Add nb_udv25_norwegiannynorsk_trf-0.0.1

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
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+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
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+model filter=lfs diff=lfs merge=lfs -text

LICENSE.txt

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+Creative Commons Attribution-ShareAlike 4.0 International license
+
+

README.md

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+---
+tags:
+- spacy
+- token-classification
+language:
+- nb
+license: cc-by-sa-4.0
+model-index:
+- name: nb_udv25_norwegiannynorsk_trf
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9833263993
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9833584024
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9790699907
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9828149002
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9411235308
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.9214320428
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9910005294
+---
+UD v2.5 benchmarking pipeline for UD_Norwegian-Nynorsk
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `nb_udv25_norwegiannynorsk_trf` |
+| **Version** | `0.0.1` |
+| **spaCy** | `>=3.2.1,<3.3.0` |
+| **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) |
+| **License** | `CC BY-SA 4.0` |
+| **Author** | [Explosion](https://explosion.ai) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (1400 labels for 6 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`experimental_char_ner_tokenizer`** | `TOKEN` |
+| **`senter`** | `I`, `S` |
+| **`tagger`** | `ADJ`, `ADP`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `SYM`, `VERB`, `X` |
+| **`morphologizer`** | `Number=Plur\|POS=DET\|PronType=Ind`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|POS=NOUN`, `POS=CCONJ`, `Definite=Ind\|Number=Plur\|POS=NOUN`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|POS=VERB\|Tense=Past\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=NOUN`, `POS=PROPN`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|POS=AUX\|Tense=Past\|VerbForm=Fin`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `POS=ADV`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Gender=Neut\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=AUX\|Tense=Pres\|VerbForm=Fin`, `POS=PART`, `POS=VERB\|VerbForm=Inf`, `POS=PRON\|PronType=Rel`, `POS=VERB\|VerbForm=Part`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Abbr=Yes\|POS=NOUN`, `Definite=Ind\|Degree=Pos\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Abbr=Yes\|POS=ADV`, `Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `POS=ADJ\|VerbForm=Part`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Int`, `POS=AUX\|VerbForm=Inf`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Acc\|Number=Sing\|POS=PRON\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Abbr=Yes\|POS=ADJ`, `POS=PART\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=INTJ`, `Animacy=Hum\|Number=Sing\|POS=PRON\|PronType=Art,Prs`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|POS=PROPN`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Sing\|POS=NOUN`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=DET\|PronType=Tot`, `Definite=Ind\|Degree=Sup\|POS=ADJ`, `NumType=Card\|Number=Plur\|POS=NUM`, `Definite=Def\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Mood=Imp\|POS=VERB\|VerbForm=Fin`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Ind`, `Definite=Def\|POS=DET\|PronType=Dem`, `POS=X`, `Case=Gen\|Gender=Masc\|POS=NOUN`, `POS=AUX\|VerbForm=Part`, `Number=Plur\|POS=ADJ\|VerbForm=Part`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=DET\|PronType=Tot`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Animacy=Hum\|Number=Plur\|POS=PRON\|PronType=Rcp`, `Definite=Def\|Degree=Sup\|POS=ADJ`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Definite=Ind\|Degree=Pos\|POS=ADJ`, `Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `POS=SYM`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Tot`, `Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Abbr=Yes\|POS=PRON\|PronType=Prs`, `Abbr=Yes\|Mood=Ind\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `POS=ADJ`, `Gender=Neut\|POS=NOUN`, `Animacy=Hum\|Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Prs`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Degree=Pos\|POS=ADJ`, `Definite=Def\|NumType=Card\|Number=Sing\|POS=NUM`, `Animacy=Hum\|Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Animacy=Hum\|Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Definite=Def\|NumType=Card\|POS=NUM`, `Case=Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs,Tot`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Definite=Def\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Animacy=Hum\|POS=PRON\|PronType=Int`, `Mood=Imp\|POS=AUX\|VerbForm=Fin`, `Case=Gen\|Definite=Def\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Number=Plur\|POS=DET\|PronType=Prs`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Abbr=Yes\|POS=CCONJ`, `Number=Plur\|POS=PRON\|Person=3\|Polarity=Neg\|PronType=Neg,Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Dem`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|Polarity=Neg\|PronType=Neg`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Polarity=Neg\|PronType=Neg,Prs`, `Abbr=Yes\|Case=Gen\|POS=NOUN`, `Case=Gen\|Definite=Ind\|Gender=Neut\|Number=Plur\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Dem`, `Definite=Def\|POS=ADV`, `Number=Sing\|POS=PRON\|Polarity=Neg\|PronType=Neg`, `Case=Gen\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Abbr=Yes\|Definite=Def,Ind\|Gender=Neut\|Number=Plur,Sing\|POS=NOUN`, `Gender=Neut\|Number=Sing\|POS=DET\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Ind,Prs`, `Case=Gen\|Definite=Def\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Abbr=Yes\|POS=ADP`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Case=Gen\|Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ`, `Animacy=Hum\|Case=Nom\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Gender=Neut\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Art,Prs`, `Definite=Def\|Number=Plur\|POS=NOUN`, `Abbr=Yes\|Gender=Masc\|POS=NOUN`, `Case=Gen\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Gen\|Degree=Pos\|Number=Plur\|POS=ADJ`, `POS=PRON\|PronType=Prs`, `POS=ADV\|VerbForm=Inf`, `Degree=Sup\|POS=ADJ`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|POS=ADJ`, `Definite=Ind\|Gender=Masc\|POS=NOUN`, `Animacy=Hum\|Case=Nom\|Gender=Masc\|POS=PRON\|Person=3\|PronType=Prs`, `Abbr=Yes\|POS=PROPN`, `Case=Gen\|Gender=Neut\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=VERB\|VerbForm=Part`, `Gender=Neut\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Gen\|Gender=Fem\|POS=NOUN`, `Case=Gen\|Gender=Neut\|POS=NOUN`, `Definite=Def\|POS=ADJ\|VerbForm=Part`, `POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Neut\|Number=Sing\|POS=ADJ`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Degree=Pos\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Definite=Ind\|Degree=Pos\|Gender=Neut\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `NumType=Card\|POS=NUM\|PronType=Dem`, `Definite=Ind\|Number=Sing\|POS=VERB\|VerbForm=Part` |
+| **`parser`** | `ROOT`, `acl`, `acl:cleft`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `ccomp`, `compound`, `compound:prt`, `conj`, `cop`, `csubj`, `dep`, `det`, `discourse`, `expl`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `orphan`, `parataxis`, `punct`, `reparandum`, `xcomp` |
+| **`experimental_edit_tree_lemmatizer`** | `2`, `4`, `5`, `7`, `9`, `11`, `13`, `17`, `19`, `21`, `23`, `25`, `29`, `31`, `35`, `38`, `40`, `42`, `44`, `45`, `47`, `49`, `51`, `53`, `55`, `56`, `58`, `62`, `65`, `67`, `70`, `72`, `75`, `77`, `79`, `80`, `82`, `84`, `86`, `88`, `90`, `92`, `95`, `98`, `100`, `102`, `104`, `106`, `107`, `108`, `110`, `112`, `114`, `119`, `121`, `123`, `126`, `128`, `130`, `132`, `134`, `136`, `138`, `141`, `143`, `145`, `146`, `148`, `150`, `152`, `154`, `156`, `158`, `160`, `162`, `164`, `165`, `167`, `170`, `171`, `172`, `174`, `175`, `177`, `178`, `180`, `182`, `185`, `186`, `189`, `191`, `193`, `196`, `198`, `202`, `203`, `207`, `209`, `212`, `214`, `217`, `220`, `222`, `224`, `225`, `227`, `228`, `231`, `233`, `235`, `238`, `239`, `241`, `245`, `247`, `248`, `250`, `253`, `255`, `256`, `259`, `262`, `263`, `265`, `266`, `268`, `270`, `271`, `274`, `275`, `277`, `279`, `280`, `282`, `285`, `288`, `290`, `292`, `294`, `296`, `298`, `299`, `302`, `306`, `309`, `310`, `313`, `316`, `318`, `320`, `321`, `322`, `323`, `324`, `327`, `329`, `330`, `332`, `334`, `335`, `337`, `340`, `341`, `342`, `343`, `345`, `346`, `347`, `349`, `350`, `352`, `354`, `355`, `356`, `357`, `358`, `360`, `362`, `363`, `365`, `366`, `368`, `370`, `371`, `373`, `375`, `378`, `379`, `380`, `383`, `384`, `385`, `386`, `388`, `389`, `392`, `393`, `394`, `395`, `397`, `398`, `399`, `400`, `401`, `403`, `405`, `407`, `408`, `410`, `412`, `413`, `415`, `417`, `419`, `420`, `423`, `424`, `425`, `426`, `427`, `429`, `431`, `432`, `433`, `435`, `438`, `440`, `442`, `444`, `446`, `447`, `448`, `449`, `451`, `452`, `454`, `456`, `458`, `459`, `462`, `465`, `466`, `468`, `469`, `470`, `471`, `473`, `475`, `476`, `478`, `479`, `481`, `482`, `484`, `485`, `488`, `489`, `490`, `492`, `495`, `497`, `501`, `503`, `505`, `507`, `508`, `510`, `512`, `513`, `515`, `517`, `518`, `520`, `521`, `523`, `524`, `526`, `527`, `529`, `530`, `531`, `534`, `536`, `537`, `538`, `539`, 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+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_F` | 99.96 |
+| `TOKEN_P` | 99.96 |
+| `TOKEN_R` | 99.96 |
+| `TOKEN_ACC` | 99.99 |
+| `SENTS_F` | 99.10 |
+| `SENTS_P` | 99.15 |
+| `SENTS_R` | 99.05 |
+| `TAG_ACC` | 98.33 |
+| `POS_ACC` | 98.34 |
+| `MORPH_ACC` | 97.91 |
+| `DEP_UAS` | 94.11 |
+| `DEP_LAS` | 92.14 |
+| `LEMMA_ACC` | 98.28 |

