Update spaCy pipeline

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+de_ggponc_medbertde-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+morphologizer/model filter=lfs diff=lfs merge=lfs -text
+spancat/model filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text
+transformer_spancat/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,109 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- de
+model-index:
+- name: de_ggponc_medbertde
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.0
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.0
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.0
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.0
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.0
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.780529462
+---
+GGPONC NER Model
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `de_ggponc_medbertde` |
+| **Version** | `1.0.0` |
+| **spaCy** | `>=3.4.4,<3.5.0` |
+| **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `transformer_spancat`, `spancat` |
+| **Components** | `transformer`, `morphologizer`, `parser`, `transformer_spancat`, `spancat` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [Florian Borchert](florianborchert.de) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (719 labels for 3 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`morphologizer`** | `POS=PUNCT`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=ADV`, `Case=Nom\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=ADP`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=PROPN`, `POS=VERB\|VerbForm=Part`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Foreign=Yes\|POS=X`, `Degree=Pos\|POS=ADV`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=ADP`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Dat\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Dat\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `POS=SCONJ`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `POS=VERB\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=PART`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Nom\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Dat\|Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Dat\|Number=Plur\|POS=PROPN`, `POS=PRON\|PronType=Ind`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Nom\|Number=Sing\|POS=PROPN`, `Case=Dat\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=NUM`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=ADP`, `Gender=Neut\|POS=NOUN`, `Case=Acc\|Number=Sing\|POS=PROPN`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Gen\|Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Nom\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PROPN`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=INTJ`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Nom\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Degree=Pos\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=SCONJ\|PronType=Int`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Degree=Pos\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Nom\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Dat\|Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Dat\|Degree=Cmp\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Degree=Pos\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Neut\|POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Number=Plur\|POS=NOUN`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=ADP`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Gen\|Number=Plur\|POS=PROPN`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Degree=Cmp\|POS=ADV`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=ADP`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Dat\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Gen\|Number=Sing\|POS=PROPN`, `Case=Nom\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Acc\|Degree=Pos\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=X`, `Case=Dat\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Gen\|Number=Plur\|POS=NOUN`, `Case=Gen\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Gen\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Degree=Pos\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Gen\|Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|Degree=Pos\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Case=Nom\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Degree=Pos\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Degree=Pos\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Nom\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=DET\|PronType=Ind`, `Case=Gen\|Degree=Pos\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Dat\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Dat\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Number=Sing\|POS=NOUN`, `Case=Nom\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Degree=Pos\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Acc\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Case=Acc\|Number=Plur\|POS=NOUN`, `Case=Dat\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Degree=Pos\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=AUX\|VerbForm=Inf`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Gen\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Degree=Pos\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=ADV\|PronType=Int`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `POS=AUX\|VerbForm=Part`