Update spaCy pipeline

LICENSES_SOURCES

@@ -70,99 +70,3 @@ 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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README.md

@@ -14,61 +14,76 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.7558282209
+      value: 0.7655003069
     - name: NER Recall
       type: recall
-      value: 0.7298578199
+      value: 0.7387440758
     - name: NER F Score
       type: f_score
-      value: 0.7426160338
+      value: 0.7518842327
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9671340808
   - task:
       name: POS
       type: token-classification
     metrics:
-    - name: POS Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.9669012824
+      value: 0.9671340808
   - task:
-      name: SENTER
+      name: MORPH
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.9195876289
-    - name: SENTER Recall
-      type: recall
-      value: 0.9256953093
-    - name: SENTER F Score
-      type: f_score
-      value: 0.9226313612
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9532993525
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8811000859
+      value: 0.9686243182
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8826525829
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8811000859
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.84903125
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9264766625
 ---
 ### Details: https://spacy.io/models/nb#nb_core_news_sm
 
-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_sm` |
-| **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** | 0 keys, 0 unique vectors (0 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) |
+| **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)) |
 | **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` | 96.69 |
-| `MORPH_ACC` | 95.13 |
-| `MORPH_MICRO_P` | 96.91 |
-| `MORPH_MICRO_R` | 96.02 |
-| `MORPH_MICRO_F` | 96.46 |
-| `SENTS_P` | 91.96 |
-| `SENTS_R` | 92.57 |
-| `SENTS_F` | 92.26 |
-| `DEP_UAS` | 88.11 |
-| `DEP_LAS` | 84.66 |
-| `TAG_ACC` | 96.69 |
-| `LEMMA_ACC` | 76.46 |
-| `ENTS_P` | 75.58 |
-| `ENTS_R` | 72.99 |
-| `ENTS_F` | 74.26 |
+| `POS_ACC` | 96.71 |
+| `MORPH_ACC` | 95.33 |
+| `MORPH_MICRO_P` | 97.02 |
+| `MORPH_MICRO_R` | 96.19 |
+| `MORPH_MICRO_F` | 96.60 |
+| `SENTS_P` | 92.19 |
+| `SENTS_R` | 93.11 |
+| `SENTS_F` | 92.65 |
+| `DEP_UAS` | 88.27 |
+| `DEP_LAS` | 84.90 |
+| `LEMMA_ACC` | 96.86 |
+| `TAG_ACC` | 96.71 |
+| `ENTS_P` | 76.55 |
+| `ENTS_R` | 73.87 |
+| `ENTS_F` | 75.19 |