config.cfg

@@ -0,0 +1,254 @@
+[paths]
+train = "corpus/UD_Norwegian-Nynorsk/train.spacy"
+dev = "corpus/UD_Norwegian-Nynorsk/dev.spacy"
+vectors = null
+init_tok2vec = null
+tokenizer_source = "training/UD_Norwegian-Nynorsk/tokenizer/model-best"
+transformer_source = "training/UD_Norwegian-Nynorsk/transformer/model-best"
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "nb"
+pipeline = ["experimental_char_ner_tokenizer","transformer","senter","tagger","morphologizer","parser","experimental_edit_tree_lemmatizer"]
+batch_size = 64
+disabled = ["senter"]
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy-experimental.char_pretokenizer.v1"}
+
+[components]
+
+[components.experimental_char_ner_tokenizer]
+factory = "experimental_char_ner_tokenizer"
+scorer = {"@scorers":"spacy-experimental.tokenizer_scorer.v1"}
+
+[components.experimental_char_ner_tokenizer.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.experimental_char_ner_tokenizer.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 128
+attrs = ["ORTH","LOWER","IS_DIGIT","IS_ALPHA","IS_SPACE","IS_PUNCT"]
+rows = [1000,500,50,50,50,50]
+include_static_vectors = false
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 128
+depth = 4
+window_size = 4
+maxout_pieces = 2
+
+[components.experimental_edit_tree_lemmatizer]
+factory = "experimental_edit_tree_lemmatizer"
+backoff = "orth"
+min_tree_freq = 1
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.experimental_edit_tree_lemmatizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.experimental_edit_tree_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = false
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[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 = 5
+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 = 3
+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.senter]
+factory = "senter"
+overwrite = false
+scorer = {"@scorers":"spacy.senter_scorer.v1"}
+
+[components.senter.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.senter.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[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 = "xlm-roberta-base"
+mixed_precision = true
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 3
+patience = 5000
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+get_length = null
+size = 2000
+buffer = 256
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[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 = true
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+token_f = 0.0
+token_p = null
+token_r = null
+token_acc = null
+sents_f = 0.05
+sents_p = 0.0
+sents_r = 0.0
+tag_acc = 0.11
+pos_acc = 0.05
+morph_acc = 0.05
+morph_per_feat = null
+dep_uas = 0.11
+dep_las = 0.11
+dep_las_per_type = null
+lemma_acc = 0.52
+
+[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]

experimental_char_ner_tokenizer/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

experimental_char_ner_tokenizer/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:bb345d089ee1ae361d1d1ab8ed2a0917aeac8e36a2e89d754b707c59bc4fc9fa
+size 6922248

experimental_char_ner_tokenizer/moves

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experimental_edit_tree_lemmatizer/cfg

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experimental_edit_tree_lemmatizer/model