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Dat\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Nom\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Dat\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Degree=Cmp\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Nom\|Number=Plur\|POS=DET\|PronType=Ind`, `Degree=Sup\|POS=ADV`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Number=Sing\|POS=NOUN`, `Case=Acc\|Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Gen\|Number=Sing\|POS=NOUN`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Degree=Cmp\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Degree=Cmp\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Nom\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Dat\|Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Rel`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Degree=Cmp\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Fem\|POS=NOUN`, `Case=Gen\|Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Dat\|Degree=Cmp\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Nom\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Nom\|Degree=Cmp\|Number=Plur\|POS=ADJ`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Dat\|Number=Sing\|POS=PROPN`, `Case=Gen\|Degree=Pos\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Nom\|Number=Plur\|POS=PROPN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Rel`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Rel`, `Case=Dat\|Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Nom\|Degree=Cmp\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Nom\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Nom\|Degree=Cmp\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Dat\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|Degree=Cmp\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Acc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Degree=Cmp\|Number=Plur\|POS=ADJ`, `Case=Gen\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Degree=Cmp\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Nom\|Degree=Cmp\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Gender=Neut\|POS=PROPN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Gen\|Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=PROPN`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Nom\|POS=PROPN`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Int`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Degree=Cmp\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Acc\|Number=Plur\|POS=PROPN`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Dat\|Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Dat\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Gen\|Degree=Cmp\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Number=Sing\|POS=ADP`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Rel`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2`, `Case=Nom\|Degree=Cmp\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Nom\|Degree=Cmp\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Case=Acc\|Gender=Masc\|POS=NOUN`, `Case=Dat\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Dat\|Degree=Cmp\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc\|Degree=Cmp\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Gen\|Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Gen\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=NOUN`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Gen\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Dat\|POS=PROPN`, `Case=Gen\|Definite=Def\|POS=DET\|PronType=Art`, `Case=Gen\|POS=PROPN`, `Case=Acc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Dat\|Degree=Cmp\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2`, `Case=Dat\|Degree=Cmp\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Degree=Cmp\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Gen\|POS=PRON\|PronType=Dem`, `Definite=Ind\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Degree=Sup\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Dat\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Gen\|Degree=Cmp\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Neut\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|Degree=Cmp\|Number=Sing\|POS=ADJ`, `Case=Dat\|Degree=Pos\|Number=Sing\|POS=ADJ`, `POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Nom\|Degree=Sup\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Case=Nom\|Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Nom\|Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Nom\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Rel`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Dat\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Degree=Cmp\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc\|Degree=Cmp\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Nom\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Neut\|POS=DET\|PronType=Ind`, `Case=Dat\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs\|Reflex=Yes`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Gen\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Gen\|Degree=Pos\|POS=ADJ`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Gen\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=2`, `Case=Dat\|Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs\|Reflex=Yes`, `Case=Dat\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Nom\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Dat\|Degree=Cmp\|Gender=Neut\|Number=Plur\|POS