Updated to version v0.2.0

.gitattributes

@@ -20,3 +20,4 @@
 *strings.json filter=lfs diff=lfs merge=lfs -text
 vectors filter=lfs diff=lfs merge=lfs -text
 model filter=lfs diff=lfs merge=lfs -text
+entity_linker/kb/* filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,12 +1,22 @@
 ---
 tags:
 - spacy
+- dacy
+- danish
 - token-classification
+- pos tagging
+- morphological analysis
+- lemmatization
+- dependency parsing
+- named entity recognition
+- coreference resolution
+- named entity linking
+- named entity disambiguation
 language:
 - da
 license: apache-2.0
 model-index:
-- name: da_dacy_small_trf
+- name: da_dacy_small_trf-0.2.0
   results:
   - task:
       name: NER
@@ -14,75 +24,172 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.81724846
+      value: 0.8306010929
     - name: NER Recall
       type: recall
-      value: 0.8291666667
+      value: 0.8172043011
     - name: NER F Score
       type: f_score
-      value: 0.8231644261
+      value: 0.8238482385
+    dataset:
+      name: DaNE
+      split: test
+      type: dane
   - task:
-      name: SENTER
+      name: TAG
       type: token-classification
     metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.8603839442
-    - name: SENTER Recall
-      type: recall
-      value: 0.8741134752
-    - name: SENTER F Score
-      type: f_score
-      value: 0.8671943712
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9846798742
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
   - task:
-      name: UNLABELED_DEPENDENCIES
+      name: POS
       type: token-classification
     metrics:
-    - name: Unlabeled Dependencies Accuracy
+    - name: POS (UPOS) Accuracy
       type: accuracy
-      value: 0.8492442546
+      value: 0.9842315369
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
   - task:
-      name: LABELED_DEPENDENCIES
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9772942762
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
+  - task:
+      name: LEMMA
       type: token-classification
     metrics:
-    - name: Labeled Dependencies Accuracy
+    - name: Lemma Accuracy
       type: accuracy
-      value: 0.8492442546
+      value: 0.9466699925
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8978522787
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8701623698
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9433304272
+    dataset:
+      name: UD Danish DDT
+      split: test
+      type: universal_dependencies
+      config: da_ddt
+  - task:
+      name: coreference-resolution
+      type: coreference-resolution
+    metrics:
+    - name: LEA
+      type: f_score
+      value: 0.4218334451
+    dataset:
+      name: DaCoref
+      type: alexandrainst/dacoref
+      split: custom
+  - task:
+      name: coreference-resolution
+      type: coreference-resolution
+    metrics:
+    - name: Named entity Linking Precision
+      type: precision
+      value: 0.8461538462
+    - name: Named entity Linking Recall
+      type: recall
+      value: 0.2222222222
+    - name: Named entity Linking F Score
+      type: f_score
+      value: 0.352
+    dataset:
+      name: DaNED
+      type: named-entity-linking
+      split: custom
+library_name: spacy
+datasets:
+- universal_dependencies
+- dane
+- alexandrainst/dacoref
+metrics:
+- accuracy
 ---
 
 <a href="https://github.com/centre-for-humanities-computing/Dacy"><img src="https://centre-for-humanities-computing.github.io/DaCy/_static/icon.png" width="175" height="175" align="right" /></a>
 
-# DaCy small transformer
-
+# DaCy small
 
 DaCy is a Danish language processing framework with state-of-the-art pipelines as well as functionality for analysing Danish pipelines.
-DaCy's largest pipeline has achieved State-of-the-Art performance on Named entity recognition, part-of-speech tagging and dependency 
-parsing for Danish on the DaNE dataset. Check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results. 
+DaCy's largest pipeline has achieved State-of-the-Art performance on parts-of-speech tagging and dependency 
+parsing for Danish on the Danish Dependency treebank as well as competitive performance on named entity recognition, named entity disambiguation and coreference resolution. 
+To read more check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results. 
 DaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.
-    
+
 
 | Feature | Description |
 | --- | --- |
 | **Name** | `da_dacy_small_trf` |
-| **Version** | `0.1.0` |
-| **spaCy** | `>=3.1.1,<3.2.0` |
-| **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
-| **Components** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Version** | `0.2.0` |
+| **spaCy** | `>=3.5.2,<3.6.0` |
+| **Default Pipeline** | `transformer`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner`, `coref`, `span_resolver`, `span_cleaner`, `entity_linker` |
+| **Components** | `transformer`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser`, `ner`, `coref`, `span_resolver`, `span_cleaner`, `entity_linker` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | [UD Danish DDT v2.5](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://github.com/alexandrainst/danlp/blob/master/docs/datasets.md#danish-dependency-treebank-dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<br />[Maltehb/-l-ctra-danish-electra-small-cased](https://huggingface.co/Maltehb/-l-ctra-danish-electra-small-cased) (Malte Højmark-Bertelsen) |
-| **License** | `Apache-2.0 License` |
-| **Author** | [Centre for Humanities Computing Aarhus](https://chcaa.io/#/) |
+| **Sources** | [UD Danish DDT v2.11](https://github.com/UniversalDependencies/UD_Danish-DDT) (Johannsen, Anders; Martínez Alonso, Héctor; Plank, Barbara)<br />[DaNE](https://huggingface.co/datasets/dane) (Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders Søgaard)<br />[DaCoref](https://huggingface.co/datasets/alexandrainst/dacoref) (Buch-Kromann, Matthias)<br />[DaNED](https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned) (Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & Søgaard, A.)<br />[jonfd/electra-small-nordic](https://huggingface.co/jonfd/electra-small-nordic) (Jón Friðrik Daðason) |
+| **License** | `Apache-2.0` |
+| **Author** | [Kenneth Enevoldsen](https://chcaa.io/#/) |
 
 ### Label Scheme
 
 <details>
 
-<summary>View label scheme (192 labels for 3 components)</summary>
+<summary>View label scheme (211 labels for 4 components)</summary>
 