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+oid sha256:a0084e1cf1079290c2d4a1e3a0761aac0c5dcdfdb81825ddb5176d690c4bdfc0
+size 3562609

meta.json

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+{
+  "lang":"nb",
+  "name":"udv25_norwegiannynorsk_trf",
+  "version":"0.0.1",
+  "description":"UD v2.5 benchmarking pipeline for UD_Norwegian-Nynorsk",
+  "author":"Explosion",
+  "email":"[email protected]",
+  "url":"https://explosion.ai",
+  "license":"CC BY-SA 4.0",
+  "spacy_version":">=3.2.1,<3.3.0",
+  "spacy_git_version":"800737b41",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "experimental_char_ner_tokenizer":[
+      "TOKEN"
+    ],
+    "transformer":[
+
+    ],
+    "senter":[
+      "I",
+      "S"
+    ],
+    "tagger":[
+      "ADJ",
+      "ADP",
+      "ADV",
+      "AUX",
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+      "DET",
+      "INTJ",
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+      "PRON",
+      "PROPN",
+      "PUNCT",
+      "SCONJ",
+      "SYM",
+      "VERB",
+      "X"
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+      "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN",
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+      "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Fem|POS=NOUN",
+      "Degree=Pos|POS=ADJ",
+      "Definite=Def|NumType=Card|Number=Sing|POS=NUM",
+      "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Definite=Def|NumType=Card|POS=NUM",
+      "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
+      "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
+      "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Animacy=Hum|POS=PRON|PronType=Int",
+      "Mood=Imp|POS=AUX|VerbForm=Fin",
+      "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN",
+      "Number=Plur|POS=DET|PronType=Prs",
+      "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Abbr=Yes|POS=CCONJ",
+      "Number=Plur|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Dem",
+      "Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs",
+      "Abbr=Yes|Case=Gen|POS=NOUN",
+      "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Dem",
+      "Definite=Def|POS=ADV",
+      "Number=Sing|POS=PRON|Polarity=Neg|PronType=Neg",
+      "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN",
+      "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN",
+      "Gender=Neut|Number=Sing|POS=DET|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs",
+      "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ",
+      "Abbr=Yes|POS=ADP",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ",
+      "Animacy=Hum|Case=Nom|POS=PRON|Person=1|PronType=Prs",
+      "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
+      "Gender=Neut|NumType=Card|Number=Sing|POS=NUM",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Art,Prs",
+      "Definite=Def|Number=Plur|POS=NOUN",
+      "Abbr=Yes|Gender=Masc|POS=NOUN",
+      "Case=Gen|POS=NOUN",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ",
+      "POS=PRON|PronType=Prs",
+      "POS=ADV|VerbForm=Inf",
+      "Degree=Sup|POS=ADJ",
+      "Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ",
+      "Definite=Ind|Gender=Masc|POS=NOUN",
+      "Animacy=Hum|Case=Nom|Gender=Masc|POS=PRON|Person=3|PronType=Prs",
+      "Abbr=Yes|POS=PROPN",
+      "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=VERB|VerbForm=Part",
+      "Gender=Neut|POS=PRON|Person=3|PronType=Prs",
+      "Case=Gen|Gender=Fem|POS=NOUN",
+      "Case=Gen|Gender=Neut|POS=NOUN",
+      "Definite=Def|POS=ADJ|VerbForm=Part",
+      "POS=DET|PronType=Dem",
+      "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ",
+      "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN",
+      "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
+      "Definite=Ind|Number=Plur|POS=ADJ|VerbForm=Part",
+      "NumType=Card|POS=NUM|PronType=Dem",
+      "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acl:cleft",
+      "acl:relcl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "aux:pass",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "compound:prt",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "discourse",
+      "expl",
+      "flat:foreign",
+      "flat:name",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl",
+      "orphan",
+      "parataxis",
+      "punct",
+      "reparandum",
+      "xcomp"
+    ],
+    "experimental_edit_tree_lemmatizer":[
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+  },
+  "pipeline":[
+    "experimental_char_ner_tokenizer",
+    "transformer",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "components":[
+    "experimental_char_ner_tokenizer",
+    "transformer",
+    "senter",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "disabled":[
+    "senter"
+  ],
+  "sources":[
+    {
+      "name":"Universal Dependencies v2.5",