=ADJ`, `Case=Dat\|Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Dat\|Degree=Cmp\|Number=Plur\|POS=ADJ`, `Gender=Fem\|POS=PROPN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Int`, `Case=Gen\|Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|POS=PRON\|PronType=Ind`, `Case=Nom\|Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Case=Nom\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Dat\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Nom\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Acc\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Dat\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Dat\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Nom\|Gender=Masc\|POS=NOUN`, `Case=Nom\|POS=NOUN`, `Case=Gen\|POS=NOUN`, `Degree=Cmp\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Acc\|Definite=Def\|POS=DET\|PronType=Art`, `Case=Acc\|POS=PROPN`, `Case=Nom\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Gen\|Degree=Cmp\|Number=Plur\|POS=ADJ`, `Case=Acc\|Gender=Neut\|POS=NOUN`, `Case=Gen\|POS=DET\|PronType=Rel`, `Case=Dat\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `POS=DET\|PronType=Int`, `Definite=Ind\|Gender=Neut\|POS=DET\|PronType=Art`, `Case=Dat\|POS=NOUN`, `Case=Acc\|Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Neut\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Dat\|Number=Plur\|POS=DET\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Rel`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Gen\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Acc\|POS=NOUN`, `Case=Gen\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=PROPN`, `Case=Nom\|Definite=Def\|POS=DET\|PronType=Art`, `Case=Nom\|Degree=Pos\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Pos\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Case=Gen\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Nom\|Number=Plur\|POS=PRON\|PronType=Int`, `Case=Dat\|Gender=Neut\|POS=NOUN`, `Case=Acc\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Dat\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Acc\|Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Rel`, `Degree=Cmp\|POS=ADJ`, `Case=Dat\|Gender=Neut\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=DET\|Poss=Yes\|PronType=Prs`, `POS=ADJ`, `Case=Nom\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Int`, `Case=Acc\|Degree=Pos\|POS=ADJ`, `Case=Gen\|POS=PRON\|PronType=Int`, `Case=Acc\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=DET\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Case=Gen\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Dat\|Gender=Masc\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|POS=DET\|PronType=Dem`, `Case=Acc\|POS=PRON\|PronType=Ind`, `Case=Gen\|Number=Sing\|POS=DET\|PronType=Int`, `Case=Gen\|Gender=Neut\|Number=Plur\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Fem\|POS=NOUN`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=ADP`, `Case=Nom\|Gender=Masc\|POS=PROPN`, `Definite=Def\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Case=Acc\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Case=Acc\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Nom\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Nom\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Dat\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Dat\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=2`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=ADP`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Degree=Sup\|Number=Plur\|POS=ADJ`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=DET\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Gender=Masc\|POS=PROPN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=DET`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Nom\|POS=PRON\|PronType=Ind`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Case=Gen\|Definite=Def\|Gender=Fem\|POS=DET\|PronType=Art`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Case=Gen\|POS=DET\|PronType=Dem`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|POS=PRON\|PronType=Ind`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Fem\|POS=PRON\|PronType=Ind`, `Case=Nom\|Gender=Fem\|POS=PROPN`, `Gender=Neut\|Number=Plur\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind` |
+| **`parser`** | `ROOT`, `ac`, `adc`, `ag`, `ams`, `app`, `avc`, `cc`, `cd`, `cj`, `cm`, `cp`, `cvc`, `da`, `dep`, `dm`, `ep`, `ju`, `mnr`, `mo`, `ng`, `nk`, `nmc`, `oa`, `oc`, `og`, `op`, `par`, `pd`, `pg`, `ph`, `pm`, `pnc`, `punct`, `rc`, `re`, `rs`, `sb`, `sbp`, `svp`, `uc`, `vo` |
+| **`spancat`** | `Other_Finding`, `Diagnosis_or_Pathology`, `External_Substance`, `Therapeutic`, `Nutrient_or_Body_Substance`, `Diagnostic`, `Clinical_Drug` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `POS_ACC` | 0.00 |
+| `MORPH_ACC` | 0.00 |
+| `MORPH_PER_FEAT` | 0.00 |
+| `DEP_UAS` | 0.00 |
+| `DEP_LAS` | 0.00 |
+| `DEP_LAS_PER_TYPE` | 0.00 |
+| `SENTS_P` | 71.53 |
+| `SENTS_R` | 85.89 |
+| `SENTS_F` | 78.05 |
+| `SPANS_SC_F` | 0.00 |
+| `SPANS_SC_P` | 0.00 |
+| `SPANS_SC_R` | 0.00 |
+| `TAG_ACC` | 0.00 |
+| `SPANS_ENTITIES_F` | 73.79 |
+| `SPANS_ENTITIES_P` | 72.38 |
+| `SPANS_ENTITIES_R` | 75.25 |
+| `DIAGNOSIS_OR_PATHOLOGY_F` | 78.82 |
+| `OTHER_FINDING_F` | 63.05 |
+| `CLINICAL_DRUG_F` | 76.68 |
+| `NUTRIENT_OR_BODY_SUBSTANCE_F` | 62.79 |
+| `EXTERNAL_SUBSTANCE_F` | 45.63 |
+| `THERAPEUTIC_F` | 76.71 |
+| `DIAGNOSTIC_F` | 74.08 |
+| `TRANSFORMER_SPANCAT_LOSS` | 8948.22 |
+| `SPANCAT_LOSS` | 377724.36 |