accuracy.json

@@ -3,61 +3,61 @@
   "token_p": 0.997080292,
   "token_r": 0.9953256895,
   "token_f": 0.9962022181,
-  "pos_acc": 0.9669012824,
-  "morph_acc": 0.9513313956,
-  "morph_micro_p": 0.9690522881,
-  "morph_micro_r": 0.9601600131,
-  "morph_micro_f": 0.9645856571,
+  "pos_acc": 0.9671340808,
+  "morph_acc": 0.9532993525,
+  "morph_micro_p": 0.9702239789,
+  "morph_micro_r": 0.9619070945,
+  "morph_micro_f": 0.9660476366,
   "morph_per_feat": {
     "Definite": {
-      "p": 0.974483316,
-      "r": 0.9572416922,
-      "f": 0.965785559
+      "p": 0.974126035,
+      "r": 0.9607576273,
+      "f": 0.9673956489
     },
     "Gender": {
-      "p": 0.9391296012,
-      "r": 0.9292421512,
-      "f": 0.9341597139
+      "p": 0.9403884796,
+      "r": 0.9321824908,
+      "f": 0.936267505
     },
     "Number": {
-      "p": 0.9700883248,
-      "r": 0.9575793098,
-      "f": 0.9637932306
+      "p": 0.9702808864,
+      "r": 0.9591911495,
+      "f": 0.9647041486
     },
     "Mood": {
-      "p": 0.9777444361,
-      "r": 0.9777444361,
-      "f": 0.9777444361
+      "p": 0.9797348011,
+      "r": 0.9792448112,
+      "f": 0.9794897449
     },
     "Tense": {
-      "p": 0.9778894472,
-      "r": 0.9801057668,
-      "f": 0.9789963527
+      "p": 0.9803674805,
+      "r": 0.980861244,
+      "f": 0.9806143001
     },
     "VerbForm": {
-      "p": 0.9646924829,
-      "r": 0.9662646675,
-      "f": 0.9654779352
+      "p": 0.9705207992,
+      "r": 0.9657757497,
+      "f": 0.9681424604
     },
     "Degree": {
-      "p": 0.9648695652,
-      "r": 0.952937135,
-      "f": 0.9588662288
+      "p": 0.9571675302,
+      "r": 0.9519065613,
+      "f": 0.9545297968
     },
     "PronType": {
-      "p": 0.9874377301,
-      "r": 0.9833908542,
-      "f": 0.9854101373
+      "p": 0.9897937025,
+      "r": 0.983175151,
+      "f": 0.9864733254
     },
     "Poss": {
-      "p": 0.9881889764,
+      "p": 0.9920948617,
       "r": 0.9920948617,
-      "f": 0.9901380671
+      "f": 0.9920948617
     },
     "Case": {
-      "p": 0.9910313901,
-      "r": 0.9789590255,
-      "f": 0.9849582173
+      "p": 0.9949776786,
+      "r": 0.9872646733,
+      "f": 0.9911061701
     },
     "Reflex": {
       "p": 1.0,
@@ -65,9 +65,9 @@
       "f": 1.0
     },
     "NumType": {
-      "p": 0.9932735426,
+      "p": 0.995505618,
       "r": 0.9115226337,
-      "f": 0.9506437768
+      "f": 0.9516648765
     },
     "Polarity": {
       "p": 1.0,
@@ -75,9 +75,9 @@
       "f": 1.0
     },
     "Person": {
-      "p": 0.9862624349,
-      "r": 0.9881347888,
-      "f": 0.987197724
+      "p": 0.9895536562,
+      "r": 0.9890840057,
+      "f": 0.9893187752
     },
     "Animacy": {
       "p": 0.9982949702,
@@ -85,201 +85,201 @@
       "f": 0.9978696208
     },
     "Voice": {
-      "p": 0.9270072993,
-      "r": 0.9202898551,
-      "f": 0.9236363636
+      "p": 0.9424460432,
+      "r": 0.9492753623,
+      "f": 0.9458483755
     },
     "Abbr": {
-      "p": 0.9779411765,
+      "p": 0.9708029197,
       "r": 0.83125,
-      "f": 0.8986486486
+      "f": 0.8956228956
     }
   },
-  "sents_p": 0.9195876289,
-  "sents_r": 0.9256953093,
-  "sents_f": 0.9226313612,
-  "dep_uas": 0.8811000859,
-  "dep_las": 0.8465577049,
+  "sents_p": 0.9219071106,
+  "sents_r": 0.9310917393,
+  "sents_f": 0.9264766625,
+  "dep_uas": 0.8826525829,
+  "dep_las": 0.84903125,
   "dep_las_per_type": {
     "nmod": {
-      "p": 0.761223679,
-      "r": 0.7862125564,
-      "f": 0.7735163504
+      "p": 0.7744391026,
+      "r": 0.7931883463,
+      "f": 0.7837016015
     },
     "nsubj": {
-      "p": 0.8873548792,
-      "r": 0.8714946071,
-      "f": 0.8793532338
+      "p": 0.8860443334,
+      "r": 0.8745762712,
+      "f": 0.8802729529
     },
     "flat:name": {
-      "p": 0.8398133748,
-      "r": 0.8695652174,
-      "f": 0.8544303797