+      "url":"https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105",
+      "author":"Zeman, Daniel; et al."
+    }
+  ],
+  "performance":{
+    "token_f":0.999648,
+    "token_p":0.999648,
+    "token_r":0.999648,
+    "token_acc":0.9999359959,
+    "sents_f":0.9910005294,
+    "sents_p":0.9915254237,
+    "sents_r":0.9904761905,
+    "tag_acc":0.9833263993,
+    "pos_acc":0.9833584024,
+    "morph_acc":0.9790699907,
+    "morph_per_feat":{
+      "Animacy":{
+        "p":0.9988095238,
+        "r":0.9964370546,
+        "f":0.9976218787
+      },
+      "Case":{
+        "p":0.9942622951,
+        "r":0.988590057,
+        "f":0.9914180629
+      },
+      "Number":{
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+        "r":0.9864409565,
+        "f":0.9887159213
+      },
+      "Person":{
+        "p":0.9983766234,
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+        "f":0.9962203024
+      },
+      "PronType":{
+        "p":0.9958677686,
+        "r":0.993814433,
+        "f":0.9948400413
+      },
+      "Mood":{
+        "p":0.9971444889,
+        "r":0.9971444889,
+        "f":0.9971444889
+      },
+      "Tense":{
+        "p":0.9971064815,
+        "r":0.9976838448,
+        "f":0.9973950796
+      },
+      "VerbForm":{
+        "p":0.9920604915,
+        "r":0.991310918,
+        "f":0.9916855631
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+      "Degree":{
+        "p":0.9841527834,
+        "r":0.9825557809,
+        "f":0.9833536338
+      },
+      "Gender":{
+        "p":0.9817639257,
+        "r":0.9748683055,
+        "f":0.9783039648
+      },
+      "Definite":{
+        "p":0.9943301688,
+        "r":0.9902823375,
+        "f":0.9923021251
+      },
+      "NumType":{
+        "p":0.9917808219,
+        "r":0.9451697128,
+        "f":0.9679144385
+      },
+      "Abbr":{
+        "p":0.9920634921,
+        "r":0.9541984733,
+        "f":0.9727626459
+      },
+      "Polarity":{
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+        "r":1.0,
+        "f":1.0
+      },
+      "Poss":{
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+        "r":1.0,
+        "f":0.9968253968
+      }
+    },
+    "dep_uas":0.9411235308,
+    "dep_las":0.9214320428,
+    "dep_las_per_type":{
+      "nsubj":{
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+        "r":0.9487179487,
+        "f":0.9482380712
+      },
+      "root":{
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+        "f":0.95764955
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+      "advmod":{
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+      "obj":{
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+      "cop":{
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+      "amod":{
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+      "cc":{
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+      "conj":{
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+      "acl:relcl":{
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+      "mark":{
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+      "advcl":{
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+        "r":0.7831541219,
+        "f":0.7945454545
+      },
+      "det":{
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+        "r":0.9859335038,
+        "f":0.9799809342
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+      "iobj":{
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+        "f":0.884057971
+      },
+      "case":{
+        "p":0.9586994728,
+        "r":0.9640648012,
+        "f":0.9613746512
+      },
+      "obl":{
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+        "r":0.8453500522,
+        "f":0.8500131337
+      },
+      "aux":{
+        "p":0.9579929988,
+        "r":0.9636150235,
+        "f":0.960795787
+      },
+      "xcomp":{
+        "p":0.8367875648,
+        "r":0.8239795918,
+        "f":0.8303341902
+      },
+      "acl":{
+        "p":0.75,
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+        "f":0.7550561798
+      },
+      "nmod":{
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+        "f":0.8860689655
+      },
+      "nummod":{
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+        "r":0.9758454106,
+        "f":0.9711538462
+      },
+      "compound:prt":{
+        "p":0.8909090909,
+        "r":0.8882175227,
+        "f":0.8895612708
+      },
+      "expl":{
+        "p":0.8455284553,
+        "r":0.847826087,
+        "f":0.8466757123
+      },
+      "csubj":{
+        "p":0.8791208791,
+        "r":0.8988764045,
+        "f":0.8888888889
+      },
+      "ccomp":{
+        "p":0.8952380952,
+        "r":0.9170731707,
+        "f":0.9060240964
+      },
+      "parataxis":{
+        "p":0.9020979021,
+        "r":0.8716216216,
+        "f":0.8865979381
+      },
+      "discourse":{