chunk_and_ngram_suggester.py

@@ -0,0 +1,124 @@
+import spacy
+from spacy.pipeline import spancat
+from spacy.pipeline.spancat import Suggester
+
+from spacy.training import Example
+from typing import Optional, Iterable, Dict, Set, List, Any, Callable, Tuple, cast
+from thinc.api import Optimizer, Ops, get_current_ops
+from thinc.types import Ragged, Ints2d, Floats2d, Ints1d
+from spacy.tokens import Doc
+
+def flat_score(examples: Iterable[Example], **kwargs) -> Dict[str, Any]:
+    """ 
+    A scorer that unwraps the nested dict returned by the default spancat scorer, so we can display it during training. 
+    """
+    scores = spancat.spancat_score(examples=examples, **kwargs)
+    res = {}
+    for k,v in scores.items():
+        if type(v) is dict:
+            for k1, v1 in v.items():
+                if type(v1) is dict:
+                    for k2, v2 in v1.items():
+                        res[k1 + '_' + k2] = v2
+                else:
+                    res[k1] = v1
+        else:
+            res[k] = v
+    return res
+
+@spacy.registry.scorers("phlobo.flat_scorer")
+def make_spancat_flatscorer():
+    return flat_score
+
+@spacy.registry.misc("phlobo.chunk_and_ngram_suggester")
+def build_chunk_and_ngram_suggester(sizes: List[int], max_depth: int) -> Suggester:
+    """A suggester that extends the basic n-gram suggester by adding noun chunks.
+    
+    :param sizes: for item i in the list, add all the token i-grams in each token
+    :param max_depth: follow the dependency graph for this many steps. 
+    
+    If max_depth = 0, only basic noun chunks are considered. 
+    If max_depth > 0, the dependency graph is followed recursively for this many steps to connect noun_chunks through their head.
+    If max_depth < 0, no noun chunks are considered and only n-grams returned
+    
+    """
+    def chunk_and_ngram_suggester(docs: Iterable[Doc], *, ops: Optional[Ops] = None) -> Ragged:
+        max_sizes = max(sizes)
+        
+        if ops is None:
+            ops = get_current_ops()
+        spans = []
+        lengths = []
+        for i, doc in enumerate(docs):            
+            length = 0
+            if doc.has_annotation("DEP") and max_depth >= 0:
+                chunks = set()
+                nc = list(doc.noun_chunks)
+                
+                for chunk in nc:
+                    if (chunk.end - chunk.start) > max_sizes:
+                        chunks.add((chunk.start, chunk.end))                            
+
+                    def extend_chunk(head, the_chunk): 
+                        for other_chunk in nc:
+                            if head in other_chunk:
+                                start = min(the_chunk.start, other_chunk.start)
+                                end = max(the_chunk.end, other_chunk.end)
+                                return other_chunk, doc[start:end]
+                        return None, None
+
+                    depth = 0
+
+                    def add_extensions(extension_chunk, cur_depth):        
+                        extend1, chunk1 = extend_chunk(extension_chunk.root.head, chunk)
+
+                        if chunk1 and (((chunk1.end - chunk1.start) > max_sizes)):
+                            chunks.add((chunk1.start, chunk1.end))
+                            if cur_depth < max_depth:
+                                add_extensions(extend1, cur_depth + 1)
+
+                        extend2, chunk2 = extend_chunk(extension_chunk.root.head.head, chunk)
+
+                        if chunk2 and (((chunk2.end - chunk2.start) > max_sizes)):
+                            chunks.add((chunk2.start, chunk2.end))
+                            if cur_depth < max_depth:
+                                add_extensions(extend2, cur_depth + 1)
+
+                    add_extensions(chunk, 0)
+
+                chunks = [list(c) for c in chunks]
+                    
+                for c in chunks.copy():
+                    if (c[1] - c[0]) > 1:
+                        chunks.append([c[0] + 1, c[1]])      
+                            
+                chunks = ops.asarray(chunks, dtype="i")
+                
+                if chunks.shape[0] > 0:
+                    spans.append(chunks)
+                    length += chunks.shape[0]
+            
+            # Add n-grams
+            starts = ops.xp.arange(len(doc), dtype="i")
+            starts = starts.reshape((-1, 1))
+            for size in sizes:
+                if size <= len(doc):
+                    starts_size = starts[: len(doc) - (size - 1)]
+                    spans.append(ops.xp.hstack((starts_size, starts_size + size)))
+                    length += spans[-1].shape[0]
+                if spans:
+                    assert spans[-1].ndim == 2, spans[-1].shape            
+            
+            lengths.append(length)
+                    
+        lengths_array = cast(Ints1d, ops.asarray(lengths, dtype="i"))
+        if len(spans) > 0:
+            output = Ragged(ops.xp.vstack(spans), lengths_array)
+        else:
+            output = Ragged(ops.xp.zeros((0, 0), dtype="i"), lengths_array)
+ 
+        assert output.dataXd.ndim == 2
+    
+        return output
+ 
+    return chunk_and_ngram_suggester

