osanseviero commited on Nov 11, 2021

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54fbd65

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1 Parent(s): 3ac909d

Update spaCy pipeline

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LICENSES_SOURCES +208 -8
README.md +34 -28
accuracy.json +172 -166
attribute_ruler/patterns +0 -0
ca_core_news_trf-any-py3-none-any.whl +2 -2
config.cfg +24 -16
lemmatizer/lookups/lookups.bin +2 -2
meta.json +230 -246
morphologizer/cfg +95 -137
morphologizer/model +0 -0
ner/model +0 -0
ner/moves +1 -1
parser/model +0 -0
parser/moves +1 -1
tokenizer +2 -2
transformer/{model/pytorch_model.bin → model} +2 -2
transformer/model/config.json +0 -26
transformer/model/merges.txt +0 -0
transformer/model/special_tokens_map.json +0 -1
transformer/model/tokenizer.json +0 -0
transformer/model/tokenizer_config.json +0 -1
transformer/model/vocab.json +0 -0
vocab/strings.json +2 -2
vocab/vectors.cfg +3 -0

LICENSES_SOURCES CHANGED Viewed

@@ -1,4 +1,4 @@
-# UD Catalan AnCora v2.7
 * Author: Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel
 * URL: https://github.com/UniversalDependencies/UD_Catalan-AnCora
@@ -11,10 +11,10 @@ http://www.gnu.org/licenses/gpl.html```
-# NER4conllu (Named Entites from Ancora Corpus) v1.0.1
 * Author: Carlos Rodríguez-Penagos and Carme Armentano-Oller
-* URL: http://doi.org/10.5281/zenodo.4761746
 * License: CC BY 4.0
 ```
@@ -143,14 +143,214 @@ Affirmer understands and acknowledges that Creative Commons is not a party to th
-# bsc/roberta-base-ca-cased
-* Author: Armengol-Estapé J., Carrino CP., Rodriguez-Penagos C., de Gibert Bonet O., Armentano-Oller C., Gonzalez-Agirre A., Melero M. and Villegas M.
-* URL: https://huggingface.co/bsc/roberta-base-ca-cased
-* License:
 ```
-```

+# UD Catalan AnCora v2.8
 * Author: Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel
 * URL: https://github.com/UniversalDependencies/UD_Catalan-AnCora
+# UD Catalan AnCora v2.8 + NER v3.2.8
 * Author: Carlos Rodríguez-Penagos and Carme Armentano-Oller
+* URL: https://github.com/TeMU-BSC/spacy/releases/tag/3.2.8
 * License: CC BY 4.0
 ```
+# PlanTL-GOB-ES/roberta-base-ca
+* Author: Armengol-Estapé, Jordi; Carrino, Casimiro Pio; Rodriguez-Penagos, Carlos; de Gibert Bonet, Ona; Armentano-Oller, Carme; Gonzalez-Agirre, Aitor; Melero, Maite; Villegas, Marta
+* URL: https://huggingface.co/PlanTL-GOB-ES/roberta-base-ca
+* License: Apache-2.0
 ```
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README.md CHANGED Viewed

