Added version 0.2.0

.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

@@ -1,87 +1,37 @@
----
-tags:
-- spacy
-- token-classification
-language:
-- da
-license: apache-2.0
-model-index:
-- name: da_dacy_medium_trf
-  results:
-  - task:
-      name: NER
-      type: token-classification
-    metrics:
-    - name: NER Precision
-      type: precision
-      value: 0.817047817
-    - name: NER Recall
-      type: recall
-      value: 0.81875
-    - name: NER F Score
-      type: f_score
-      value: 0.8178980229
-  - task:
-      name: SENTER
-      type: token-classification
-    metrics:
-    - name: SENTER Precision
-      type: precision
-      value: 0.873015873
-    - name: SENTER Recall
-      type: recall
-      value: 0.8776595745
-    - name: SENTER F Score
-      type: f_score
-      value: 0.875331565
-  - task:
-      name: UNLABELED_DEPENDENCIES
-      type: token-classification
-    metrics:
-    - name: Unlabeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8714971531
-  - task:
-      name: LABELED_DEPENDENCIES
-      type: token-classification
-    metrics:
-    - name: Labeled Dependencies Accuracy
-      type: accuracy
-      value: 0.8714971531
----
 
 <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 medium transformer
+# DaCy medium
 
 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 DaNE dataset. 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_medium_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/danish-bert-botxo](https://huggingface.co/Maltehb/danish-bert-botxo) (BotXO.ai) |
+| **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 />[vesteinn/DanskBERT](https://huggingface.co/vesteinn/DanskBERT) (Vésteinn Snæbjarnarson) |
 | **License** | `Apache-2.0 License` |
-| **Author** | [Centre for Humanities Computing Aarhus](https://chcaa.io/#/) |
+| **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>
@@ -90,104 +40,36 @@ DaCy also contains guides on usage of the package as well as behavioural test fo
 