config.cfg

@@ -0,0 +1,240 @@
+[paths]
+base = "../data/ggponc_spacy_up"
+vectors = null
+init_tok2vec = null
+train = null
+dev = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "de"
+pipeline = ["transformer","morphologizer","parser","transformer_spancat","spancat"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@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"}
+
+[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
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.spancat]
+factory = "spancat"
+max_positive = 1
+scorer = {"@scorers":"phlobo.flat_scorer"}
+spans_key = "entities"
+threshold = 0.25
+
+[components.spancat.model]
+@architectures = "spacy.SpanCategorizer.v1"
+
+[components.spancat.model.reducer]
+@layers = "spacy.mean_max_reducer.v1"
+hidden_size = 128
+
+[components.spancat.model.scorer]
+@layers = "spacy.LinearLogistic.v1"
+nO = null
+nI = null
+
+[components.spancat.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "transformer_spancat"
+
+[components.spancat.suggester]
+@misc = "phlobo.chunk_and_ngram_suggester"
+max_depth = 5
+sizes = [1,2,3,4,5,6,7,8]
+
+[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.v3"
+name = "bert-base-german-cased"
+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]
+
+[components.transformer_spancat]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer_spancat.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "GerMedBERT/medbert-512"
+mixed_precision = true
+
+[components.transformer_spancat.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer_spancat.model.grad_scaler_config]
+
+[components.transformer_spancat.model.tokenizer_config]
+use_fast = true
+
+[components.transformer_spancat.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.base}/validation.spacy
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.base}/train.spacy
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+accumulate_gradient = 3
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 3200
+max_epochs = 100
+max_steps = 40000
+eval_frequency = 100
+frozen_components = ["transformer","morphologizer","parser"]
+annotating_components = ["transformer","morphologizer","parser"]
+before_to_disk = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+size = 2000
+buffer = 256
+get_length = null
+
+[training.logger]
+@loggers = "spacy.WandbLogger.v3"
+project_name = "ggponc"
+remove_config_values = []
+run_name = "2023-12-27_18-02-08-cuda-4"
+model_log_interval = null
+log_dataset_dir = null
+entity = null
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 40000
+initial_rate = 0.000025
+
+[training.score_weights]
+pos_acc = null
+morph_acc = null
+morph_per_feat = null
+dep_uas = null
+dep_las = null
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = null
+spans_sc_f = null
+spans_sc_p = null
+spans_sc_r = null
+tag_acc = null
+spans_entities_f = 1.0
+spans_entities_p = 0.0
+spans_entities_r = 0.0
+Diagnosis_or_Pathology_f = null
+Other_Finding_f = null
+Clinical_Drug_f = null
+Nutrient_or_Body_Substance_f = 0.0
+External_Substance_f = 0.0
+Therapeutic_f = null
+Diagnostic_f = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

de_ggponc_medbertde-any-py3-none-any.whl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc2f5d78346c9a5a352c9117a3bdea3f66cc3507f434c537ab2100ba0f27ffff
+size 819441398