 | Component | Labels |
 | --- | --- |
-| **`morphologizer`** | `AdpType=Prep\|POS=ADP`, `Definite=Ind\|Gender=Com\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=PROPN`, `Definite=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Definite=Def\|Gender=Com\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=ADV`, `Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Definite=Ind\|Gender=Com\|Number=Plur\|POS=NOUN`, `POS=PUNCT`, `POS=CCONJ`, `Definite=Ind\|Degree=Cmp\|Number=Sing\|POS=ADJ`, `Degree=Cmp\|POS=ADJ`, `POS=PRON\|PartType=Inf`, `Gender=Com\|Number=Sing\|POS=DET\|PronType=Ind`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Degree=Pos\|POS=ADV`, `Definite=Def\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Dem`, `NumType=Card\|POS=NUM`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Pos\|Gender=Com\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `NumType=Ord\|POS=ADJ`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `POS=VERB\|VerbForm=Inf\|Voice=Act`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `POS=ADP\|PartType=Inf`, `Degree=Pos\|POS=ADJ`, `Definite=Def\|Gender=Com\|Number=Plur\|POS=NOUN`, `Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Com\|Number=Sing\|POS=NOUN`, `POS=AUX\|VerbForm=Inf\|Voice=Act`, `Definite=Ind\|Degree=Pos\|Gender=Com\|Number=Sing\|POS=ADJ`, `Gender=Com\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `POS=PART\|PartType=Inf`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Gender=Com\|POS=PRON\|PronType=Ind`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Imp\|POS=VERB`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `Case=Nom\|Gender=Com\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Com\|Number=Plur\|POS=NOUN`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Number=Plur\|POS=PRON\|PronType=Int,Rel`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Case=Gen\|Definite=Ind\|Gender=Com\|Number=Sing\|POS=NOUN`, `Degree=Cmp\|POS=ADV`, `POS=ADV\|PartType=Inf`, `Degree=Sup\|POS=ADV`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|POS=PROPN`, `POS=ADP`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Degree=Pos\|Number=Sing\|POS=ADJ`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Gender=Com\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Number=Plur\|POS=PRON\|PronType=Rcp`, `Case=Gen\|Degree=Cmp\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Number[psor]=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=INTJ`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Gender=Neut\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Definite=Def\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Definite=Ind\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `POS=SYM`, `Case=Nom\|Gender=Com\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Degree=Sup\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Ind\|Style=Arch`, `Case=Gen\|Gender=Com\|Number=Sing\|POS=DET\|PronType=Dem`, `Foreign=Yes\|POS=X`, `POS=DET\|Person=2\|Polite=Form\|Poss=Yes\|PronType=Prs`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Com\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Gen\|POS=PRON\|PronType=Int,Rel`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Dem`, `Abbr=Yes\|POS=X`, `Case=Gen\|Definite=Ind\|Gender=Com\|Number=Plur\|POS=NOUN`, `Definite=Def\|Degree=Abs\|POS=ADJ`, `Definite=Ind\|Degree=Sup\|Number=Sing\|POS=ADJ`, `Definite=Ind\|POS=NOUN`, `Gender=Com\|Number=Plur\|POS=NOUN`, `Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Com\|POS=PRON\|PronType=Int,Rel`, `Case=Nom\|Gender=Com\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Degree=Abs\|POS=ADV`, `POS=VERB\|VerbForm=Ger`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Degree=Sup\|Number=Sing\|POS=ADJ`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Com\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `POS=VERB\|Tense=Pres`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Ind`, `Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=PRON\|Person=2\|Polite=Form\|Poss=Yes\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Com\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|POS=AUX`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Com\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Gender=Com\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|POS=NOUN`, `Number[psor]=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=DET\|PronType=Dem`, `Definite=Def\|Number=Plur\|POS=NOUN` |
-| **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound:prt`, `conj`, `cop`, `dep`, `det`, `expl`, `fixed`, `flat`, `iobj`, `list`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `obl:loc`, `obl:tmod`, `punct`, `xcomp` |
+| **`tagger`** | `ADJ`, `ADP`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `SYM`, `VERB`, `X` |
+| **`morphologizer`** | `AdpType=Prep\|POS=ADP`, `Definite=Ind\|Gender=Com\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=PROPN`, `Definite=Ind\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Definite=Def\|Gender=Com\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Act`, `POS=ADV`, `Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Definite=Ind\|Gender=Com\|Number=Plur\|POS=NOUN`, `POS=PUNCT`, `NumType=Ord\|POS=ADJ`, `POS=CCONJ`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `POS=VERB\|VerbForm=Inf\|Voice=Act`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Sup\|POS=ADV`, `Degree=Pos\|POS=ADV`, `Gender=Com\|Number=Sing\|POS=DET\|PronType=Ind`, `Number=Plur\|POS=DET\|PronType=Ind`, `POS=ADP`, `POS=ADV\|PartType=Inf`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Act`, `POS=ADP\|PartType=Inf`, `Definite=Ind\|Degree=Pos\|Gender=Com\|Number=Sing\|POS=ADJ`, `NumType=Card\|POS=NUM`, `Degree=Pos\|POS=ADJ`, `Definite=Ind\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PART\|PartType=Inf`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Definite=Def\|Gender=Com\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Number[psor]=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Com\|Number=Sing\|POS=NOUN`, `Definite=Def\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `POS=AUX\|VerbForm=Inf\|Voice=Act`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Degree=Cmp\|Number=Sing\|POS=ADJ`, `Degree=Cmp\|POS=ADJ`, `POS=PRON\|PartType=Inf`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Com\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=PRON\|PronType=Ind`, `POS=INTJ`, `Gender=Com\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin\|Voice=Pass`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Degree=Cmp\|POS=ADV`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|POS=PROPN`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=PRON\|PronType=Dem`, `Degree=Pos\|Gender=Com\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=NUM`, `POS=VERB\|VerbForm=Inf\|Voice=Pass`, `Definite=Def\|Degree=Sup\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=PRON`, `Definite=Ind\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Number=Sing\|POS=NUM`, `Case=Gen\|Definite=Ind\|Gender=Com\|Number=Sing\|POS=NOUN`, `Foreign=Yes\|POS=ADV`, `POS=NOUN`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Gender=Com\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Case=Nom\|Gender=Com\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Gen\|Definite=Ind\|Gender=Com\|Number=Plur\|POS=NOUN`, `Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Degree=Sup\|POS=ADJ`, `Degree=Pos\|Number=Sing\|POS=ADJ`, `Mood=Imp\|POS=VERB`, `Case=Nom\|Gender=Com\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Case=Acc\|Gender=Com\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `POS=X`, `Case=Gen\|Definite=Def\|Gender=Com\|Number=Plur\|POS=NOUN`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Com\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=PRON\|PronType=Int,Rel`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Com\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Case=Nom\|Gender=Com\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Gender=Com\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Com\|POS=PRON\|PronType=Int,Rel`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `POS=VERB\|VerbForm=Ger`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Gen\|POS=PRON\|PronType=Int,Rel`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin\|Voice=Pass`, `Abbr=Yes\|POS=X`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Foreign=Yes\|POS=X`, `Number=Plur\|POS=PRON\|PronType=Rcp`, `Case=Nom\|Gender=Com\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|Degree=Cmp\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Com\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Gender=Neut\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs\|Style=Form`, `Number=Plur\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs\|Reflex=Yes`, `Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Number=Plur\|POS=PRON\|PronType=Rcp`, `POS=DET\|Person=2\|Polite=Form\|Poss=Yes\|PronType=Prs`, `POS=SYM`, `POS=DET\|PronType=Dem`, `Gender=Com\|Number=Sing\|POS=NUM`, `Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Degree=Abs\|POS=ADJ`, `POS=VERB\|Tense=Pres`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NUM`, `Degree=Abs\|POS=ADV`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Gender=Com\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Degree=Sup\|Number=Sing\|POS=ADJ`, `Gender=Neut\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Com\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Number[psor]=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|POS=NOUN`, `Case=Gen\|Gender=Com\|Number=Sing\|POS=DET\|PronType=Ind`, `Definite=Ind\|Gender=Com\|Number=Sing\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=NOUN`, `Case=Gen\|POS=NOUN`, `POS=AUX\|Tense=Pres\|VerbForm=Part` |
+| **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `advmod:lmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound:prt`, `conj`, `cop`, `dep`, `det`, `expl`, `fixed`, `flat`, `iobj`, `list`, `mark`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `obl:lmod`, `obl:tmod`, `punct`, `xcomp` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
 
 </details>
@@ -91,104 +198,37 @@ DaCy also contains guides on usage of the package as well as behavioural test fo
 
 | Type | Score |
 | --- | --- |
-| `POS_ACC` | 95.83 |
-| `MORPH_ACC` | 95.70 |
-| `DEP_UAS` | 84.92 |
-| `DEP_LAS` | 81.76 |
-| `SENTS_P` | 86.04 |
-| `SENTS_R` | 87.41 |
-| `SENTS_F` | 86.72 |
-| `LEMMA_ACC` | 84.91 |
-| `ENTS_F` | 82.32 |
-| `ENTS_P` | 81.72 |
-| `ENTS_R` | 82.92 |
-| `TRANSFORMER_LOSS` | 41746686.63 |
-| `MORPHOLOGIZER_LOSS` | 3458966.49 |
-| `PARSER_LOSS` | 15104898.38 |
-| `NER_LOSS` | 546098.45 |
-
-
-## Bias and Robustness
-
-Besides the validation done by SpaCy on the DaNE testset, DaCy also provides a series of augmentations to the DaNE test set to see how well the models deal with these types of augmentations.
-The can be seen as behavioural probes akinn to the NLP checklist.
-
-### Deterministic Augmentations
-Deterministic augmentations are augmentation which always yield the same result.
-
-| Augmentation | Part-of-speech tagging (Accuracy) | Morphological tagging (Accuracy) | Dependency Parsing (UAS) | Dependency Parsing (LAS) | Sentence segmentation (F1) | Lemmatization (Accuracy) | Named entity recognition (F1) |
-| --- | --- | --- | --- |  --- | --- | --- |  --- |
-| No augmentation | 0.98 | 0.974 | 0.868 |  0.836 | 0.936 | 0.844 | 0.765 |
-| Æøå Augmentation | 0.955 | 0.948 | 0.823 |  0.783 | 0.922 | 0.754 | 0.718 |
-| Lowercase | 0.974 | 0.97 | 0.862 |  0.828 | 0.905 | 0.848 | 0.681 |
-| No Spacing | 0.229 | 0.229 | 0.004 |  0.003 | 0.824 | 0.225 | 0.048 |
-| Abbreviated first names | 0.979 | 0.973 | 0.864 |  0.832 | 0.94 | 0.845 | 0.699 |
-| Input size augmentation 5 sentences | 0.956 | 0.956 | 0.851 |  0.818 | 0.883 | 0.844 | 0.743 |
-| Input size augmentation 10 sentences | 0.959 | 0.958 | 0.853 |  0.821 | 0.897 | 0.844 | 0.755 |
-
-
-
-### Stochastic Augmentations
-Stochastic augmentations are augmentation which are repeated mulitple times to estimate the effect of the augmentation.
-
-| Augmentation | Part-of-speech tagging (Accuracy) | Morphological tagging (Accuracy) | Dependency Parsing (UAS) | Dependency Parsing (LAS) | Sentence segmentation (F1) | Lemmatization (Accuracy) | Named entity recognition (F1) |
-| --- | --- | --- | --- |  --- | --- | --- |  --- |
-| Keystroke errors 2% | 0.931 (0.003) | 0.929 (0.003) | 0.797 (0.003) |  0.753 (0.003) | 0.884 (0.003) | 0.772 (0.003) | 0.657 (0.003) |
-| Keystroke errors 5% | 0.859 (0.003) | 0.863 (0.003) | 0.699 (0.003) |  0.641 (0.003) | 0.824 (0.003) | 0.681 (0.003) | 0.53 (0.003) |
-| Keystroke errors 15% | 0.633 (0.006) | 0.662 (0.006) | 0.439 (0.006) |  0.358 (0.006) | 0.688 (0.006) | 0.459 (0.006) | 0.293 (0.006) |
-| Danish names | 0.979 (0.0) | 0.974 (0.0) | 0.867 (0.0) |  0.835 (0.0) | 0.943 (0.0) | 0.847 (0.0) | 0.748 (0.0) |
-| Muslim names | 0.979 (0.0) | 0.974 (0.0) | 0.865 (0.0) |  0.833 (0.0) | 0.94 (0.0) | 0.847 (0.0) | 0.732 (0.0) |
-| Female names | 0.979 (0.0) | 0.974 (0.0) | 0.867 (0.0) |  0.835 (0.0) | 0.946 (0.0) | 0.847 (0.0) | 0.754 (0.0) |
-| Male names | 0.979 (0.0) | 0.974 (0.0) | 0.867 (0.0) |  0.835 (0.0) | 0.943 (0.0) | 0.847 (0.0) | 0.748 (0.0) |
-| Spacing Augmention 5% | 0.941 (0.002) | 0.936 (0.002) | 0.755 (0.002) |  0.725 (0.002) | 0.907 (0.002) | 0.811 (0.002) | 0.699 (0.002) |
-
-<details>
-
-<summary> Description of Augmenters </summary>
-
-    
-
-**No augmentation:**
-Applies no augmentation to the DaNE test set.
-
-**Æøå Augmentation:**
-This augmentation replace the æ,ø, and å with their spelling variations ae, oe and aa respectively.
-
-**Lowercase:**
-This augmentation lowercases all text.
-
-**No Spacing:**
-This augmentation removed all spacing from the text.
-
-**Abbreviated first names:**
-This agmentation abbreviates the first names of entities. For instance 'Kenneth Enevoldsen' would turn to 'K. Enevoldsen'.
-
-**Keystroke errors 2%:**
-This agmentation simulate keystroke errors by replacing 2% of keys with a neighbouring key on a Danish QWERTY keyboard. As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Keystroke errors 5%:**
-This agmentation simulate keystroke errors by replacing 5% of keys with a neighbouring key on a Danish QWERTY keyboard. As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Keystroke errors 15%:**
-This agmentation simulate keystroke errors by replacing 15% of keys with a neighbouring key on a Danish QWERTY keyboard. As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Danish names:**
-This agmentation replace all names with Danish names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Muslim names:**
-This agmentation replace all names with Muslim names derived from  Meldgaard (2005). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Female names:**
-This agmentation replace all names with Danish female names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Male names:**
-This agmentation replace all names with Danish male names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
-
-**Spacing Augmention 5%:**
-This agmentation replace all names with Danish male names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.
- </details> 
- <br /> 
-
-
-### Hardware
-This was run an trained on a Quadro RTX 8000 GPU.
+| `TOKEN_ACC` | 99.92 |
+| `TOKEN_P` | 99.70 |
+| `TOKEN_R` | 99.77 |
+| `TOKEN_F` | 99.74 |
+| `SENTS_P` | 92.96 |
+| `SENTS_R` | 95.75 |
+| `SENTS_F` | 94.33 |
+| `TAG_ACC` | 98.47 |
+| `POS_ACC` | 98.42 |
+| `MORPH_ACC` | 97.73 |
+| `MORPH_MICRO_P` | 98.94 |
+| `MORPH_MICRO_R` | 98.33 |
+| `MORPH_MICRO_F` | 98.64 |
+| `DEP_UAS` | 89.79 |
+| `DEP_LAS` | 87.02 |
+| `ENTS_P` | 83.06 |
+| `ENTS_R` | 81.72 |
+| `ENTS_F` | 82.38 |
+| `LEMMA_ACC` | 94.67 |
+| `COREF_LEA_F1` | 42.18 |
+| `COREF_LEA_PRECISION` | 44.79 |
+| `COREF_LEA_RECALL` | 39.86 |
+| `NEL_SCORE` | 35.20 |
+| `NEL_MICRO_P` | 84.62 |
+| `NEL_MICRO_R` | 22.22 |
+| `NEL_MICRO_F` | 35.20 |
+| `NEL_MACRO_P` | 87.68 |
+| `NEL_MACRO_R` | 24.76 |
+| `NEL_MACRO_F` | 37.52 |
+
+
+
+### Training
+This model was trained using [spaCy](https://spacy.io) and logged to [Weights & Biases](https://wandb.ai/kenevoldsen/dacy-v0.2.0). You can find all the training logs [here](https://wandb.ai/kenevoldsen/dacy-v0.2.0).