 | Type | Score |
 | --- | --- |
-| `POS_ACC` | 97.44 |
-| `MORPH_ACC` | 97.24 |
-| `DEP_UAS` | 87.15 |
-| `DEP_LAS` | 83.97 |
-| `SENTS_P` | 87.30 |
-| `SENTS_R` | 87.77 |
-| `SENTS_F` | 87.53 |
-| `LEMMA_ACC` | 84.91 |
-| `ENTS_F` | 81.79 |
-| `ENTS_P` | 81.70 |
-| `ENTS_R` | 81.88 |
-| `TRANSFORMER_LOSS` | 1224302.39 |
-| `MORPHOLOGIZER_LOSS` | 388869.90 |
-| `PARSER_LOSS` | 7861802.70 |
-| `NER_LOSS` | 68503.20 |
-
-
-## 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 | 0.975 | 0.888 |  0.857 | 0.936 | 0.844 | 0.765 |
-| Æøå Augmentation | 0.963 | 0.955 | 0.88 |  0.844 | 0.944 | 0.754 | 0.712 |
-| Lowercase | 0.98 | 0.975 | 0.888 |  0.857 | 0.936 | 0.848 | 0.765 |
-| No Spacing | 0.229 | 0.229 | 0.004 |  0.004 | 0.683 | 0.225 | 0.058 |
-| Abbreviated first names | 0.976 | 0.974 | 0.885 |  0.854 | 0.934 | 0.845 | 0.741 |
-| Input size augmentation 5 sentences | 0.978 | 0.973 | 0.88 |  0.85 | 0.883 | 0.844 | 0.77 |
-| Input size augmentation 10 sentences | 0.977 | 0.973 | 0.878 |  0.847 | 0.872 | 0.844 | 0.768 |
-
-
-
-### 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% | 0.936 (0.002) | 0.934 (0.002) | 0.836 (0.002) |  0.795 (0.002) | 0.889 (0.002) | 0.773 (0.002) | 0.627 (0.002) |
-| Keystroke errors 5% | 0.869 (0.003) | 0.873 (0.003) | 0.753 (0.003) |  0.696 (0.003) | 0.829 (0.003) | 0.68 (0.003) | 0.487 (0.003) |
-| Keystroke errors 15% | 0.647 (0.007) | 0.684 (0.007) | 0.5 (0.007) |  0.417 (0.007) | 0.664 (0.007) | 0.46 (0.007) | 0.256 (0.007) |
-| Danish names | 0.978 (0.0) | 0.975 (0.0) | 0.885 (0.0) |  0.855 (0.0) | 0.934 (0.0) | 0.847 (0.0) | 0.771 (0.0) |
-| Muslim names | 0.978 (0.0) | 0.975 (0.0) | 0.886 (0.0) |  0.855 (0.0) | 0.935 (0.0) | 0.847 (0.0) | 0.749 (0.0) |
-| Female names | 0.979 (0.0) | 0.975 (0.0) | 0.886 (0.0) |  0.856 (0.0) | 0.933 (0.0) | 0.847 (0.0) | 0.775 (0.0) |
-| Male names | 0.978 (0.0) | 0.975 (0.0) | 0.885 (0.0) |  0.855 (0.0) | 0.933 (0.0) | 0.847 (0.0) | 0.773 (0.0) |
-| Spacing Augmention 5% | 0.941 (0.002) | 0.937 (0.002) | 0.78 (0.002) |  0.751 (0.002) | 0.905 (0.002) | 0.812 (0.002) | 0.701 (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` | 98.42 |
+| `SENTS_R` | 99.29 |
+| `SENTS_F` | 98.85 |
+| `TAG_ACC` | 98.47 |
+| `POS_ACC` | 98.57 |
+| `MORPH_ACC` | 98.14 |
+| `MORPH_MICRO_P` | 99.10 |
+| `MORPH_MICRO_R` | 98.77 |
+| `MORPH_MICRO_F` | 98.93 |
+| `DEP_UAS` | 90.84 |
+| `DEP_LAS` | 88.33 |
+| `ENTS_P` | 87.08 |
+| `ENTS_R` | 84.59 |
+| `ENTS_F` | 85.82 |
+| `COREF_LEA_F1` | 41.18 |
+| `COREF_LEA_PRECISION` | 48.89 |
+| `COREF_LEA_RECALL` | 35.58 |
+| `NEL_SCORE` | 80.12 |
+| `NEL_MICRO_P` | 99.23 |
+| `NEL_MICRO_R` | 67.19 |
+| `NEL_MICRO_F` | 80.12 |
+| `NEL_MACRO_P` | 99.39 |
+| `NEL_MACRO_R` | 65.99 |
+| `NEL_MACRO_F` | 78.15 |
+
+
+
+### 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).

attribute_ruler/patterns

@@ -1 +0,0 @@
-�

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_medium_trf/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]
@@ -63,96 +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/danish-bert-botxo"
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "vesteinn/DanskBERT"
+mixed_precision = false
 
 [components.transformer.model.get_spans]
 @span_getters = "spacy-transformers.strided_spans.v1"
-window = 128
-stride = 96
+window = 400
+stride = 350
+
+[components.transformer.model.grad_scaler_config]
 
 [components.transformer.model.tokenizer_config]
 use_fast = true
-strip_accents = false
+
+[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 = 20000
-eval_frequency = 1000
+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"
@@ -161,66 +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":768
+}

lemmatizer/lookups/lookups.bin → coref/model

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6864ce8705293ba1b6dcf349ec133cdc33db3ba57f6e9337458cfe5073b6f103
-size 11537995
+oid sha256:be2b3ea7f99886e627799923f87a8de20ed5c4acaf1481f4d1840694c91dbf0a
+size 34992476

da_dacy_medium_trf-any-py3-none-any.whl

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-oid sha256:18148d5a7c83d6842645d471d6ea6973c11b1e039bdc3a1a704f4c2c7c9ea7b4
-size 417787063
+oid sha256:1df8fffe95cf7461daed0f6c757ec11171096d5be627498818c652b1aff42bcb
+size 490235375

