0.8148148148,
533
- "f":0.862745098
534
  },
535
  "aux:pass":{
536
- "p":0.9304347826,
537
- "r":0.8916666667,
538
- "f":0.9106382979
539
- },
540
- "acl":{
541
- "p":0.632,
542
- "r":0.6370967742,
543
- "f":0.6345381526
544
  },
545
  "acl:cleft":{
546
- "p":0.4615384615,
547
- "r":0.4444444444,
548
- "f":0.4528301887
549
  },
550
  "orphan":{
551
  "p":0.0,
552
  "r":0.0,
553
  "f":0.0
554
  },
 
 
 
 
 
555
  "dep":{
556
  "p":0.0,
557
  "r":0.0,
558
  "f":0.0
559
  },
560
- "parataxis":{
561
- "p":0.8310810811,
562
- "r":0.6507936508,
563
- "f":0.7299703264
564
- },
565
- "goeswith":{
566
  "p":0.0,
567
  "r":0.0,
568
  "f":0.0
569
  },
570
  "compound":{
571
- "p":0.8571428571,
572
- "r":0.2553191489,
573
- "f":0.393442623
574
  },
575
  "flat:foreign":{
576
- "p":0.75,
577
- "r":0.5806451613,
578
- "f":0.6545454545
579
  },
580
  "discourse":{
581
- "p":0.75,
582
- "r":0.3913043478,
583
- "f":0.5142857143
584
  },
585
  "csubj:pass":{
586
  "p":0.0,
587
  "r":0.0,
588
  "f":0.0
589
- },
590
- "neg":{
591
- "p":0.0,
592
- "r":0.0,
593
- "f":0.0
594
- },
595
- "dobj":{
596
- "p":0.0,
597
- "r":0.0,
598
- "f":0.0
599
- },
600
- "name":{
601
- "p":0.0,
602
- "r":0.0,
603
- "f":0.0
604
  }
605
  },
 
 
 
 
 
606
  "ents_per_type":{
607
  "PER":{
608
- "p":0.9149277689,
609
- "r":0.931372549,
610
- "f":0.9230769231
611
  },
612
- "MISC":{
613
- "p":0.6880733945,
614
- "r":0.6,
615
- "f":0.641025641
616
  },
617
- "LOC":{
618
- "p":0.8926553672,
619
- "r":0.8586956522,
620
- "f":0.8753462604
 
 
 
 
 
621
  },
622
  "ORG":{
623
- "p":0.7926078029,
624
- "r":0.8391304348,
625
- "f":0.8152059134
626
  },
627
- "GPE_LOC":{
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
628
  "p":0.0,
629
  "r":0.0,
630
  "f":0.0
631
  }
632
- }
 
633
  },
634
  "sources":[
635
  {
636
- "name":"UD Norwegian Bokmaal (from NorNE)",
637
  "url":"https://github.com/UniversalDependencies/UD_Norwegian-Bokmaal",
638
  "license":"Public Domain (CC0)",
639
  "author":"\u00d8vrelid, Lilja; J\u00f8rgensen, Fredrik; Hohle, Petter"
640
  },
641
  {
642
- "name":"NorNE: Norwegian Named Entities (commit: 5e4059dc)",
643
  "url":"https://github.com/ltgoslo/norne",
644
  "license":"Public Domain (CC0)",
645
  "author":"Language Technology Group (University of Oslo)"
 
1
  {
2
  "lang":"nb",
3
  "name":"core_news_md",
4
+ "version":"3.2.0",
5
  "description":"Norwegian (Bokm\u00e5l) pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.",
6
  "author":"Explosion",
7
  "email":"contact@explosion.ai",
8
  "url":"https://explosion.ai",
9
  "license":"MIT",
10
+ "spacy_version":">=3.2.0,<3.3.0",
11
+ "spacy_git_version":"bb26550e2",
12
  "vectors":{
13
  "width":300,
14
  "vectors":20000,
 
185
  "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
186
  "Gender=Neut|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg",
187
  "Number=Plur|POS=NOUN",
188
+ "POS=PRON|PronType=Prs",
189
  "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
190
  "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part",
191
  "Case=Gen|Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
 
195
  "Abbr=Yes|POS=ADJ",
196
  "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
197
  "Abbr=Yes|Definite=Def,Ind|Gender=Masc|Number=Sing|POS=NOUN",
 