+        "p":0.8076923077,
+        "r":0.7777777778,
+        "f":0.7924528302
+      },
+      "nsubj:pass":{
+        "p":0.9473684211,
+        "r":0.8910891089,
+        "f":0.9183673469
+      },
+      "aux:pass":{
+        "p":0.952,
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+        "f":0.9444444444
+      },
+      "orphan":{
+        "p":0.5714285714,
+        "r":0.3076923077,
+        "f":0.4
+      },
+      "appos":{
+        "p":0.5053763441,
+        "r":0.5731707317,
+        "f":0.5371428571
+      },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "flat:name":{
+        "p":0.9384615385,
+        "r":0.8951781971,
+        "f":0.9163090129
+      },
+      "acl:cleft":{
+        "p":0.8285714286,
+        "r":0.8529411765,
+        "f":0.8405797101
+      },
+      "compound":{
+        "p":0.1428571429,
+        "r":0.0714285714,
+        "f":0.0952380952
+      },
+      "flat:foreign":{
+        "p":0.5714285714,
+        "r":0.2105263158,
+        "f":0.3076923077
+      },
+      "csubj:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "reparandum":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "lemma_acc":0.9828149002
+  },
+  "requirements":[
+    "spacy-experimental>=0.2.0,<0.3.0",
+    "spacy-transformers>=1.1.3,<1.2.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,378 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Masc|Number=Plur",
+    "POS=ADP":"",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Def|Gender=Masc|Number=Sing",
+    "POS=PUNCT":"",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "POS=CCONJ":"",
+    "Definite=Ind|Number=Plur|POS=NOUN":"Definite=Ind|Number=Plur",
+    "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Masc|Number=Sing",
+    "POS=NOUN":"",
+    "POS=PROPN":"",
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin":"Mood=Ind|Tense=Past|VerbForm=Fin",
+    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing",
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=1|PronType=Prs",
+    "POS=ADV":"",
+    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Number=Sing",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Fem|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Poss=Yes|PronType=Prs",
+    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Definite=Def|Degree=Pos|Number=Sing",
+    "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Def|Gender=Neut|Number=Sing",
+    "POS=SCONJ":"",
+    "Gender=Neut|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Neut|Number=Sing|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Sing",
+    "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "POS=PART":"",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "POS=VERB|VerbForm=Part":"VerbForm=Part",
+    "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=1|PronType=Prs",
+    "Degree=Pos|Number=Plur|POS=ADJ":"Degree=Pos|Number=Plur",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Neut|Number=Plur",
+    "Abbr=Yes|POS=NOUN":"Abbr=Yes",
+    "Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Masc|Number=Sing",
+    "Abbr=Yes|POS=ADV":"Abbr=Yes",
+    "Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "POS=ADJ|VerbForm=Part":"VerbForm=Part",
+    "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "POS=DET|PronType=Int":"PronType=Int",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Def|Gender=Masc|Number=Plur",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Gender=Neut|Number=Sing|PronType=Dem",
+    "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Def|Gender=Fem|Number=Plur",
+    "Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Definite=Def|Gender=Neut|Number=Plur",
+    "Case=Acc|Number=Sing|POS=PRON|PronType=Prs":"Case=Acc|Number=Sing|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Def|Gender=Fem|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Poss=Yes|PronType=Prs",
+    "Abbr=Yes|POS=ADJ":"Abbr=Yes",
+    "POS=PART|Polarity=Neg":"Polarity=Neg",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
+    "POS=INTJ":"",
+    "Animacy=Hum|Number=Sing|POS=PRON|PronType=Art,Prs":"Animacy=Hum|Number=Sing|PronType=Art,Prs",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Art":"Gender=Neut|Number=Sing|PronType=Art",
+    "Case=Gen|POS=PROPN":"Case=Gen",
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=3|PronType=Prs",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Ind|Gender=Fem|Number=Plur",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Dem",
+    "Number=Plur|POS=DET|Polarity=Neg|PronType=Neg":"Number=Plur|Polarity=Neg|PronType=Neg",
+    "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=3|PronType=Prs",
+    "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=2|PronType=Prs",
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Plur|Person=2|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