config.cfg

@@ -1,54 +1,101 @@
 [paths]
-train = "corpus/dane/train.spacy"
-dev = "corpus/dane/dev.spacy"
-vectors = null
-raw = null
+train = null
+dev = null
 init_tok2vec = null
-vocab_data = null
+vectors = null
+model_source = "training/da_dacy_small_trf2/model-last"
 
 [system]
 gpu_allocator = "pytorch"
-seed = 1
+seed = 0
 
 [nlp]
 lang = "da"
-pipeline = ["transformer","morphologizer","parser","attribute_ruler","lemmatizer","ner"]
+pipeline = ["transformer","tagger","morphologizer","trainable_lemmatizer","parser","ner","coref","span_resolver","span_cleaner","entity_linker"]
+batch_size = 512
 disabled = []
 before_creation = null
 after_creation = null
 after_pipeline_creation = null
-batch_size = 64
 tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 
 [components]
 
-[components.attribute_ruler]
-factory = "attribute_ruler"
-validate = false
+[components.coref]
+factory = "experimental_coref"
+span_cluster_prefix = "coref_head_clusters"
 
-[components.lemmatizer]
-factory = "lemmatizer"
-mode = "lookup"
-model = null
-overwrite = false
+[components.coref.model]
+@architectures = "spacy-experimental.Coref.v1"
+distance_embedding_size = 20
+dropout = 0.3
+hidden_size = 1024
+depth = 2
+antecedent_limit = 100
+antecedent_batch_size = 512
+
+[components.coref.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 0.5
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.coref.scorer]
+@scorers = "spacy-experimental.coref_scorer.v1"
+span_cluster_prefix = "coref_head_clusters"
+
+[components.entity_linker]
+factory = "entity_linker"
+candidates_batch_size = 1
+entity_vector_length = 768
+generate_empty_kb = {"@misc":"spacy.EmptyKB.v2"}
+get_candidates = {"@misc":"spacy.CandidateGenerator.v1"}
+get_candidates_batch = {"@misc":"spacy.CandidateBatchGenerator.v1"}
+incl_context = true
+incl_prior = true
+labels_discard = []
+n_sents = 0
+overwrite = true
+scorer = {"@scorers":"spacy.entity_linker_scorer.v1"}
+threshold = null
+use_gold_ents = true
+
+[components.entity_linker.model]
+@architectures = "spacy.EntityLinker.v2"
+nO = null
+
+[components.entity_linker.model.tok2vec]
+@architectures = "spacy.HashEmbedCNN.v2"
+pretrained_vectors = null
+width = 96
+depth = 2
+embed_size = 2000
+window_size = 1
+maxout_pieces = 3
+subword_features = true
 
 [components.morphologizer]
 factory = "morphologizer"
+extend = false
+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-transformers.TransformerListener.v1"
 grad_factor = 1.0
-upstream = "transformer"
 pooling = {"@layers":"reduce_mean.v1"}
+upstream = "transformer"
 
 [components.ner]
 factory = "ner"
 incorrect_spans_key = null
 moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
 update_with_oracle_cut_size = 100
 
 [components.ner.model]
@@ -63,95 +110,169 @@ nO = null
 [components.ner.model.tok2vec]
 @architectures = "spacy-transformers.TransformerListener.v1"
 grad_factor = 1.0
-upstream = "transformer"
 pooling = {"@layers":"reduce_mean.v1"}
+upstream = "transformer"
 
 [components.parser]
 factory = "parser"
 learn_tokens = false
 min_action_freq = 30
 moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
 update_with_oracle_cut_size = 100
 
 [components.parser.model]
 @architectures = "spacy.TransitionBasedParser.v2"
 state_type = "parser"
 extra_state_tokens = false
-hidden_width = 64
-maxout_pieces = 2
+hidden_width = 128
+maxout_pieces = 3
 use_upper = false
 nO = null
 
 [components.parser.model.tok2vec]
 @architectures = "spacy-transformers.TransformerListener.v1"
 grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "transformer"
+
+[components.span_cleaner]
+factory = "experimental_span_cleaner"
+prefix = "coref_head_clusters"
+
+[components.span_resolver]
+factory = "experimental_span_resolver"
+input_prefix = "coref_head_clusters"
+output_prefix = "coref_clusters"
+
+[components.span_resolver.model]
+@architectures = "spacy-experimental.SpanResolver.v1"
+hidden_size = 1024
+distance_embedding_size = 64
+conv_channels = 4
+window_size = 1
+max_distance = 128
+prefix = "coref_head_clusters"
+
+[components.span_resolver.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 0.0
 upstream = "transformer"
 pooling = {"@layers":"reduce_mean.v1"}
 
+[components.span_resolver.scorer]
+@scorers = "spacy-experimental.span_resolver_scorer.v1"
+input_prefix = "coref_head_clusters"
+output_prefix = "coref_clusters"
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "transformer"
+
+[components.trainable_lemmatizer]
+factory = "trainable_lemmatizer"
+backoff = "orth"
+min_tree_freq = 3
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.trainable_lemmatizer.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.trainable_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "transformer"
+
 [components.transformer]
 factory = "transformer"
 max_batch_items = 4096
 set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
 
 [components.transformer.model]
-@architectures = "spacy-transformers.TransformerModel.v1"
-name = "Maltehb/-l-ctra-danish-electra-small-cased"
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "jonfd/electra-small-nordic"
+mixed_precision = false
 
 [components.transformer.model.get_spans]
 @span_getters = "spacy-transformers.strided_spans.v1"
 window = 128
 stride = 96
 
+[components.transformer.model.grad_scaler_config]
+
 [components.transformer.model.tokenizer_config]
 use_fast = true
 
+[components.transformer.model.transformer_config]
+
 [corpora]
 
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
-limit = 0
-max_length = 0
-path = ${paths:dev}
+path = ${paths.dev}
 gold_preproc = false
+max_length = 0
+limit = 0
 augmenter = null
 
 [corpora.train]
 @readers = "spacy.Corpus.v1"
-path = ${paths:train}
-max_length = 500
+path = ${paths.train}
 gold_preproc = false
+max_length = 0
 limit = 0
-
-[corpora.train.augmenter]
-@augmenters = "spacy.lower_case.v1"
-level = 0.1
+augmenter = null
 
 [training]
-train_corpus = "corpora.train"
-dev_corpus = "corpora.dev"
-seed = ${system:seed}
-gpu_allocator = ${system:gpu_allocator}
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
 dropout = 0.1
-accumulate_gradient = 3
-patience = 5000
+accumulate_gradient = 1
+patience = 1600
 max_epochs = 0
-max_steps = 40000
-eval_frequency = 1000
+max_steps = 20000
+eval_frequency = 200
 frozen_components = []
-before_to_disk = null
 annotating_components = []
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+before_to_disk = null
+before_update = null
 
 [training.batcher]
-@batchers = "spacy.batch_by_padded.v1"
-discard_oversize = true
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
 get_length = null
-size = 2000
-buffer = 256
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
 
 [training.logger]
-@loggers = "spacy.WandbLogger.v1"
-project_name = "dacy-an-efficient-pipeline-for-danish"
-remove_config_values = []
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
 
 [training.optimizer]
 @optimizers = "Adam.v1"
@@ -160,66 +281,44 @@ beta2 = 0.999
 L2_is_weight_decay = true
 L2 = 0.01
 grad_clip = 1.0
-use_averages = true
+use_averages = false
 eps = 0.00000001
-
-[training.optimizer.learn_rate]
-@schedules = "warmup_linear.v1"
-warmup_steps = 250
-total_steps = 20000
-initial_rate = 0.00005
+learn_rate = 0.001
 