198
  "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
199
  "Number=Plur|POS=PRON|Poss=Yes|PronType=Rcp",
200
  "Definite=Ind|Degree=Pos|POS=ADJ",
 
273
 
274
  ],
275
  "ner":[
276
+ "DRV",
277
+ "EVT",
278
+ "GPE_LOC",
279
+ "GPE_ORG",
280
  "LOC",
281
  "MISC",
282
  "ORG",
283
+ "PER",
284
+ "PROD"
285
  ]
286
  },
287
  "pipeline":[
 
306
  ],
307
  "performance":{
308
  "token_acc":0.9990350152,
309
+ "token_p":0.997080292,
310
+ "token_r":0.9953256895,
311
+ "token_f":0.9962022181,
312
+ "pos_acc":0.9737748271,
313
+ "morph_acc":0.9595977684,
314
+ "morph_micro_p":0.9769668012,
315
+ "morph_micro_r":0.9681933219,
316
+ "morph_micro_f":0.9725602755,
 
 
 
 
 
317
  "morph_per_feat":{
318
  "Definite":{
319
+ "p":0.9818495118,
320
+ "r":0.9693773392,
321
+ "f":0.9755735647
322
  },
323
  "Gender":{
324
+ "p":0.9502582743,
325
+ "r":0.9422365551,
326
+ "f":0.9462304139
327
  },
328
  "Number":{
329
+ "p":0.9771094155,
330
+ "r":0.9663711627,
331
+ "f":0.9717106233
332
  },
333
  "Mood":{
334
+ "p":0.9871439375,
335
+ "r":0.9792448112,
336
+ "f":0.9831785087
337
  },
338
  "Tense":{
339
+ "p":0.9875949367,
340
+ "r":0.9823721984,
341
+ "f":0.9849766444
342
  },
343
  "VerbForm":{
344
+ "p":0.9757853403,
345
+ "r":0.9719687093,
346
+ "f":0.9738732854
347
  },
348
  "Degree":{
349
+ "p":0.9693209238,
350
+ "r":0.9659910684,
351
+ "f":0.9676531315
352
  },
353
  "PronType":{
354
+ "p":0.992202729,
355
+ "r":0.9881363244,
356
+ "f":0.9901653518
357
  },
358
  "Poss":{
359
+ "p":0.9881889764,
360
+ "r":0.9920948617,
361
+ "f":0.9901380671
362
  },
363
  "Case":{
364
+ "p":0.9949608063,
365
+ "r":0.9839424142,
366
+ "f":0.9894209354
367
  },
368
  "Reflex":{
369
  "p":1.0,
 
371
  "f":1.0
372
  },
373
  "NumType":{
374
+ "p":0.997752809,
375
+ "r":0.9135802469,
376
+ "f":0.9538131042
377
  },
378
  "Polarity":{
379
+ "p":1.0,
380
  "r":1.0,
381
+ "f":1.0
382
  },
383
  "Person":{
384
+ "p":0.9942829919,
385
+ "r":0.990507831,
386
+ "f":0.9923918212
387
  },
388
  "Animacy":{
389
  "p":0.9982949702,
 
391
  "f":0.9978696208
392
  },
393
  "Voice":{
394
+ "p":0.928057554,
395
+ "r":0.9347826087,
396
+ "f":0.9314079422
397
  },
398
  "Abbr":{
399
+ "p":0.9925925926,
400
+ "r":0.8375,
401
+ "f":0.9084745763
402
  }
403
  },
404
+ "sents_p":0.9382561535,
405
+ "sents_r":0.9335823993,
406
+ "sents_f":0.9359134415,
407
+ "dep_uas":0.8940746182,
408
+ "dep_las":0.863198037,
409
  "dep_las_per_type":{
410
  "nmod":{
411
+ "p":0.7887550201,
412
+ "r":0.8059089044,
413
+ "f":0.7972396996
414
  },
415
  "nsubj":{
416
+ "p":0.8971410814,
417
+ "r":0.8896764253,
418
+ "f":0.8933931611
419
  },
420
  "flat:name":{
421
+ "p":0.8869426752,
422
+ "r":0.8969404187,
423
+ "f":0.8919135308
424
  },
425
  "root":{
426
+ "p":0.9125156969,
427
+ "r":0.904939809,
428
+ "f":0.9087119633
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