+    "Case=Gen|Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Sing",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Sing",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Dem",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Number=Plur|POS=DET|PronType=Tot":"Number=Plur|PronType=Tot",
+    "Definite=Ind|Degree=Sup|POS=ADJ":"Definite=Ind|Degree=Sup",
+    "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
+    "Definite=Def|POS=DET|PronType=Prs":"Definite=Def|PronType=Prs",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing",
+    "Mood=Imp|POS=VERB|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Ind":"Gender=Neut|Number=Sing|PronType=Ind",
+    "Definite=Def|POS=DET|PronType=Dem":"Definite=Def|PronType=Dem",
+    "POS=X":"",
+    "Case=Gen|Gender=Masc|POS=NOUN":"Case=Gen|Gender=Masc",
+    "POS=AUX|VerbForm=Part":"VerbForm=Part",
+    "Number=Plur|POS=ADJ|VerbForm=Part":"Number=Plur|VerbForm=Part",
+    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=DET|PronType=Tot":"Number=Sing|PronType=Tot",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs":"Number=Plur|Person=3|PronType=Prs",
+    "Case=Gen|Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Sing",
+    "Animacy=Hum|Number=Plur|POS=PRON|PronType=Rcp":"Animacy=Hum|Number=Plur|PronType=Rcp",
+    "Definite=Def|Degree=Sup|POS=ADJ":"Definite=Def|Degree=Sup",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
+    "POS=DET|PronType=Prs":"PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Neut|Number=Sing|Person=3|PronType=Ind,Prs",
+    "Definite=Ind|Degree=Pos|POS=ADJ":"Definite=Ind|Degree=Pos",
+    "Number=Plur|POS=PRON|Poss=Yes|PronType=Prs":"Number=Plur|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "POS=SYM":"",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Tot":"Gender=Neut|Number=Sing|PronType=Tot",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Prs",
+    "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing",
+    "Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
+    "Abbr=Yes|POS=PRON|PronType=Prs":"Abbr=Yes|PronType=Prs",
+    "Abbr=Yes|Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin":"Abbr=Yes|Mood=Ind|Tense=Pres|VerbForm=Fin",
+    "POS=ADJ":"",
+    "Gender=Neut|POS=NOUN":"Gender=Neut",
+    "Animacy=Hum|Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Plur|Person=1|PronType=Prs",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Neut|Number=Sing|PronType=Prs",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Degree=Pos|POS=ADJ":"Degree=Pos",
+    "Definite=Def|NumType=Card|Number=Sing|POS=NUM":"Definite=Def|NumType=Card|Number=Sing",
+    "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Nom|Number=Sing|Person=2|PronType=Prs",
+    "Animacy=Hum|Case=Acc|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Animacy=Hum|Case=Acc|Number=Sing|Person=2|PronType=Prs",
+    "Definite=Def|NumType=Card|POS=NUM":"Definite=Def|NumType=Card",
+    "Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
+    "Number=Plur|POS=PRON|Person=3|PronType=Prs,Tot":"Number=Plur|Person=3|PronType=Prs,Tot",
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg":"Gender=Fem|Number=Sing|Polarity=Neg|PronType=Neg",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
+    "Definite=Def|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Def|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Fem|Number=Sing",
+    "Animacy=Hum|POS=PRON|PronType=Int":"Animacy=Hum|PronType=Int",
+    "Mood=Imp|POS=AUX|VerbForm=Fin":"Mood=Imp|VerbForm=Fin",
+    "Case=Gen|Definite=Def|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Neut|Number=Plur",
+    "Number=Plur|POS=DET|PronType=Prs":"Number=Plur|PronType=Prs",
+    "Case=Gen|Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Masc|Number=Sing|PronType=Dem",
+    "Abbr=Yes|POS=CCONJ":"Abbr=Yes",
+    "Number=Plur|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs":"Number=Plur|Person=3|Polarity=Neg|PronType=Neg,Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Ind,Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Ind,Prs",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Dem":"Definite=Def|Number=Sing|PronType=Dem",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Gender=Masc|Number=Sing|POS=DET|Polarity=Neg|PronType=Neg":"Gender=Masc|Number=Sing|Polarity=Neg|PronType=Neg",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Prs":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|Polarity=Neg|PronType=Neg,Prs":"Gender=Masc|Number=Sing|Person=3|Polarity=Neg|PronType=Neg,Prs",
+    "Abbr=Yes|Case=Gen|POS=NOUN":"Abbr=Yes|Case=Gen",
+    "Case=Gen|Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Neut|Number=Plur",
+    "Case=Gen|Number=Plur|POS=DET|PronType=Dem":"Case=Gen|Number=Plur|PronType=Dem",
+    "Definite=Def|POS=ADV":"Definite=Def",
+    "Number=Sing|POS=PRON|Polarity=Neg|PronType=Neg":"Number=Sing|Polarity=Neg|PronType=Neg",