meta.json

@@ -0,0 +1,798 @@
+{
+  "lang":"de",
+  "name":"ggponc_medbertde",
+  "version":"1.0.0",
+  "description":"GGPONC NER Model",
+  "author":"Florian Borchert",
+  "email":"florian.borchert@hpi.de",
+  "url":"florianborchert.de",
+  "license":"",
+  "spacy_version":">=3.4.4,<3.5.0",
+  "spacy_git_version":"Unknown",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "transformer":[
+
+    ],
+    "morphologizer":[
+      "POS=PUNCT",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PROPN",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "POS=ADV",
+      "Case=Nom|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=NOUN",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=ADP",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Nom|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=NOUN",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=PROPN",
+      "POS=VERB|VerbForm=Part",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=NOUN",
+      "Foreign=Yes|POS=X",
+      "Degree=Pos|POS=ADV",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=ADP",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=NOUN",
+      "Case=Dat|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Dat|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Dat|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=CCONJ",
+      "POS=SCONJ",
+      "Case=Acc|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "POS=VERB|VerbForm=Inf",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=NOUN",
+      "Case=Acc|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=NOUN",
+      "POS=PART",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Nom|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Dat|Definite=Def|Number=Plur|POS=DET|PronType=Art",
+      "Case=Dat|Number=Plur|POS=PROPN",
+      "POS=PRON|PronType=Ind",
+      "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Case=Acc|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PROPN",
+      "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=NOUN",
+      "Case=Nom|Number=Sing|POS=PROPN",
+      "Case=Dat|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=NOUN",
+      "POS=NUM",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=ADP",
+      "Gender=Neut|POS=NOUN",
+      "Case=Acc|Number=Sing|POS=PROPN",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Case=Nom|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Gen|Definite=Def|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=NOUN",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=NOUN",
+      "Case=Nom|Definite=Def|Number=Plur|POS=DET|PronType=Art",
+      "Case=Nom|Number=Plur|POS=NOUN",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "POS=PROPN",
+      "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=INTJ",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=NOUN",
+      "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Nom|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Dat|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "Gender=Masc|POS=NOUN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN",
+      "POS=SCONJ|PronType=Int",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Nom|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=NOUN",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Dat|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Dat|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Dat|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Nom|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ",
+      "Gender=Neut|POS=PRON|PronType=Ind",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Dat|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Number=Plur|POS=NOUN",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PROPN",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=ADP",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "Case=Gen|Number=Plur|POS=PROPN",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Acc|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Nom|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Degree=Cmp|POS=ADV",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=ADP",
+      "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Int",
+      "Case=Dat|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Gen|Number=Sing|POS=PROPN",
+      "Case=Nom|Definite=Def|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Acc|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=PROPN",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Int",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "POS=X",
+      "Case=Dat|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Gen|Number=Plur|POS=NOUN",
+      "Case=Gen|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Gen|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Nom|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Gen|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Degree=Pos|Number=Plur|POS=ADJ",
+      "Case=Nom|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Acc|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Dat|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Acc|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Nom|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel",
+      "POS=DET|PronType=Ind",
+      "Case=Gen|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PROPN",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PROPN",
+      "Case=Acc|Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Dat|Definite=Def|Gender=Neut|Number=Plur|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Dat|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Number=Sing|POS=NOUN",
+      "Case=Nom|Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Degree=Pos|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PROPN",
+      "Case=Acc|Degree=Pos|Number=Plur|POS=ADJ",
+      "Case=Acc|Number=Plur|POS=NOUN",
+      "Case=Dat|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Nom|Degree=Pos|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel",
+      "POS=AUX|VerbForm=Inf",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PROPN",
+      "Case=Gen|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Acc|Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=ADV|PronType=Int",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
+      "POS=AUX|VerbForm=Part",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Dat|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Nom|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Dat|Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=PROPN",