entity_linker/cfg

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

transformer/model/pytorch_model.bin → entity_linker/kb/contents

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f657cf1de5ca07b7c7940a3b91f6061a4b5bfafb8c27ba5bd96a853a3ccf4e1b
-size 442554327
+oid sha256:5249a8cbe7d241943bf2297681a7a140467506bd507922c2e47643cd64d2888c
+size 8778224

entity_linker/kb/strings.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:732a4ef43858427e5728dbfe761a5a082708791b280e19b62a949dc86d94d43b
+size 559069

entity_linker/model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21879aaf49f428b07c5fb89dce1b90067dcc8e62b70c93a86522fd3461362ba6
+size 3411574

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"da",
   "name":"dacy_medium_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 medium 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 medium\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 DaNE dataset. 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. \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":"Kenneth.enevoldsen@cas.au.dk",
   "url":"https://chcaa.io/#/",
   "license":"Apache-2.0 License",
-  "spacy_version":">=3.1.1,<3.2.0",
-  "spacy_git_version":"ffaead8fe",
+  "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",
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+      "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",
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-      "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
-      "POS=PART|PartType=Inf",
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+      "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin|Voice=Pass",
+      "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
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-      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
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-      "Mood=Imp|POS=VERB",
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       "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",
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+      "Definite=Ind|Number=Sing|POS=NUM",
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       "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
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       "Case=Gen|Gender=Com|Number=Sing|POS=DET|PronType=Ind",
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       "Case=Gen|POS=NOUN",
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-      "POS=DET|PronType=Dem",
-      "Definite=Def|Number=Plur|POS=NOUN"
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     ],
     "parser":[
       "ROOT",
       "acl:relcl",
       "advcl",
       "advmod",
+      "advmod:lmod",
       "amod",
       "appos",
       "aux",
@@ -206,376 +227,458 @@
       "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",
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-    "lemmatizer",
-    "ner"
+    "ner",
+    "coref",
+    "span_resolver",
+    "span_cleaner",
+    "entity_linker"
   ],
   "disabled":[
 