 [training.score_weights]
-pos_acc = 0.08
-morph_acc = 0.08
+tag_acc = 0.12
+pos_acc = 0.06
+morph_acc = 0.06
 morph_per_feat = null
-dep_uas = 0.0
-dep_las = 0.16
+lemma_acc = 0.12
+dep_uas = 0.06
+dep_las = 0.06
 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 = 0.0
+ents_f = 0.12
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
+coref_f = 0.12
+coref_p = null
+coref_r = null
+span_accuracy = 0.12
+nel_micro_f = 0.12
+nel_micro_r = null
+nel_micro_p = null
 
 [pretraining]
 
 [initialize]
-vocab_data = ${paths.vocab_data}
 vectors = ${paths.vectors}
 init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
 before_init = null
 after_init = null
 
 [initialize.components]
 
-[initialize.components.morphologizer]
-
-[initialize.components.morphologizer.labels]
-@readers = "spacy.read_labels.v1"
-path = "corpus/labels/morphologizer.json"
-require = false
-
-[initialize.components.ner]
-
-[initialize.components.ner.labels]
-@readers = "spacy.read_labels.v1"
-path = "corpus/labels/ner.json"
-require = false
-
-[initialize.components.parser]
-
-[initialize.components.parser.labels]
-@readers = "spacy.read_labels.v1"
-path = "corpus/labels/parser.json"
-require = false
-
-[initialize.lookups]
-@misc = "spacy.LookupsDataLoader.v1"
-lang = ${nlp.lang}
-tables = ["lexeme_norm"]
-
 [initialize.tokenizer]

coref/cfg

@@ -0,0 +1,3 @@
+{
+  "nI":256
+}

transformer/model/pytorch_model.bin → coref/model

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d65643fe23c672180685635b539688406638af1f7e515cb89505ea7626127400
-size 54773654
+oid sha256:354989d322d38a9108bca66e2df65492f2e0c8f816311f10e9ea993616948325
+size 9808220

da_dacy_small_trf-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9a76f9af63a196fccfc13b6dab46ef46ac1ba1202c15ad38b7189b07ee6e62be
-size 57514565
+oid sha256:a2375d7fa15779923cc3583195eabb5276c656acd11d3ac95b645d33fba6ecc1
+size 101319844

entity_linker/cfg

@@ -0,0 +1,3 @@
+{
+  "overwrite":true
+}

entity_linker/kb/contents

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6afd92b9c2f1503893028925e3cee5e6ee16e3e2d6cf3e03fddafe9edee0ea22
+size 3035652

entity_linker/kb/strings.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e23b286fc3491d7a954e1d6156fb738028114856322ad8c1035b2f377762f271
+size 544387

entity_linker/model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ad9a5f93c7fb173b2303509b4177f7905beb321a80ab6569154b3dd095b3a6d
+size 3212918

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"da",
   "name":"dacy_small_trf",
-  "version":"0.1.0",
-  "description":"\n<a href=\"https://github.com/centre-for-humanities-computing/Dacy\"><img src=\"https://centre-for-humanities-computing.github.io/DaCy/_static/icon.png\" width=\"175\" height=\"175\" align=\"right\" /></a>\n\n# DaCy small transformer\n\nDaCy is a Danish language processing framework with state-of-the-art pipelines as well as functionality for analysing Danish pipelines.\nDaCy's largest pipeline has achieved State-of-the-Art performance on Named entity recognition, part-of-speech tagging and dependency \nparsing for Danish on the DaNE dataset. Check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results. \nDaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.\n    ",
-  "author":"Centre for Humanities Computing Aarhus",
+  "version":"0.2.0",
+  "description":"\n<a href=\"https://github.com/centre-for-humanities-computing/Dacy\"><img src=\"https://centre-for-humanities-computing.github.io/DaCy/_static/icon.png\" width=\"175\" height=\"175\" align=\"right\" /></a>\n\n# DaCy small\n\nDaCy is a Danish language processing framework with state-of-the-art pipelines as well as functionality for analysing Danish pipelines.\nDaCy's largest pipeline has achieved State-of-the-Art performance on parts-of-speech tagging and dependency \nparsing for Danish on the Danish Dependency treebank as well as competitive performance on named entity recognition, named entity disambiguation and coreference resolution. \nTo read more check out the [DaCy repository](https://github.com/centre-for-humanities-computing/DaCy) for material on how to use DaCy and reproduce the results. \nDaCy also contains guides on usage of the package as well as behavioural test for biases and robustness of Danish NLP pipelines.\n",
+  "author":"Kenneth Enevoldsen",
   "email":"[email protected]",
   "url":"https://chcaa.io/#/",
-  "license":"Apache-2.0 License",
-  "spacy_version":">=3.1.1,<3.2.0",
-  "spacy_git_version":"ffaead8fe",
+  "license":"Apache-2.0",
+  "spacy_version":">=3.5.2,<3.6.0",
+  "spacy_git_version":"Unknown",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -18,6 +18,25 @@
   "labels":{
     "transformer":[
 
+    ],
+    "tagger":[
+      "ADJ",
+      "ADP",
+      "ADV",
+      "AUX",
+      "CCONJ",
+      "DET",
+      "INTJ",
+      "NOUN",
+      "NUM",
+      "PART",
+      "PRON",
+      "PROPN",
+      "PUNCT",
+      "SCONJ",
+      "SYM",
+      "VERB",
+      "X"
     ],
     "morphologizer":[
       "AdpType=Prep|POS=ADP",
@@ -34,155 +53,157 @@
       "Degree=Pos|Number=Plur|POS=ADJ",
       "Definite=Ind|Gender=Com|Number=Plur|POS=NOUN",
       "POS=PUNCT",
+      "NumType=Ord|POS=ADJ",
       "POS=CCONJ",
-      "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ",
-      "Degree=Cmp|POS=ADJ",
-      "POS=PRON|PartType=Inf",
-      "Gender=Com|Number=Sing|POS=DET|PronType=Ind",
-      "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
-      "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
-      "Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "POS=VERB|VerbForm=Inf|Voice=Act",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Degree=Sup|POS=ADV",
       "Degree=Pos|POS=ADV",
-      "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
-      "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
-      "POS=PRON|PronType=Dem",
-      "NumType=Card|POS=NUM",
-      "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
-      "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs",
-      "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ",
+      "Gender=Com|Number=Sing|POS=DET|PronType=Ind",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "POS=ADP",
+      "POS=ADV|PartType=Inf",
       "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs",
-      "NumType=Ord|POS=ADJ",
-      "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
       "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act",
-      "POS=VERB|VerbForm=Inf|Voice=Act",
+      "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
+      "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act",
-      "POS=NOUN",
-      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass",
       "POS=ADP|PartType=Inf",
+      "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ",
+      "NumType=Card|POS=NUM",
       "Degree=Pos|POS=ADJ",
+      "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "POS=PART|PartType=Inf",
+      "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
       "Definite=Def|Gender=Com|Number=Plur|POS=NOUN",
-      "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
+      "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "POS=VERB|Tense=Pres|VerbForm=Part",
+      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN",
+      "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "POS=AUX|VerbForm=Inf|Voice=Act",
-      "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ",
+      "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ",
+      "Degree=Cmp|POS=ADJ",
+      "POS=PRON|PartType=Inf",
+      "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
+      "Case=Nom|Gender=Com|POS=PRON|PronType=Ind",
+      "Number=Plur|POS=PRON|PronType=Ind",
+      "POS=INTJ",
       "Gender=Com|Number=Sing|POS=DET|PronType=Dem",
-      "Number=Plur|POS=DET|PronType=Ind",
-      "Gender=Com|Number=Sing|POS=PRON|PronType=Ind",
-      "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
-      "POS=PART|PartType=Inf",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass",
+      "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
+      "Degree=Cmp|POS=ADV",
+      "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form",
+      "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+      "Case=Gen|POS=PROPN",
+      "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind",
+      "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+      "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Definite=Def|Degree=Sup|POS=ADJ",
       "Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
-      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
-      "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
-      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "POS=PRON|PronType=Dem",
+      "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ",
+      "Number=Plur|POS=NUM",
+      "POS=VERB|VerbForm=Inf|Voice=Pass",
+      "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ",
+      "Number=Sing|POS=PRON|PronType=Int,Rel",
       "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs",
-      "Case=Nom|Gender=Com|POS=PRON|PronType=Ind",
-      "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind",
-      "Mood=Imp|POS=VERB",
+      "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
-      "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
-      "POS=X",
+      "POS=PRON",
+      "Definite=Ind|Number=Sing|POS=NOUN",
+      "Definite=Ind|Number=Sing|POS=NUM",
+      "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN",
+      "Foreign=Yes|POS=ADV",
+      "POS=NOUN",
+      "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN",
+      "Gender=Com|Number=Plur|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel",
       "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Com|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN",
+      "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Degree=Sup|POS=ADJ",
+      "Degree=Pos|Number=Sing|POS=ADJ",
+      "Mood=Imp|POS=VERB",
+      "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "POS=X",
       "Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN",
-      "POS=VERB|Tense=Pres|VerbForm=Part",
-      "Number=Plur|POS=PRON|PronType=Int,Rel",
-      "POS=VERB|VerbForm=Inf|Voice=Pass",
-      "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN",
-      "Degree=Cmp|POS=ADV",
-      "POS=ADV|PartType=Inf",
-      "Degree=Sup|POS=ADV",
       "Number=Plur|POS=PRON|PronType=Dem",
-      "Number=Plur|POS=PRON|PronType=Ind",
-      "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
-      "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs",
-      "Case=Gen|POS=PROPN",
-      "POS=ADP",
+      "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Number=Plur|POS=PRON|PronType=Int,Rel",
+      "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
       "Degree=Cmp|Number=Plur|POS=ADJ",
-      "Definite=Def|Degree=Sup|POS=ADJ",
-      "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
-      "Degree=Pos|Number=Sing|POS=ADJ",
-      "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+      "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form",
+      "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Gender=Com|POS=PRON|PronType=Int,Rel",
+      "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ",
+      "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+      "POS=VERB|VerbForm=Ger",
+      "Gender=Com|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Gen|POS=PRON|PronType=Int,Rel",
+      "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass",
+      "Abbr=Yes|POS=X",
+      "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
+      "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Definite=Ind|Number=Plur|POS=NOUN",
+      "Foreign=Yes|POS=X",
       "Number=Plur|POS=PRON|PronType=Rcp",
+      "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs",
       "Case=Gen|Degree=Cmp|POS=ADJ",
       "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
-      "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
-      "POS=INTJ",
-      "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
-      "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
-      "Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form",
-      "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs",
-      "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
-      "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
-      "Number=Sing|POS=PRON|PronType=Int,Rel",
+      "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
       "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form",
-      "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel",
-      "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ",
-      "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs",
-      "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-      "Definite=Ind|Number=Sing|POS=NOUN",
-      "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form",
       "Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-      "POS=SYM",
-      "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs",
-      "Degree=Sup|POS=ADJ",
-      "Number=Plur|POS=DET|PronType=Ind|Style=Arch",
-      "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem",
-      "Foreign=Yes|POS=X",
+      "Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Gen|Number=Plur|POS=PRON|PronType=Rcp",
       "POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs",
-      "Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
-      "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs",
-      "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
-      "Case=Gen|POS=PRON|PronType=Int,Rel",
-      "Gender=Com|Number=Sing|POS=PRON|PronType=Dem",
-      "Abbr=Yes|POS=X",
-      "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN",
+      "POS=SYM",
+      "POS=DET|PronType=Dem",
+      "Gender=Com|Number=Sing|POS=NUM",
+      "Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
       "Definite=Def|Degree=Abs|POS=ADJ",
-      "Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ",
-      "Definite=Ind|POS=NOUN",
-      "Gender=Com|Number=Plur|POS=NOUN",
-      "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
-      "Gender=Com|POS=PRON|PronType=Int,Rel",
-      "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "POS=VERB|Tense=Pres",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=NUM",
       "Degree=Abs|POS=ADV",
-      "POS=VERB|VerbForm=Ger",
-      "POS=VERB|Tense=Past|VerbForm=Part",
-      "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ",
-      "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form",
       "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
-      "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ",
-      "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs",
       "Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel",
-      "POS=VERB|Tense=Pres",
-      "Case=Gen|Number=Plur|POS=DET|PronType=Ind",
-      "Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
-      "POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs",
+      "POS=VERB|Tense=Past|VerbForm=Part",
+      "Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ",
       "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
-      "POS=AUX|Tense=Pres|VerbForm=Part",
-      "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass",
-      "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-      "Degree=Sup|Number=Plur|POS=ADJ",
-      "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs",
-      "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-      "Definite=Ind|Number=Plur|POS=NOUN",
-      "Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
-      "Mood=Imp|POS=AUX",
       "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
-      "Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
-      "Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
       "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Definite=Ind|POS=NOUN",
       "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind",
+      "Definite=Ind|Gender=Com|Number=Sing|POS=NUM",
+      "Definite=Def|Number=Plur|POS=NOUN",
       "Case=Gen|POS=NOUN",
-      "Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
-      "POS=DET|PronType=Dem",
-      "Definite=Def|Number=Plur|POS=NOUN"
+      "POS=AUX|Tense=Pres|VerbForm=Part"
     ],
     "parser":[
       "ROOT",
       "acl:relcl",
       "advcl",
       "advmod",
+      "advmod:lmod",
       "amod",
       "appos",
       "aux",
@@ -206,376 +227,459 @@
       "nummod",
       "obj",
       "obl",
-      "obl:loc",
+      "obl:lmod",
       "obl:tmod",
       "punct",
       "xcomp"
-    ],
-    "attribute_ruler":[
-
-    ],
-    "lemmatizer":[
-
     ],
     "ner":[
       "LOC",
       "MISC",
       "ORG",
       "PER"
+    ],
+    "coref":[
+
+    ],
+    "span_resolver":[
+
+    ],
+    "entity_linker":[
+
     ]
   },
   "pipeline":[
     "transformer",
+    "tagger",
     "morphologizer",
+    "trainable_lemmatizer",
     "parser",
-    "attribute_ruler",
-    "lemmatizer",
-    "ner"
+    "ner",
+    "coref",
+    "span_resolver",
+    "span_cleaner",
+    "entity_linker"
   ],
   "components":[
     "transformer",
+    "tagger",
     "morphologizer",
+    "trainable_lemmatizer",
     "parser",
-    "attribute_ruler",
-    "lemmatizer",
-    "ner"
+    "ner",
+    "coref",
+    "span_resolver",
+    "span_cleaner",
+    "entity_linker"
   ],
   "disabled":[
 