+      "p": 0.8867313916,
+      "r": 0.8824476651,
+      "f": 0.8845843422
     },
     "root": {
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-      "r": 0.8945620589,
-      "f": 0.8971690258
+      "p": 0.8939267887,
+      "r": 0.8920713989,
+      "f": 0.8929981301
     },
     "advmod": {
-      "p": 0.8136080498,
-      "r": 0.8147792706,
-      "f": 0.814193239
+      "p": 0.8216682646,
+      "r": 0.8224568138,
+      "f": 0.8220623501
     },
     "mark": {
-      "p": 0.9204229271,
-      "r": 0.9199110122,
-      "f": 0.9201668985
+      "p": 0.9113573407,
+      "r": 0.9149054505,
+      "f": 0.9131279489
     },
     "advcl": {
-      "p": 0.6805054152,
-      "r": 0.6466552316,
-      "f": 0.6631486368
+      "p": 0.6785079929,
+      "r": 0.6552315609,
+      "f": 0.6666666667
     },
     "obj": {
-      "p": 0.8563669282,
-      "r": 0.8802729529,
-      "f": 0.8681553992
+      "p": 0.8656898657,
+      "r": 0.8796526055,
+      "f": 0.8726153846
     },
     "case": {
-      "p": 0.9347657261,
-      "r": 0.9318709677,
-      "f": 0.9333161024
+      "p": 0.9318299637,
+      "r": 0.9277419355,
+      "f": 0.9297814561
     },
     "det": {
-      "p": 0.9540302267,
+      "p": 0.9564393939,
       "r": 0.9588607595,
-      "f": 0.9564393939
+      "f": 0.9576485461
     },
     "obl": {
-      "p": 0.75345732,
-      "r": 0.7149321267,
-      "f": 0.7336893429
+      "p": 0.7561669829,
+      "r": 0.7212669683,
+      "f": 0.7383047707
     },
     "aux": {
-      "p": 0.9283154122,
-      "r": 0.9375565611,
-      "f": 0.9329131022
+      "p": 0.9432234432,
+      "r": 0.9321266968,
+      "f": 0.9376422394
     },
     "acl:relcl": {
-      "p": 0.7810383747,
-      "r": 0.7792792793,
-      "f": 0.7801578354
+      "p": 0.7780269058,
+      "r": 0.7815315315,
+      "f": 0.7797752809
     },
     "iobj": {
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-      "r": 0.6363636364,
-      "f": 0.6913580247
+      "p": 0.8024691358,
+      "r": 0.7386363636,
+      "f": 0.7692307692
     },
     "xcomp": {
-      "p": 0.6595744681,
-      "r": 0.7029478458,
-      "f": 0.6805708013
+      "p": 0.6777041943,
+      "r": 0.6961451247,
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     },
     "cc": {
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-      "r": 0.901310717,
-      "f": 0.9037495168
+      "p": 0.9162790698,
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     },
     "conj": {
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-      "r": 0.7204066812,
-      "f": 0.7106017192
+      "p": 0.6964410328,
+      "r": 0.7247639797,
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     },
     "amod": {
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       "r": 0.920654149,
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     "nummod": {
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-      "r": 0.9673469388,
-      "f": 0.9423459245
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     },
     "compound:prt": {
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-      "r": 0.7870036101,
-      "f": 0.7898550725
+      "p": 0.803030303,
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     },
     "cop": {
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-      "r": 0.8748510131,
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     },
     "appos": {
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       "r": 0.19,
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     },
     "ccomp": {
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-      "r": 0.8582677165,
-      "f": 0.818011257
-    },
-    "acl": {
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-      "r": 0.5766129032,
-      "f": 0.6085106383
+      "p": 0.7955390335,
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     },