+      "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Dat|Degree=Pos|Number=Plur|POS=ADJ",
+      "Case=Dat|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=PROPN",
+      "Case=Nom|Number=Plur|POS=DET|PronType=Ind",
+      "Degree=Sup|POS=ADV",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Nom|Number=Sing|POS=NOUN",
+      "Case=Acc|Definite=Def|Number=Plur|POS=DET|PronType=Art",
+      "Case=Gen|Number=Sing|POS=NOUN",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Nom|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Gen|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Nom|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Acc|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Dat|Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Art",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Acc|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ",
+      "Gender=Fem|POS=NOUN",
+      "Case=Gen|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Dat|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Dat|Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Nom|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Nom|Degree=Cmp|Number=Plur|POS=ADJ",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=PROPN",
+      "Case=Dat|Number=Sing|POS=PROPN",
+      "Case=Gen|Degree=Pos|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Nom|Number=Plur|POS=PROPN",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Rel",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Rel",
+      "Case=Dat|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Nom|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PROPN",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Nom|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Nom|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Dat|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Acc|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Nom|Definite=Ind|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Degree=Cmp|Number=Plur|POS=ADJ",
+      "Case=Gen|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Acc|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Acc|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Nom|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ",
+      "Gender=Neut|POS=PROPN",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PROPN",
+      "Case=Gen|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Dat|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ",
+      "Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|POS=PROPN",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Nom|POS=PROPN",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Rel",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=DET|PronType=Int",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Case=Gen|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PROPN",
+      "Case=Acc|Number=Plur|POS=PROPN",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Dat|Definite=Ind|Number=Sing|POS=DET|PronType=Art",
+      "Case=Dat|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Gen|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Dat|Number=Sing|POS=ADP",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Rel",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2",
+      "Case=Nom|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Nom|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=PROPN",
+      "Case=Acc|Gender=Masc|POS=NOUN",
+      "Case=Dat|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Dat|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Acc|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Acc|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Gen|Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Gen|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
+      "Gender=Neut|Number=Sing|POS=NOUN",
+      "POS=NOUN",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Int",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Gen|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Dat|POS=PROPN",
+      "Case=Gen|Definite=Def|POS=DET|PronType=Art",
+      "Case=Gen|POS=PROPN",
+      "Case=Acc|Number=Sing|POS=NOUN",
+      "Case=Gen|Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Dat|Degree=Cmp|Gender=Masc|Number=Sing|POS=ADJ",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=2",
+      "Case=Dat|Degree=Cmp|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Case=Gen|POS=PRON|PronType=Dem",
+      "Definite=Ind|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Degree=Sup|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Case=Dat|POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=PROPN",
+      "Case=Gen|Degree=Cmp|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Neut|Number=Sing|POS=PROPN",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Dat|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Dat|Degree=Cmp|Number=Sing|POS=ADJ",
+      "Case=Dat|Degree=Pos|Number=Sing|POS=ADJ",
+      "POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Gen|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Case=Nom|Degree=Sup|Gender=Neut|Number=Sing|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PROPN",
+      "Case=Nom|Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Nom|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Dat|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Nom|Number=Sing|POS=PRON|PronType=Int",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|PronType=Int",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Nom|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=DET|PronType=Rel",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=DET|PronType=Int",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Dat|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Acc|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Gen|Degree=Cmp|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Acc|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Dat|Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Case=Nom|Number=Plur|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Acc|Number=Sing|POS=PRON|PronType=Ind",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Neut|POS=DET|PronType=Ind",