   ],
-  "_sourced_vectors_hashes":{
-
-  },
+  "requirements":[
+    "spacy-experimental>=0.6.2,<0.7.0",
+    "spacy-transformers>=1.2.3,<1.3.0"
+  ],
   "performance":{
-    "pos_acc":0.9583030655,
-    "morph_acc":0.9570439246,
+    "token_acc":0.9992023928,
+    "token_p":0.9970089731,
+    "token_r":0.9977052779,
+    "token_f":0.9973570039,
+    "sents_p":0.9295532646,
+    "sents_r":0.9575221239,
+    "sents_f":0.9433304272,
+    "tag_acc":0.9846798742,
+    "pos_acc":0.9842315369,
+    "morph_acc":0.9772942762,
+    "morph_micro_p":0.9894326733,
+    "morph_micro_r":0.9833448258,
+    "morph_micro_f":0.9863793562,
     "morph_per_feat":{
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-        "p":0.9950690335,
-        "r":0.9618684461,
-        "f":0.9781871062
-      },
-      "Tense":{
-        "p":0.9859922179,
-        "r":0.9540662651,
-        "f":0.9697665519
+      "NumType":{
+        "p":0.9941176471,
+        "r":0.9825581395,
+        "f":0.9883040936
       },
-      "VerbForm":{
-        "p":0.9823343849,
-        "r":0.952876377,
-        "f":0.9673811743
+      "Degree":{
+        "p":0.9791666667,
+        "r":0.9715762274,
+        "f":0.9753566796
       },
-      "Voice":{
-        "p":0.9938414165,
-        "r":0.9648729447,
-        "f":0.9791429655
+      "Number":{
+        "p":0.9824362606,
+        "r":0.9774520857,
+        "f":0.9799378355
       },
       "Definite":{
-        "p":0.9872480461,
-        "r":0.9482418017,
-        "f":0.9673518742
+        "p":0.9870410367,
+        "r":0.9777492512,
+        "f":0.9823731728
       },
       "Gender":{
-        "p":0.9793956044,
-        "r":0.9478231971,
-        "f":0.9633507853
+        "p":0.9781150724,
+        "r":0.9712583246,
+        "f":0.9746746395
       },
-      "Number":{
-        "p":0.985179197,
-        "r":0.9535732916,
-        "f":0.9691186216
+      "Mood":{
+        "p":0.9990366089,
+        "r":0.9952015355,
+        "f":0.9971153846
+      },
+      "Tense":{
+        "p":0.9960784314,
+        "r":0.9898674981,
+        "f":0.9929632525
+      },
+      "VerbForm":{
+        "p":0.9968454259,
+        "r":0.991217064,
+        "f":0.9940232778
+      },
+      "Voice":{
+        "p":0.999251497,
+        "r":0.9955257271,
+        "f":0.9973851326
       },
       "AdpType":{
         "p":1.0,
-        "r":0.9752431477,
-        "f":0.9874664279
+        "r":0.9953531599,
+        "f":0.9976711691
       },
-      "PartType":{
-        "p":1.0,
-        "r":0.9675324675,
-        "f":0.9834983498
+      "PronType":{
+        "p":0.9936708861,
+        "r":0.9918772563,
+        "f":0.9927732611
       },
       "Case":{
-        "p":0.9934640523,
-        "r":0.9605055292,
-        "f":0.9767068273
+        "p":0.9984350548,
+        "r":0.9891472868,
+        "f":0.9937694704
       },
       "Person":{
-        "p":0.9908925319,
-        "r":0.9662522202,
-        "f":0.9784172662
+        "p":0.9965095986,
+        "r":0.9896013865,
+        "f":0.9930434783
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-      "PronType":{
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-      },
-      "NumType":{
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-        "r":0.9337748344,
-        "f":0.9559322034
+      "Number[psor]":{
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+        "r":0.975308642,
+        "f":0.9813664596
       },
-      "Degree":{
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-        "r":0.943373494,
-        "f":0.9577981651
+      "Poss":{
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+        "r":0.987654321,
+        "f":0.9937888199
       },
-      "Reflex":{
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         "p":1.0,
         "r":1.0,
         "f":1.0
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-      "Number[psor]":{
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-        "r":0.988372093,
-        "f":0.9941520468
-      },
-      "Poss":{
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         "p":1.0,
-        "r":0.9772727273,
-        "f":0.9885057471
+        "r":1.0,
+        "f":1.0
       },
       "Foreign":{
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-        "r":0.8,
-        "f":0.8421052632
+        "p":0.5,
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       },
       "Abbr":{
-        "p":1.0,
-        "r":0.4,
-        "f":0.5714285714
+        "p":0.3333333333,
+        "r":0.5,
+        "f":0.4
       },
       "Style":{
         "p":1.0,
-        "r":1.0,
-        "f":1.0
+        "r":0.5,
+        "f":0.6666666667
       },
       "Polite":{
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-        "r":0.25,
-        "f":0.2857142857
+        "p":1.0,
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+        "f":0.8
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     },
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-    "dep_las":0.8176199573,
+    "dep_uas":0.8978522787,
+    "dep_las":0.8701623698,
     "dep_las_per_type":{
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-        "r":0.7528248588,
-        "f":0.7625178827
+      "nummod":{
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       },
-      "root":{
-        "p":0.8561403509,
-        "r":0.865248227,
-        "f":0.860670194
+      "amod":{
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       },
-      "nsubj":{
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-        "r":0.8713080169,
-        "f":0.8824786325
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       "cc":{
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       "advcl":{
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       "cop":{
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+    "nel_macro_r":0.2475984839,
+    "nel_macro_f":0.3752026075,
+    "nel_f_per_type":{
+      "MISC":{
+        "p":1.0,
+        "r":0.2631578947,
+        "f":0.4166666667
+      },
+      "PER":{
+        "p":0.8571428571,
+        "r":0.1016949153,
+        "f":0.1818181818
       },
       "LOC":{
-        "p":0.8818181818,
-        "r":0.8738738739,
-        "f":0.8778280543
+        "p":1.0,
+        "r":0.4285714286,
+        "f":0.6
+      },
+      "ORG":{
+        "p":0.65,
+        "r":0.196969697,
+        "f":0.3023255814
       }
-    },
-    "transformer_loss":417466.8663170633,
-    "morphologizer_loss":34589.6649030063,
-    "parser_loss":151048.9837691551,
-    "ner_loss":5460.9844742843
+    }
   },
   "sources":[
     {
-      "name":"UD Danish DDT v2.5",
+      "name":"UD Danish DDT v2.11",
       "url":"https://github.com/UniversalDependencies/UD_Danish-DDT",
       "license":"CC BY-SA 4.0",
       "author":"Johannsen, Anders; Mart\u00ednez Alonso, H\u00e9ctor; Plank, Barbara"
     },
     {
       "name":"DaNE",
-      "url":"https://github.com/alexandrainst/danlp/blob/master/docs/datasets.md#danish-dependency-treebank-dane",
+      "url":"https://huggingface.co/datasets/dane",
       "license":"CC BY-SA 4.0",
       "author":"Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders S\u00f8gaard"
     },
     {
-      "name":"Maltehb/-l-ctra-danish-electra-small-cased",
-      "author":"Malte H\u00f8jmark-Bertelsen",
-      "url":"https://huggingface.co/Maltehb/-l-ctra-danish-electra-small-cased",
+      "name":"DaCoref",
+      "url":"https://huggingface.co/datasets/alexandrainst/dacoref",
+      "license":"CC BY-SA 4.0",
+      "author":"Buch-Kromann, Matthias"
+    },
+    {
+      "name":"DaNED",
+      "url":"https://danlp-alexandra.readthedocs.io/en/stable/docs/datasets.html#daned",
+      "license":"CC BY-SA 4.0",
+      "author":"Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & S\u00f8gaard, A."
+    },
+    {
+      "name":"jonfd/electra-small-nordic",
+      "author":"J\u00f3n Fri\u00f0rik Da\u00f0ason",
+      "url":"https://huggingface.co/jonfd/electra-small-nordic",
       "license":"CC BY 4.0"
     }
   ],
-  "requirements":[
-    "spacy-transformers>=1.0.3,<1.1.0"
-  ],
-  "notes":"\n## Bias and Robustness\n\nBesides the validation done by SpaCy on the DaNE testset, DaCy also provides a series of augmentations to the DaNE test set to see how well the models deal with these types of augmentations.\nThe can be seen as behavioural probes akinn to the NLP checklist.\n\n### Deterministic Augmentations\nDeterministic augmentations are augmentation which always yield the same result.\n\n| Augmentation | Part-of-speech tagging (Accuracy) | Morphological tagging (Accuracy) | Dependency Parsing (UAS) | Dependency Parsing (LAS) |\u00a0Sentence segmentation (F1) | Lemmatization (Accuracy) | Named entity recognition (F1) |\n| --- | --- | --- | --- |  --- | --- | --- |  --- |\n| No augmentation | 0.98 | 0.974 | 0.868 |  0.836 | 0.936 | 0.844 | 0.765 |\n| \u00c6\u00f8\u00e5 Augmentation | 0.955 | 0.948 | 0.823 |  0.783 | 0.922 | 0.754 | 0.718 |\n| Lowercase | 0.974 | 0.97 | 0.862 |  0.828 | 0.905 | 0.848 | 0.681 |\n| No Spacing | 0.229 | 0.229 | 0.004 |  0.003 | 0.824 | 0.225 | 0.048 |\n| Abbreviated first names | 0.979 | 0.973 | 0.864 |  0.832 | 0.94 | 0.845 | 0.699 |\n| Input size augmentation 5 sentences | 0.956 | 0.956 | 0.851 |  0.818 | 0.883 | 0.844 | 0.743 |\n| Input size augmentation 10 sentences | 0.959 | 0.958 | 0.853 |  0.821 | 0.897 | 0.844 | 0.755 |\n\n\n\n### Stochastic Augmentations\nStochastic augmentations are augmentation which are repeated mulitple times to estimate the effect of the augmentation.\n\n| Augmentation | Part-of-speech tagging (Accuracy) | Morphological tagging (Accuracy) | Dependency Parsing (UAS) | Dependency Parsing (LAS) |\u00a0Sentence segmentation (F1) | Lemmatization (Accuracy) | Named entity recognition (F1) |\n| --- | --- | --- | --- |  --- | --- | --- |  --- |\n| Keystroke errors 2% | 0.931 (0.003) | 0.929 (0.003) | 0.797 (0.003) |  0.753 (0.003) | 0.884 (0.003) | 0.772 (0.003) | 0.657 (0.003) |\n| Keystroke errors 5% | 0.859 (0.003) | 0.863 (0.003) | 0.699 (0.003) |  0.641 (0.003) | 0.824 (0.003) | 0.681 (0.003) | 0.53 (0.003) |\n| Keystroke errors 15% | 0.633 (0.006) | 0.662 (0.006) | 0.439 (0.006) |  0.358 (0.006) | 0.688 (0.006) | 0.459 (0.006) | 0.293 (0.006) |\n| Danish names | 0.979 (0.0) | 0.974 (0.0) | 0.867 (0.0) |  0.835 (0.0) | 0.943 (0.0) | 0.847 (0.0) | 0.748 (0.0) |\n| Muslim names | 0.979 (0.0) | 0.974 (0.0) | 0.865 (0.0) |  0.833 (0.0) | 0.94 (0.0) | 0.847 (0.0) | 0.732 (0.0) |\n| Female names | 0.979 (0.0) | 0.974 (0.0) | 0.867 (0.0) |  0.835 (0.0) | 0.946 (0.0) | 0.847 (0.0) | 0.754 (0.0) |\n| Male names | 0.979 (0.0) | 0.974 (0.0) | 0.867 (0.0) |  0.835 (0.0) | 0.943 (0.0) | 0.847 (0.0) | 0.748 (0.0) |\n| Spacing Augmention 5% | 0.941 (0.002) | 0.936 (0.002) | 0.755 (0.002) |  0.725 (0.002) | 0.907 (0.002) | 0.811 (0.002) | 0.699 (0.002) |\n\n<details>\n\n<summary> Description of Augmenters </summary>\n\n    \n\n**No augmentation:**\nApplies no augmentation to the DaNE test set.\n\n**\u00c6\u00f8\u00e5 Augmentation:**\nThis augmentation replace the \u00e6,\u00f8, and \u00e5 with their spelling variations ae, oe and aa respectively.\n\n**Lowercase:**\nThis augmentation lowercases all text.\n\n**No Spacing:**\nThis augmentation removed all spacing from the text.\n\n**Abbreviated first names:**\nThis agmentation abbreviates the first names of entities. For instance 'Kenneth Enevoldsen' would turn to 'K. Enevoldsen'.\n\n**Keystroke errors 2%:**\nThis agmentation simulate keystroke errors by replacing 2% of keys with a neighbouring key on a Danish QWERTY keyboard. As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Keystroke errors 5%:**\nThis agmentation simulate keystroke errors by replacing 5% of keys with a neighbouring key on a Danish QWERTY keyboard. As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Keystroke errors 15%:**\nThis agmentation simulate keystroke errors by replacing 15% of keys with a neighbouring key on a Danish QWERTY keyboard. As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Danish names:**\nThis agmentation replace all names with Danish names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Muslim names:**\nThis agmentation replace all names with Muslim names derived from  Meldgaard (2005). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Female names:**\nThis agmentation replace all names with Danish female names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Male names:**\nThis agmentation replace all names with Danish male names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n\n**Spacing Augmention 5%:**\nThis agmentation replace all names with Danish male names derived from Danmarks Statistik (2021). As this agmentation is stochastic it is repeated 20 times to obtain a consistent estimate and the mean is provided with its standard deviation in parenthesis.\n </details> \n <br /> \n\n\n### Hardware\nThis was run an trained on a Quadro RTX 8000 GPU."
+  "notes":"\n\n### Training\nThis model was trained using [spaCy](https://spacy.io) and logged to [Weights & Biases](https://wandb.ai/kenevoldsen/dacy-v0.2.0). You can find all the training logs [here](https://wandb.ai/kenevoldsen/dacy-v0.2.0)."
 }