+    "Case=Gen|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Masc|Number=Plur",
+    "Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing|POS=NOUN":"Abbr=Yes|Definite=Def,Ind|Gender=Neut|Number=Plur,Sing",
+    "Gender=Neut|Number=Sing|POS=DET|PronType=Prs":"Gender=Neut|Number=Sing|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=3|PronType=Ind,Prs":"Number=Plur|Person=3|PronType=Ind,Prs",
+    "Case=Gen|Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Def|Degree=Pos|Number=Sing",
+    "Abbr=Yes|POS=ADP":"Abbr=Yes",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Case=Gen|Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ":"Case=Gen|Definite=Ind|Degree=Pos|Number=Sing",
+    "Animacy=Hum|Case=Nom|POS=PRON|Person=1|PronType=Prs":"Animacy=Hum|Case=Nom|Person=1|PronType=Prs",
+    "Case=Gen|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Plur",
+    "Gender=Neut|NumType=Card|Number=Sing|POS=NUM":"Gender=Neut|NumType=Card|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Art,Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Art,Prs",
+    "Definite=Def|Number=Plur|POS=NOUN":"Definite=Def|Number=Plur",
+    "Abbr=Yes|Gender=Masc|POS=NOUN":"Abbr=Yes|Gender=Masc",
+    "Case=Gen|POS=NOUN":"Case=Gen",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Gender=Fem|Number=Sing|VerbForm=Part",
+    "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
+    "Case=Gen|Degree=Pos|Number=Plur|POS=ADJ":"Case=Gen|Degree=Pos|Number=Plur",
+    "POS=PRON|PronType=Prs":"PronType=Prs",
+    "POS=ADV|VerbForm=Inf":"VerbForm=Inf",
+    "Degree=Sup|POS=ADJ":"Degree=Sup",
+    "Definite=Ind|Degree=Pos|Gender=Neut|POS=ADJ":"Definite=Ind|Degree=Pos|Gender=Neut",
+    "Definite=Ind|Gender=Masc|POS=NOUN":"Definite=Ind|Gender=Masc",
+    "Animacy=Hum|Case=Nom|Gender=Masc|POS=PRON|Person=3|PronType=Prs":"Animacy=Hum|Case=Nom|Gender=Masc|Person=3|PronType=Prs",
+    "Abbr=Yes|POS=PROPN":"Abbr=Yes",
+    "Case=Gen|Gender=Neut|Number=Sing|POS=DET|PronType=Dem":"Case=Gen|Gender=Neut|Number=Sing|PronType=Dem",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=VERB|VerbForm=Part":"Definite=Ind|Gender=Neut|Number=Sing|VerbForm=Part",
+    "Gender=Neut|POS=PRON|Person=3|PronType=Prs":"Gender=Neut|Person=3|PronType=Prs",
+    "Case=Gen|Gender=Fem|POS=NOUN":"Case=Gen|Gender=Fem",
+    "Case=Gen|Gender=Neut|POS=NOUN":"Case=Gen|Gender=Neut",
+    "Definite=Def|POS=ADJ|VerbForm=Part":"Definite=Def|VerbForm=Part",
+    "POS=DET|PronType=Dem":"PronType=Dem",
+    "Definite=Ind|Gender=Neut|Number=Sing|POS=ADJ":"Definite=Ind|Gender=Neut|Number=Sing",
+    "Case=Gen|Definite=Ind|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Plur",
+    "Definite=Ind|Degree=Pos|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Degree=Pos|Number=Sing|VerbForm=Part",
+    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ|VerbForm=Part":"Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|VerbForm=Part",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Plur",
+    "Definite=Ind|Number=Plur|POS=ADJ|VerbForm=Part":"Definite=Ind|Number=Plur|VerbForm=Part",
+    "NumType=Card|POS=NUM|PronType=Dem":"NumType=Card|PronType=Dem",
+    "Definite=Ind|Number=Sing|POS=VERB|VerbForm=Part":"Definite=Ind|Number=Sing|VerbForm=Part"
+  },
+  "labels_pos":{
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+    "Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":92,
+    "POS=ADP":85,
+    "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":92,
+    "POS=PUNCT":97,
+    "Gender=Masc|POS=NOUN":92,
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+    "Animacy=Hum|Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
+    "Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin":100,
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=NOUN":92,
+    "POS=NOUN":92,
+    "POS=PROPN":96,
+    "Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
+    "Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin":87,
+    "Definite=Ind|Degree=Pos|Gender=Neut|Number=Sing|POS=ADJ":84,
+    "Animacy=Hum|Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
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+    "Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":92,
+    "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Prs":95,
+    "Definite=Def|Degree=Pos|Number=Sing|POS=ADJ":84,
+    "Definite=Def|Gender=Neut|Number=Sing|POS=NOUN":92,
+    "POS=SCONJ":98,
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+    "Definite=Ind|Gender=Neut|Number=Sing|POS=NOUN":92,
+    "Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin":87,
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+    "POS=VERB|VerbForm=Inf":100,
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+    "Number=Plur|POS=DET|PronType=Dem":90,
+    "Definite=Ind|Gender=Neut|Number=Plur|POS=NOUN":92,
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