+      "Case=Dat|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs|Reflex=Yes",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Int",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=DET|PronType=Int",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "Case=Gen|Number=Plur|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|PronType=Int",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|POS=PRON|PronType=Dem",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Gen|Degree=Pos|POS=ADJ",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Gen|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem",
+      "Mood=Imp|Number=Plur|POS=AUX|Person=2",
+      "Case=Dat|Number=Sing|POS=PRON|PronType=Int",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs|Reflex=Yes",
+      "Case=Dat|Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PROPN",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Acc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Nom|Number=Sing|POS=PRON|PronType=Rel",
+      "Case=Dat|Degree=Cmp|Gender=Neut|Number=Plur|POS=ADJ",
+      "Case=Dat|Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Dat|Degree=Cmp|Number=Plur|POS=ADJ",
+      "Gender=Fem|POS=PROPN",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Int",
+      "Case=Gen|Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Degree=Pos|Number=Sing|POS=ADJ",
+      "Case=Nom|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Nom|Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|POS=PRON|PronType=Ind",
+      "Case=Nom|Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+      "Case=Nom|Gender=Neut|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Dat|Degree=Sup|Number=Plur|POS=ADJ",
+      "Case=Nom|Degree=Pos|Number=Sing|POS=ADJ",
+      "Case=Acc|Degree=Sup|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=PROPN",
+      "Case=Dat|Gender=Neut|Number=Plur|POS=PROPN",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Case=Dat|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=DET",
+      "Case=Nom|Gender=Masc|POS=NOUN",
+      "Case=Nom|POS=NOUN",
+      "Case=Gen|POS=NOUN",
+      "Degree=Cmp|Gender=Fem|Number=Sing|POS=ADJ",
+      "Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Acc|Definite=Def|POS=DET|PronType=Art",
+      "Case=Acc|POS=PROPN",
+      "Case=Nom|Number=Plur|POS=DET|PronType=Int",
+      "Case=Gen|Degree=Cmp|Number=Plur|POS=ADJ",
+      "Case=Acc|Gender=Neut|POS=NOUN",
+      "Case=Gen|POS=DET|PronType=Rel",
+      "Case=Dat|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "POS=DET|PronType=Int",
+      "Definite=Ind|Gender=Neut|POS=DET|PronType=Art",
+      "Case=Dat|POS=NOUN",
+      "Case=Acc|Definite=Ind|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Neut|POS=NOUN",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ",
+      "Case=Dat|Number=Plur|POS=DET|PronType=Dem",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
+      "Case=Nom|Gender=Masc|Number=Sing|POS=DET|PronType=Rel",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PROPN",
+      "Case=Acc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|PronType=Int",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=DET|PronType=Int",
+      "Case=Gen|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Acc|POS=NOUN",
+      "Case=Gen|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Gen|Gender=Neut|Number=Plur|POS=PROPN",
+      "Case=Nom|Definite=Def|POS=DET|PronType=Art",
+      "Case=Nom|Degree=Pos|POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Degree=Pos|Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Int",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs|Reflex=Yes",
+      "Case=Gen|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Definite=Ind|Number=Sing|POS=DET|PronType=Art",
+      "Case=Gen|Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Case=Gen|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Nom|Number=Plur|POS=PRON|PronType=Int",
+      "Case=Dat|Gender=Neut|POS=NOUN",
+      "Case=Acc|Gender=Neut|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Dat|Gender=Masc|Number=Plur|POS=DET|PronType=Int",
+      "Case=Acc|Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Case=Nom|Gender=Masc|Number=Plur|POS=DET|PronType=Rel",
+      "Degree=Cmp|POS=ADJ",
+      "Case=Dat|Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Dat|Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs",
+      "Case=Acc|Number=Sing|POS=DET|Poss=Yes|PronType=Prs",
+      "POS=ADJ",
+      "Case=Nom|Gender=Neut|Number=Plur|POS=DET|PronType=Int",
+      "Case=Acc|Degree=Pos|POS=ADJ",
+      "Case=Gen|POS=PRON|PronType=Int",
+      "Case=Acc|Definite=Ind|Gender=Neut|Number=Plur|POS=DET|PronType=Art",
+      "Definite=Def|Number=Plur|POS=DET|PronType=Art",
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+      "Case=Gen|Gender=Neut|Number=Sing|POS=PRON|PronType=Rel",
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+      "Case=Nom|Gender=Masc|POS=PROPN",
+      "Definite=Def|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+      "Case=Acc|Degree=Pos|Number=Sing|POS=ADJ",
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+      "Case=Nom|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Nom|Number=Sing|POS=DET|PronType=Ind",
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+      "Case=Dat|POS=PRON|Person=3|PronType=Prs",
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+      "Gender=Neut|Number=Plur|POS=PROPN",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind"
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+      "cd",
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+      "Therapeutic",
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+      "Diagnostic",
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+    "Therapeutic_f":0.7671315583,
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+    "transformer_spancat_loss":89.4821730764,
+    "spancat_loss":3777.2436469293
+  },
+  "requirements":[
+    "spacy-transformers>=1.1.9,<1.2.0"
+  ]
+}

morphologizer/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e4e251e1aadaab58c5a85b7cefcff8425e305171c8d1d41836e1369d492fa106
+size 2061573

parser/cfg

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+{
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+  "update_with_oracle_cut_size":100,
+  "multitasks":[
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+}

parser/moves

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spancat/cfg

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+{
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+  "spans_key":"entities",
+  "threshold":0.25,
+  "max_positive":1
+}

spancat/model

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