morphologizer/cfg

@@ -1,4 +1,5 @@
 {
+  "extend":false,
   "labels_morph":{
     "AdpType=Prep|POS=ADP":"AdpType=Prep",
     "Definite=Ind|Gender=Com|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Com|Number=Sing",
@@ -14,149 +15,150 @@
     "Degree=Pos|Number=Plur|POS=ADJ":"Degree=Pos|Number=Plur",
     "Definite=Ind|Gender=Com|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Com|Number=Plur",
     "POS=PUNCT":"",
+    "NumType=Ord|POS=ADJ":"NumType=Ord",
     "POS=CCONJ":"",
-    "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Cmp|Number=Sing",
-    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
-    "POS=PRON|PartType=Inf":"PartType=Inf",
-    "Gender=Com|Number=Sing|POS=DET|PronType=Ind":"Gender=Com|Number=Sing|PronType=Ind",
-    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Number=Sing",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
     "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Plur",
-    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Number=Sing",
-    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
+    "POS=VERB|VerbForm=Inf|Voice=Act":"VerbForm=Inf|Voice=Act",
+    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Degree=Sup|POS=ADV":"Degree=Sup",
     "Degree=Pos|POS=ADV":"Degree=Pos",
-    "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Definite=Def|Number=Sing|Tense=Past|VerbForm=Part",
-    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Sing",
-    "POS=PRON|PronType=Dem":"PronType=Dem",
-    "NumType=Card|POS=NUM":"NumType=Card",
-    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
-    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Com|Number=Sing|Person=3|PronType=Prs",
-    "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":"Degree=Pos|Gender=Com|Number=Sing",
+    "Gender=Com|Number=Sing|POS=DET|PronType=Ind":"Gender=Com|Number=Sing|PronType=Ind",
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "POS=ADP":"",
+    "POS=ADV|PartType=Inf":"PartType=Inf",
     "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Com|Number=Sing|Person=3|PronType=Prs",
-    "NumType=Ord|POS=ADJ":"NumType=Ord",
-    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
     "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Act",
-    "POS=VERB|VerbForm=Inf|Voice=Act":"VerbForm=Inf|Voice=Act",
+    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Number=Sing",
+    "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Act",
-    "POS=NOUN":"",
-    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass",
     "POS=ADP|PartType=Inf":"PartType=Inf",
+    "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Com|Number=Sing",
+    "NumType=Card|POS=NUM":"NumType=Card",
     "Degree=Pos|POS=ADJ":"Degree=Pos",
+    "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Definite=Ind|Number=Sing|Tense=Past|VerbForm=Part",
+    "POS=PART|PartType=Inf":"PartType=Inf",
+    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PronType=Prs|Reflex=Yes",
     "Definite=Def|Gender=Com|Number=Plur|POS=NOUN":"Definite=Def|Gender=Com|Number=Plur",
-    "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Sing",
+    "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
     "Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Com|Number=Sing",
+    "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ":"Definite=Def|Degree=Sup|Number=Plur",
+    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Plur|Person=3|PronType=Prs",
     "POS=AUX|VerbForm=Inf|Voice=Act":"VerbForm=Inf|Voice=Act",
-    "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Com|Number=Sing",
+    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
+    "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Cmp|Number=Sing",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "POS=PRON|PartType=Inf":"PartType=Inf",
+    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Number=Sing",
+    "Case=Nom|Gender=Com|POS=PRON|PronType=Ind":"Case=Nom|Gender=Com|PronType=Ind",
+    "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
+    "POS=INTJ":"",
     "Gender=Com|Number=Sing|POS=DET|PronType=Dem":"Gender=Com|Number=Sing|PronType=Dem",
-    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
-    "Gender=Com|Number=Sing|POS=PRON|PronType=Ind":"Gender=Com|Number=Sing|PronType=Ind",
-    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PronType=Prs|Reflex=Yes",
-    "POS=PART|PartType=Inf":"PartType=Inf",
+    "Case=Gen|Number=Plur|POS=DET|PronType=Ind":"Case=Gen|Number=Plur|PronType=Ind",
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Pres|VerbForm=Fin|Voice=Pass",
+    "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Def|Gender=Neut|Number=Plur",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
+    "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|Style=Form",
+    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Com|Number=Sing|Person=3|PronType=Prs",
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+    "Case=Gen|POS=PROPN":"Case=Gen",
+    "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Acc|Gender=Com|Number=Sing|Person=1|PronType=Prs",
+    "Definite=Def|Degree=Sup|POS=ADJ":"Definite=Def|Degree=Sup",
     "Gender=Neut|Number=Sing|POS=DET|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
-    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Number=Plur|Person=3|PronType=Prs",
-    "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
-    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
+    "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Definite=Def|Number=Sing|Tense=Past|VerbForm=Part",
+    "POS=PRON|PronType=Dem":"PronType=Dem",
+    "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":"Degree=Pos|Gender=Com|Number=Sing",
+    "Number=Plur|POS=NUM":"Number=Plur",
+    "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
+    "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ":"Definite=Def|Degree=Sup|Number=Sing",
+    "Number=Sing|POS=PRON|PronType=Int,Rel":"Number=Sing|PronType=Int,Rel",
     "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Gender=Com|Number=Sing|Person=1|PronType=Prs",
-    "Case=Nom|Gender=Com|POS=PRON|PronType=Ind":"Case=Nom|Gender=Com|PronType=Ind",
-    "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
-    "Mood=Imp|POS=VERB":"Mood=Imp",
+    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
     "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
-    "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Definite=Ind|Number=Sing|Tense=Past|VerbForm=Part",
-    "POS=X":"",
+    "POS=PRON":"",
+    "Definite=Ind|Number=Sing|POS=NOUN":"Definite=Ind|Number=Sing",
+    "Definite=Ind|Number=Sing|POS=NUM":"Definite=Ind|Number=Sing",
+    "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Com|Number=Sing",
+    "Foreign=Yes|POS=ADV":"Foreign=Yes",
+    "POS=NOUN":"",
+    "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
+    "Gender=Com|Number=Plur|POS=NOUN":"Gender=Com|Number=Plur",
+    "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel":"Gender=Neut|Number=Sing|PronType=Int,Rel",
     "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Gender=Com|Number=Plur|Person=1|PronType=Prs",
+    "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Gender=Com|Number=Sing|POS=PRON|PronType=Ind":"Gender=Com|Number=Sing|PronType=Ind",
+    "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Com|Number=Plur",
+    "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Degree=Pos|Gender=Neut|Number=Sing",
+    "Degree=Sup|POS=ADJ":"Degree=Sup",
+    "Degree=Pos|Number=Sing|POS=ADJ":"Degree=Pos|Number=Sing",
+    "Mood=Imp|POS=VERB":"Mood=Imp",
+    "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Nom|Gender=Com|Person=2|Polite=Form|PronType=Prs",
+    "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc|Gender=Com|Person=2|Polite=Form|PronType=Prs",
+    "POS=X":"",
     "Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Com|Number=Plur",
-    "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
-    "Number=Plur|POS=PRON|PronType=Int,Rel":"Number=Plur|PronType=Int,Rel",
-    "POS=VERB|VerbForm=Inf|Voice=Pass":"VerbForm=Inf|Voice=Pass",
-    "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Com|Number=Sing",
-    "Degree=Cmp|POS=ADV":"Degree=Cmp",
-    "POS=ADV|PartType=Inf":"PartType=Inf",
-    "Degree=Sup|POS=ADV":"Degree=Sup",
     "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
-    "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
-    "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Def|Gender=Neut|Number=Plur",
-    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Acc|Gender=Com|Number=Sing|Person=1|PronType=Prs",
-    "Case=Gen|POS=PROPN":"Case=Gen",
-    "POS=ADP":"",
+    "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc|Gender=Com|Number=Plur|Person=1|PronType=Prs",
+    "Number=Plur|POS=PRON|PronType=Int,Rel":"Number=Plur|PronType=Int,Rel",
+    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
     "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
-    "Definite=Def|Degree=Sup|POS=ADJ":"Definite=Def|Degree=Sup",
-    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
-    "Degree=Pos|Number=Sing|POS=ADJ":"Degree=Pos|Number=Sing",
-    "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
     "Gender=Com|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form":"Gender=Com|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|Style=Form",
+    "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Gender=Com|Number=Sing|Person=2|PronType=Prs",
+    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Acc|Gender=Com|Number=Sing|Person=2|PronType=Prs",
+    "Gender=Com|POS=PRON|PronType=Int,Rel":"Gender=Com|PronType=Int,Rel",
+    "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ":"Case=Gen|Degree=Pos|Number=Plur",
+    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
+    "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
+    "Gender=Com|Number=Sing|POS=PRON|PronType=Dem":"Gender=Com|Number=Sing|PronType=Dem",
+    "Case=Gen|POS=PRON|PronType=Int,Rel":"Case=Gen|PronType=Int,Rel",
+    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass",
+    "Abbr=Yes|POS=X":"Abbr=Yes",
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur",
+    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Number=Plur|POS=NOUN":"Definite=Ind|Number=Plur",
+    "Foreign=Yes|POS=X":"Foreign=Yes",
     "Number=Plur|POS=PRON|PronType=Rcp":"Number=Plur|PronType=Rcp",
+    "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Gender=Com|Number=Plur|Person=2|PronType=Prs",
     "Case=Gen|Degree=Cmp|POS=ADJ":"Case=Gen|Degree=Cmp",
     "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Plur",
-    "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs",
-    "POS=INTJ":"",
-    "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
-    "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Degree=Pos|Gender=Neut|Number=Sing",
-    "Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form":"Gender=Neut|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|Style=Form",
-    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Acc|Gender=Com|Number=Sing|Person=2|PronType=Prs",
-    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
-    "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur",
-    "Number=Sing|POS=PRON|PronType=Int,Rel":"Number=Sing|PronType=Int,Rel",