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-  "_sourced_vectors_hashes":{
-
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       "url":"https://github.com/UniversalDependencies/UD_Danish-DDT",
       "license":"CC BY-SA 4.0",
       "author":"Johannsen, Anders; Mart\u00ednez Alonso, H\u00e9ctor; Plank, Barbara"
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       "name":"DaNE",
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       "license":"CC BY-SA 4.0",
       "author":"Rasmus Hvingelby, Amalie B. Pauli, Maria Barrett, Christina Rosted, Lasse M. Lidegaard, Anders S\u00f8gaard"
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+      "author":"Buch-Kromann, Matthias"
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+      "license":"CC BY-SA 4.0",
+      "author":"Barrett, M. J., Lam, H., Wu, M., Lacroix, O., Plank, B., & S\u00f8gaard, A."
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+      "name":"vesteinn/DanskBERT",
+      "author":"V\u00e9steinn Sn\u00e6bjarnarson",
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-    "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 | 0.975 | 0.888 |  0.857 | 0.936 | 0.844 | 0.765 |\n| \u00c6\u00f8\u00e5 Augmentation | 0.963 | 0.955 | 0.88 |  0.844 | 0.944 | 0.754 | 0.712 |\n| Lowercase | 0.98 | 0.975 | 0.888 |  0.857 | 0.936 | 0.848 | 0.765 |\n| No Spacing | 0.229 | 0.229 | 0.004 |  0.004 | 0.683 | 0.225 | 0.058 |\n| Abbreviated first names | 0.976 | 0.974 | 0.885 |  0.854 | 0.934 | 0.845 | 0.741 |\n| Input size augmentation 5 sentences | 0.978 | 0.973 | 0.88 |  0.85 | 0.883 | 0.844 | 0.77 |\n| Input size augmentation 10 sentences | 0.977 | 0.973 | 0.878 |  0.847 | 0.872 | 0.844 | 0.768 |\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% | 0.936 (0.002) | 0.934 (0.002) | 0.836 (0.002) |  0.795 (0.002) | 0.889 (0.002) | 0.773 (0.002) | 0.627 (0.002) |\n| Keystroke errors 5% | 0.869 (0.003) | 0.873 (0.003) | 0.753 (0.003) |  0.696 (0.003) | 0.829 (0.003) | 0.68 (0.003) | 0.487 (0.003) |\n| Keystroke errors 15% | 0.647 (0.007) | 0.684 (0.007) | 0.5 (0.007) |  0.417 (0.007) | 0.664 (0.007) | 0.46 (0.007) | 0.256 (0.007) |\n| Danish names | 0.978 (0.0) | 0.975 (0.0) | 0.885 (0.0) |  0.855 (0.0) | 0.934 (0.0) | 0.847 (0.0) | 0.771 (0.0) |\n| Muslim names | 0.978 (0.0) | 0.975 (0.0) | 0.886 (0.0) |  0.855 (0.0) | 0.935 (0.0) | 0.847 (0.0) | 0.749 (0.0) |\n| Female names | 0.979 (0.0) | 0.975 (0.0) | 0.886 (0.0) |  0.856 (0.0) | 0.933 (0.0) | 0.847 (0.0) | 0.775 (0.0) |\n| Male names | 0.978 (0.0) | 0.975 (0.0) | 0.885 (0.0) |  0.855 (0.0) | 0.933 (0.0) | 0.847 (0.0) | 0.773 (0.0) |\n| Spacing Augmention 5% | 0.941 (0.002) | 0.937 (0.002) | 0.78 (0.002) |  0.751 (0.002) | 0.905 (0.002) | 0.812 (0.002) | 0.701 (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,
+    "POS=NOUN":92,
+    "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":92,
+    "Gender=Com|Number=Plur|POS=NOUN":92,
+    "Gender=Neut|Number=Sing|POS=PRON|PronType=Int,Rel":95,
     "Case=Nom|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
+    "Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
+    "Gender=Com|Number=Sing|POS=PRON|PronType=Ind":95,
+    "Case=Gen|Definite=Ind|Gender=Com|Number=Plur|POS=NOUN":92,
+    "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":84,
+    "Degree=Sup|POS=ADJ":84,
+    "Degree=Pos|Number=Sing|POS=ADJ":84,
+    "Mood=Imp|POS=VERB":100,
+    "Case=Nom|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs":95,
+    "Case=Acc|Gender=Com|POS=PRON|Person=2|Polite=Form|PronType=Prs":95,
+    "POS=X":101,
     "Case=Gen|Definite=Def|Gender=Com|Number=Plur|POS=NOUN":92,
-    "POS=VERB|Tense=Pres|VerbForm=Part":100,
-    "Number=Plur|POS=PRON|PronType=Int,Rel":95,
-    "POS=VERB|VerbForm=Inf|Voice=Pass":100,
-    "Case=Gen|Definite=Ind|Gender=Com|Number=Sing|POS=NOUN":92,
-    "Degree=Cmp|POS=ADV":86,
-    "POS=ADV|PartType=Inf":86,
-    "Degree=Sup|POS=ADV":86,
     "Number=Plur|POS=PRON|PronType=Dem":95,
-    "Number=Plur|POS=PRON|PronType=Ind":95,
-    "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":92,
-    "Case=Acc|Gender=Com|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
-    "Case=Gen|POS=PROPN":96,
-    "POS=ADP":85,
+    "Case=Acc|Gender=Com|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
+    "Number=Plur|POS=PRON|PronType=Int,Rel":95,
+    "Gender=Com|Number=Sing|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":90,
     "Degree=Cmp|Number=Plur|POS=ADJ":84,
-    "Definite=Def|Degree=Sup|POS=ADJ":84,
-    "Gender=Neut|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
-    "Degree=Pos|Number=Sing|POS=ADJ":84,
-    "Number=Plur|Number[psor]=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs|Reflex=Yes":90,
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
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