     "expl": {
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+      "f": 0.7379400261
+    },
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+      "f": 0.6346555324
     },
     "csubj": {
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-      "r": 0.6642335766,
-      "f": 0.7137254902
+      "p": 0.7230769231,
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+      "f": 0.7041198502
     },
     "nsubj:pass": {
-      "p": 0.8434343434,
-      "r": 0.7731481481,
-      "f": 0.806763285
+      "p": 0.862244898,
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+      "f": 0.8203883495
     },
     "aux:pass": {
-      "p": 0.9130434783,
-      "r": 0.875,
-      "f": 0.8936170213
+      "p": 0.9464285714,
+      "r": 0.8833333333,
+      "f": 0.9137931034
+    },
+    "parataxis": {
+      "p": 0.8255033557,
+      "r": 0.6542553191,
+      "f": 0.7299703264
     },
     "acl:cleft": {
-      "p": 0.3636363636,
-      "r": 0.2962962963,
-      "f": 0.3265306122
+      "p": 0.4333333333,
+      "r": 0.4814814815,
+      "f": 0.4561403509
     },
     "orphan": {
-      "p": 0.0,
-      "r": 0.0,
-      "f": 0.0
+      "p": 0.1428571429,
+      "r": 0.0384615385,
+      "f": 0.0606060606
     },
     "dep": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "parataxis": {
-      "p": 0.8066666667,
-      "r": 0.6436170213,
-      "f": 0.7159763314
-    },
     "reparandum": {
       "p": 0.0,
       "r": 0.0,
       "f": 0.0
     },
-    "compound": {
-      "p": 0.7692307692,
-      "r": 0.243902439,
-      "f": 0.3703703704
-    },
     "flat:foreign": {
-      "p": 0.5333333333,
-      "r": 0.2580645161,
-      "f": 0.347826087
+      "p": 0.2,
+      "r": 0.1612903226,
+      "f": 0.1785714286
+    },
+    "compound": {
+      "p": 0.9285714286,
+      "r": 0.3170731707,
+      "f": 0.4727272727
     },
     "discourse": {
-      "p": 0.6666666667,
-      "r": 0.2608695652,
-      "f": 0.375
+      "p": 0.7272727273,
+      "r": 0.347826087,
+      "f": 0.4705882353
     },
     "csubj:pass": {
       "p": 0.0,
@@ -287,52 +287,52 @@
       "f": 0.0
     }
   },
-  "tag_acc": 0.9669012824,
-  "lemma_acc": 0.7645584265,
-  "ents_p": 0.7558282209,
-  "ents_r": 0.7298578199,
-  "ents_f": 0.7426160338,
+  "lemma_acc": 0.9686243182,
+  "tag_acc": 0.9671340808,
+  "ents_p": 0.7655003069,
+  "ents_r": 0.7387440758,
+  "ents_f": 0.7518842327,
   "ents_per_type": {
     "PER": {
-      "p": 0.8167202572,
-      "r": 0.8314238953,
-      "f": 0.8240064882
+      "p": 0.8068739771,
+      "r": 0.8068739771,
+      "f": 0.8068739771
     },
-    "PROD": {
-      "p": 0.5238095238,
-      "r": 0.4074074074,
-      "f": 0.4583333333
+    "ORG": {
+      "p": 0.7772511848,
+      "r": 0.8118811881,
+      "f": 0.794188862
     },
     "GPE_LOC": {
-      "p": 0.7518518519,
+      "p": 0.7546468401,
       "r": 0.7837837838,
-      "f": 0.7674858223
+      "f": 0.7689393939
     },
-    "ORG": {
-      "p": 0.7865707434,
-      "r": 0.8118811881,
-      "f": 0.7990255786
+    "PROD": {
+      "p": 0.65625,
+      "r": 0.5185185185,
+      "f": 0.5793103448
     },
     "DRV": {
-      "p": 0.7763157895,
-      "r": 0.746835443,
-      "f": 0.7612903226
+      "p": 0.7692307692,
+      "r": 0.7594936709,
+      "f": 0.7643312102
     },
     "LOC": {
-      "p": 0.6153846154,
-      "r": 0.3669724771,
-      "f": 0.4597701149
+      "p": 0.652173913,
+      "r": 0.4128440367,
+      "f": 0.5056179775
     },
     "GPE_ORG": {
-      "p": 0.5217391304,
-      "r": 0.4363636364,
-      "f": 0.4752475248
+      "p": 0.7142857143,
+      "r": 0.5454545455,
+      "f": 0.618556701
     },
     "EVT": {
-      "p": 0.5,
+      "p": 0.4,
       "r": 0.4444444444,
-      "f": 0.4705882353
+      "f": 0.4210526316
     }
   },
-  "speed": 9919.614599096
+  "speed": 10943.0978477171
 }