+    "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Acc|Gender=Com|Number=Plur|Person=2|PronType=Prs",
+    "Gender=Neut|Number=Sing|POS=PRON|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
     "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|Style=Form",
-    "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel":"Gender=Neut|Number=Sing|PronType=Int,Rel",
-    "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ":"Definite=Def|Degree=Sup|Number=Plur",
-    "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Gender=Com|Number=Sing|Person=2|PronType=Prs",
-    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-    "Definite=Ind|Number=Sing|POS=NOUN":"Definite=Ind|Number=Sing",
-    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Neut|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs|Style=Form":"Gender=Neut|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|Style=Form",
     "Number=Plur|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Number=Plur|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-    "POS=SYM":"",
-    "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Nom|Gender=Com|Person=2|Polite=Form|PronType=Prs",
-    "Degree=Sup|POS=ADJ":"Degree=Sup",
-    "Number=Plur|POS=DET|PronType=Ind|Style=Arch":"Number=Plur|PronType=Ind|Style=Arch",
-    "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Com|Number=Sing|PronType=Dem",
-    "Foreign=Yes|POS=X":"Foreign=Yes",
+    "Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Gen|Number=Plur|POS=PRON|PronType=Rcp":"Case=Gen|Number=Plur|PronType=Rcp",
     "POS=DET|Person=2|Polite=Form|Poss=Yes|PronType=Prs":"Person=2|Polite=Form|Poss=Yes|PronType=Prs",
-    "Gender=Neut|Number=Sing|POS=PRON|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
-    "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc|Gender=Com|Number=Plur|Person=1|PronType=Prs",
-    "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
-    "Case=Gen|POS=PRON|PronType=Int,Rel":"Case=Gen|PronType=Int,Rel",
-    "Gender=Com|Number=Sing|POS=PRON|PronType=Dem":"Gender=Com|Number=Sing|PronType=Dem",
-    "Abbr=Yes|POS=X":"Abbr=Yes",
-    "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Com|Number=Plur",
+    "POS=SYM":"",
+    "POS=DET|PronType=Dem":"PronType=Dem",
+    "Gender=Com|Number=Sing|POS=NUM":"Gender=Com|Number=Sing",
+    "Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs",
+    "Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Case=Gen|Number=Plur|Tense=Past|VerbForm=Part",
     "Definite=Def|Degree=Abs|POS=ADJ":"Definite=Def|Degree=Abs",
-    "Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Sup|Number=Sing",
-    "Definite=Ind|POS=NOUN":"Definite=Ind",
-    "Gender=Com|Number=Plur|POS=NOUN":"Gender=Com|Number=Plur",
-    "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
-    "Gender=Com|POS=PRON|PronType=Int,Rel":"Gender=Com|PronType=Int,Rel",
-    "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Gender=Com|Number=Plur|Person=2|PronType=Prs",
+    "POS=VERB|Tense=Pres":"Tense=Pres",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=NUM":"Definite=Ind|Gender=Neut|Number=Sing",
     "Degree=Abs|POS=ADV":"Degree=Abs",
-    "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
-    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
-    "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ":"Definite=Def|Degree=Sup|Number=Sing",
-    "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs|Style=Form",
     "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Def|Degree=Pos|Number=Sing",
-    "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ":"Case=Gen|Degree=Pos|Number=Plur",
-    "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc|Gender=Com|Person=2|Polite=Form|PronType=Prs",
     "Gender=Com|Number=Sing|POS=PRON|PronType=Int,Rel":"Gender=Com|Number=Sing|PronType=Int,Rel",
-    "POS=VERB|Tense=Pres":"Tense=Pres",
-    "Case=Gen|Number=Plur|POS=DET|PronType=Ind":"Case=Gen|Number=Plur|PronType=Ind",
-    "Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs",
-    "POS=PRON|Person=2|Polite=Form|Poss=Yes|PronType=Prs":"Person=2|Polite=Form|Poss=Yes|PronType=Prs",
+    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "Definite=Ind|Degree=Sup|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Sup|Number=Sing",
     "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
-    "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
-    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Pass":"Mood=Ind|Tense=Past|VerbForm=Fin|Voice=Pass",
-    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-    "Degree=Sup|Number=Plur|POS=ADJ":"Degree=Sup|Number=Plur",
-    "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Acc|Gender=Com|Number=Plur|Person=2|PronType=Prs",
-    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":"Gender=Neut|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes",
-    "Definite=Ind|Number=Plur|POS=NOUN":"Definite=Ind|Number=Plur",
-    "Case=Gen|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Case=Gen|Number=Plur|Tense=Past|VerbForm=Part",
-    "Mood=Imp|POS=AUX":"Mood=Imp",
     "Gender=Com|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Com|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
-    "Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
-    "Definite=Def|Gender=Com|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Definite=Def|Gender=Com|Number=Sing|Tense=Past|VerbForm=Part",
     "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Definite=Ind|POS=NOUN":"Definite=Ind",
     "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind":"Case=Gen|Gender=Com|Number=Sing|PronType=Ind",
+    "Definite=Ind|Gender=Com|Number=Sing|POS=NUM":"Definite=Ind|Gender=Com|Number=Sing",
+    "Definite=Def|Number=Plur|POS=NOUN":"Definite=Def|Number=Plur",
     "Case=Gen|POS=NOUN":"Case=Gen",
-    "Number[psor]=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number[psor]=Plur|Person=3|Poss=Yes|PronType=Prs",
-    "POS=DET|PronType=Dem":"PronType=Dem",
-    "Definite=Def|Number=Plur|POS=NOUN":"Definite=Def|Number=Plur"
+    "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part"
   },
   "labels_pos":{
     "AdpType=Prep|POS=ADP":85,
@@ -173,148 +175,150 @@
     "Degree=Pos|Number=Plur|POS=ADJ":84,
     "Definite=Ind|Gender=Com|Number=Plur|POS=NOUN":92,
     "POS=PUNCT":97,
+    "NumType=Ord|POS=ADJ":84,
     "POS=CCONJ":89,
-    "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ":84,
-    "Degree=Cmp|POS=ADJ":84,
-    "POS=PRON|PartType=Inf":95,
-    "Gender=Com|Number=Sing|POS=DET|PronType=Ind":90,
-    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":84,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
-    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":84,
-    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":90,
+    "POS=VERB|VerbForm=Inf|Voice=Act":100,
+    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
+    "Degree=Sup|POS=ADV":86,
     "Degree=Pos|POS=ADV":86,
-    "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
-    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
-    "POS=PRON|PronType=Dem":95,
-    "NumType=Card|POS=NUM":93,
-    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":84,
-    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
-    "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":84,
+    "Gender=Com|Number=Sing|POS=DET|PronType=Ind":90,
+    "Number=Plur|POS=DET|PronType=Ind":90,
+    "POS=ADP":85,
+    "POS=ADV|PartType=Inf":86,
     "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
-    "NumType=Ord|POS=ADJ":84,
-    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":90,
     "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin|Voice=Act":87,
-    "POS=VERB|VerbForm=Inf|Voice=Act":100,
+    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":84,
+    "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
     "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin|Voice=Act":100,
-    "POS=NOUN":92,
-    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":100,
     "POS=ADP|PartType=Inf":85,
+    "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":84,
+    "NumType=Card|POS=NUM":93,
     "Degree=Pos|POS=ADJ":84,
+    "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":87,
+    "POS=PART|PartType=Inf":94,
+    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":95,
     "Definite=Def|Gender=Com|Number=Plur|POS=NOUN":92,
-    "Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
+    "Number[psor]=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "POS=VERB|Tense=Pres|VerbForm=Part":100,
+    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
     "Case=Gen|Definite=Def|Gender=Com|Number=Sing|POS=NOUN":92,
+    "Definite=Def|Degree=Sup|Number=Plur|POS=ADJ":84,
+    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
     "POS=AUX|VerbForm=Inf|Voice=Act":87,
-    "Definite=Ind|Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":84,
+    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":84,
+    "Definite=Ind|Degree=Cmp|Number=Sing|POS=ADJ":84,
+    "Degree=Cmp|POS=ADJ":84,
+    "POS=PRON|PartType=Inf":95,
+    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":84,
+    "Case=Nom|Gender=Com|POS=PRON|PronType=Ind":95,
+    "Number=Plur|POS=PRON|PronType=Ind":95,
+    "POS=INTJ":91,
     "Gender=Com|Number=Sing|POS=DET|PronType=Dem":90,
-    "Number=Plur|POS=DET|PronType=Ind":90,
-    "Gender=Com|Number=Sing|POS=PRON|PronType=Ind":95,
-    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":95,
-    "POS=PART|PartType=Inf":94,
+    "Case=Gen|Number=Plur|POS=DET|PronType=Ind":90,
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass":100,
+    "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":92,
+    "Degree=Cmp|POS=ADV":86,
+    "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs|Style=Form":95,
+    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":90,
+    "Case=Gen|POS=PROPN":96,
+    "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind":95,
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":90,
+    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
+    "Definite=Def|Degree=Sup|POS=ADJ":84,
     "Gender=Neut|Number=Sing|POS=DET|PronType=Ind":90,
-    "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
-    "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":92,
-    "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":90,
+    "Definite=Def|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "POS=PRON|PronType=Dem":95,
+    "Degree=Pos|Gender=Com|Number=Sing|POS=ADJ":84,
+    "Number=Plur|POS=NUM":93,
+    "POS=VERB|VerbForm=Inf|Voice=Pass":100,
+    "Definite=Def|Degree=Sup|Number=Sing|POS=ADJ":84,
+    "Number=Sing|POS=PRON|PronType=Int,Rel":95,
     "Case=Nom|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
-    "Case=Nom|Gender=Com|POS=PRON|PronType=Ind":95,
-    "Gender=Neut|Number=Sing|POS=PRON|PronType=Ind":95,
-    "Mood=Imp|POS=VERB":100,
+    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
     "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
-    "Definite=Ind|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":87,
-    "POS=X":101,
+    "POS=PRON":95,
+    "Definite=Ind|Number=Sing|POS=NOUN":92,
+    "Definite=Ind|Number=Sing|POS=NUM":93,
+    "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN":92,
+    "Foreign=Yes|POS=ADV":86,
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transformer/model/config.json

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-{
-  "_name_or_path": "Maltehb/-l-ctra-danish-electra-small-cased",
-  "architectures": [
-    "ElectraForPreTraining"
-  ],
-  "attention_probs_dropout_prob": 0.1,
-  "embedding_size": 128,
-  "generator_size": "0.25",
-  "hidden_act": "gelu",
-  "hidden_dropout_prob": 0.1,
-  "hidden_size": 256,
-  "initializer_range": 0.02,
-  "intermediate_size": 1024,
-  "layer_norm_eps": 1e-12,
-  "max_position_embeddings": 512,
-  "model_type": "electra",
-  "num_attention_heads": 4,
-  "num_hidden_layers": 12,
-  "pad_token_id": 0,
-  "position_embedding_type": "absolute",
-  "summary_activation": "gelu",
-  "summary_last_dropout": 0.1,
-  "summary_type": "first",
-  "summary_use_proj": true,
-  "transformers_version": "4.5.1",
-  "type_vocab_size": 2,
-  "vocab_size": 32000
-}

transformer/model/special_tokens_map.json

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-{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}

transformer/model/tokenizer_config.json

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-{"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "special_tokens_map_file": null, "full_tokenizer_file": null, "model_max_length": 128, "name_or_path": "Maltehb/-l-ctra-danish-electra-small-cased", "do_basic_tokenize": true, "never_split": null}

vocab/lookups.bin

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-size 20402
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vocab/strings.json

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vocab/vectors.cfg

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+{
+  "mode":"default"
+}