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 = false
 
 [components.ner.model.tok2vec.encode]
@@ -108,8 +120,9 @@ overwrite = false
 scorer = {"@scorers":"spacy.senter_scorer.v1"}
 
 [components.senter.model]
-@architectures = "spacy.Tagger.v1"
+@architectures = "spacy.Tagger.v2"
 nO = null
+normalize = false
 
 [components.senter.model.tok2vec]
 @architectures = "spacy.Tok2Vec.v2"
@@ -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 = false
 
 [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,
+    6,
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+    10,
+    12,
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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:c065668d270c91477bcc582e8d595aa3636a1d25696254eb09bd139e38a3e3fb
+size 223154

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"nb",
   "name":"core_news_sm",
-  "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":0,
     "vectors":0,
@@ -262,15 +262,8 @@
       "punct",
       "xcomp"
     ],
-    "senter":[
-      "I",
-      "S"
-    ],
     "attribute_ruler":[
 
-    ],
-    "lemmatizer":[
-
     ],
     "ner":[
       "DRV",
@@ -288,17 +281,17 @@
     "tok2vec",
     "morphologizer",
     "parser",
-    "attribute_ruler",
     "lemmatizer",
+    "attribute_ruler",
     "ner"
   ],
   "components":[
     "tok2vec",
     "morphologizer",
     "parser",
+    "lemmatizer",
     "senter",
     "attribute_ruler",
-    "lemmatizer",
     "ner"
   ],
   "disabled":[
@@ -309,61 +302,61 @@
     "token_p":0.997080292,
     "token_r":0.9953256895,
     "token_f":0.9962022181,
-    "pos_acc":0.9669012824,
-    "morph_acc":0.9513313956,
-    "morph_micro_p":0.9690522881,
-    "morph_micro_r":0.9601600131,
-    "morph_micro_f":0.9645856571,
+    "pos_acc":0.9671340808,
+    "morph_acc":0.9532993525,
+    "morph_micro_p":0.9702239789,
+    "morph_micro_r":0.9619070945,
+    "morph_micro_f":0.9660476366,
     "morph_per_feat":{
       "Definite":{
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-        "r":0.9572416922,
-        "f":0.965785559
+        "p":0.974126035,
+        "r":0.9607576273,
+        "f":0.9673956489
       },
       "Gender":{
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-        "r":0.9292421512,
-        "f":0.9341597139
+        "p":0.9403884796,
+        "r":0.9321824908,
+        "f":0.936267505
       },
       "Number":{
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-        "r":0.9575793098,
-        "f":0.9637932306
+        "p":0.9702808864,
+        "r":0.9591911495,
+        "f":0.9647041486
       },
       "Mood":{
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-        "r":0.9777444361,
-        "f":0.9777444361
+        "p":0.9797348011,
+        "r":0.9792448112,
+        "f":0.9794897449
       },
       "Tense":{
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-        "r":0.9801057668,
-        "f":0.9789963527
+        "p":0.9803674805,
+        "r":0.980861244,
+        "f":0.9806143001
       },
       "VerbForm":{
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-        "r":0.9662646675,
-        "f":0.9654779352
+        "p":0.9705207992,
+        "r":0.9657757497,
+        "f":0.9681424604
       },
       "Degree":{
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-        "r":0.952937135,
-        "f":0.9588662288
+        "p":0.9571675302,
+        "r":0.9519065613,
+        "f":0.9545297968
       },
       "PronType":{
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-        "r":0.9833908542,
-        "f":0.9854101373
+        "p":0.9897937025,
+        "r":0.983175151,
+        "f":0.9864733254
       },
       "Poss":{
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+        "p":0.9920948617,
         "r":0.9920948617,
-        "f":0.9901380671
+        "f":0.9920948617
       },
       "Case":{
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-        "r":0.9789590255,
-        "f":0.9849582173
+        "p":0.9949776786,
+        "r":0.9872646733,
+        "f":0.9911061701
       },
       "Reflex":{
         "p":1.0,
@@ -371,9 +364,9 @@
         "f":1.0
       },
       "NumType":{
-        "p":0.9932735426,
+        "p":0.995505618,
         "r":0.9115226337,
-        "f":0.9506437768
+        "f":0.9516648765
       },
       "Polarity":{
         "p":1.0,
@@ -381,9 +374,9 @@
         "f":1.0
       },
       "Person":{
-        "p":0.9862624349,
-        "r":0.9881347888,
-        "f":0.987197724
+        "p":0.9895536562,
+        "r":0.9890840057,
+        "f":0.9893187752
       },
       "Animacy":{
         "p":0.9982949702,
@@ -391,201 +384,201 @@
         "f":0.9978696208
       },
       "Voice":{
-        "p":0.9270072993,
-        "r":0.9202898551,
-        "f":0.9236363636
+        "p":0.9424460432,
+        "r":0.9492753623,
+        "f":0.9458483755
       },
       "Abbr":{
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+        "p":0.9708029197,
         "r":0.83125,
-        "f":0.8986486486
+        "f":0.8956228956
       }
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-    "sents_f":0.9226313612,
-    "dep_uas":0.8811000859,
-    "dep_las":0.8465577049,
+    "sents_p":0.9219071106,
+    "sents_r":0.9310917393,
+    "sents_f":0.9264766625,
+    "dep_uas":0.8826525829,
+    "dep_las":0.84903125,
     "dep_las_per_type":{
       "nmod":{
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-        "r":0.7862125564,
-        "f":0.7735163504
+        "p":0.7744391026,
+        "r":0.7931883463,
+        "f":0.7837016015
       },
       "nsubj":{
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-        "r":0.8714946071,
-        "f":0.8793532338
+        "p":0.8860443334,
+        "r":0.8745762712,
+        "f":0.8802729529
       },
       "flat:name":{
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-        "r":0.8695652174,
-        "f":0.8544303797
+        "p":0.8867313916,
+        "r":0.8824476651,
+        "f":0.8845843422
       },
       "root":{
-        "p":0.8997912317,
-        "r":0.8945620589,
-        "f":0.8971690258
+        "p":0.8939267887,
+        "r":0.8920713989,
+        "f":0.8929981301
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       "advmod":{
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-        "f":0.814193239
+        "p":0.8216682646,
+        "r":0.8224568138,
+        "f":0.8220623501
       },
       "mark":{
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-        "f":0.9201668985
+        "p":0.9113573407,
+        "r":0.9149054505,
+        "f":0.9131279489
       },
       "advcl":{
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-        "r":0.6466552316,
-        "f":0.6631486368
+        "p":0.6785079929,
+        "r":0.6552315609,
+        "f":0.6666666667
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       "obj":{
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