@@ -14,61 +14,61 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.9131561892
     - name: NER Recall
       type: recall
-      value: 0.9116790683
     - name: NER F Score
       type: f_score
-      value: 0.9124170309
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
-      value: 0.9830108081
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
-      value: 0.9929906542
     - name: SENTER Recall
       type: recall
-      value: 0.9947337624
     - name: SENTER F Score
       type: f_score
-      value: 0.993861444
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
-      value: 0.9474709895
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
-      value: 0.9474709895
 ---
 ### Details: https://spacy.io/models/ca#ca_core_news_trf
-Catalan transformer pipeline (bsc/roberta-base-ca-cased). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.
 | Feature | Description |
 | --- | --- |
 | **Name** | `ca_core_news_trf` |
-| **Version** | `3.1.0` |
-| **spaCy** | `>=3.1.0,<3.2.0` |
 | **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Components** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | [UD Catalan AnCora v2.7](https://github.com/UniversalDependencies/UD_Catalan-AnCora) (Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel)<br />[NER4conllu (Named Entites from Ancora Corpus) v1.0.1](http://doi.org/10.5281/zenodo.4761746) (Carlos Rodríguez-Penagos and Carme Armentano-Oller)<br />[Catalan Lemmatizer](https://github.com/explosion/spacy-lookups-data) (Text Mining Unit, Barcelona Supercomputing Center)<br />[bsc/roberta-base-ca-cased](https://huggingface.co/bsc/roberta-base-ca-cased) (Armengol-Estapé J., Carrino CP., Rodriguez-Penagos C., de Gibert Bonet O., Armentano-Oller C., Gonzalez-Agirre A., Melero M. and Villegas M.) |
 | **License** | `GNU GPL 3.0` |
 | **Author** | [Explosion](https://explosion.ai) |
@@ -76,11 +76,11 @@ Catalan transformer pipeline (bsc/roberta-base-ca-cased). Components: transforme
 <details>
-<summary>View label scheme (338 labels for 3 components)</summary>
 | Component | Labels |
 | --- | --- |
-| **`morphologizer`** | `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Brck`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Brck`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `AdpType=Prep\|POS=ADP`, `NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `NumForm=Digit\|NumType=Card\|POS=NUM`, `NumForm=Digit\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Comm`, `POS=AUX\|Person=3\|VerbForm=Inf`, `AdpType=Preppron\|POS=ADP`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc,Dat\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Peri`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `POS=SCONJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `Case=Acc,Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=VERB\|VerbForm=Ger`, `POS=VERB\|VerbForm=Inf`, `POS=NOUN`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `POS=SYM`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|Polarity=Neg`, `POS=ADV`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `AdpType=Prep\|Degree=Cmp\|POS=ADV`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|POS=ADV`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=PUNCT`, `Number=Sing\|POS=DET\|PronType=Rel`, `POS=PRON\|Person=3`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AdvType=Tim\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `POS=VERB\|Person=3\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `POS=PUNCT\|PunctType=Semi`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `AdpType=Prep\|POS=ADV`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `NumForm=Digit\|POS=SYM`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=PART`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `AdpType=Preppron\|Degree=Cmp\|POS=ADV`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `POS=ADJ`, `Case=Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Dash`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `POS=PRON`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Dat\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PUNCT\|PunctType=Colo`, `Gender=Masc\|NumType=Card\|POS=NUM`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Dat\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Number=Sing\|POS=PRON\|PronType=Int`, `POS=PUNCT\|PunctType=Quot`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=AUX\|VerbForm=Ger`, `Case=Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `AdpType=Preppron\|POS=ADV`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `NumForm=Digit\|NumType=Frac\|POS=NUM`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=VERB\|Person=3\|VerbForm=Ger`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `POS=X`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Art`, `Case=Acc,Dat\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `POS=PRON\|PronType=Ind`, `Case=Acc,Dat\|Number=Plur\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Dat\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc,Dat\|POS=VERB\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes\|VerbForm=Inf`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=AUX\|Person=3\|VerbForm=Ger`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Pre\|PronType=Prs`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Case=Acc,Dat\|Number=Sing\|POS=VERB\|Person=1\|PrepCase=Npr\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Ger`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Qest`, `NumForm=Digit\|NumType=Ord\|POS=ADJ`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Pre\|PronType=Prs\|Reflex=Yes`, `NumForm=Digit\|NumType=Frac\|POS=SYM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Qest`, `NumType=Card\|Number=Sing\|POS=NUM`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Excl`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Excl`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Case=Acc,Nom\|Number=Plur\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Mood=Sub\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Comm`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Comm`, `Case=Nom\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs\|VerbForm=Ger`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Acc,Nom\|Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Gender=Fem\|Number=Plur\|POS=VERB\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Inf`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `AdvType=Tim\|Degree=Cmp\|POS=ADV`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Pre\|PronType=Prs`, `POS=DET\|PronType=Rel`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `POS=INTJ`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Sing\|POS=VERB\|Person=2\|PrepCase=Npr\|PronType=Prs\|VerbForm=Inf`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Plur\|POS=VERB\|Person=1\|PronType=Prs\|VerbForm=Ger`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|VerbForm=Ger`, `Gender=Masc\|POS=SYM`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|PronType=Prs\|VerbForm=Ger`, `AdpType=Prep\|POS=ADJ`, `Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Acc,Dat\|Number=Sing\|POS=AUX\|Person=1\|PrepCase=Npr\|PronType=Prs\|VerbForm=Inf`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=VERB\|Person=1,3\|PronType=Prs\|VerbForm=Inf`, `Degree=Cmp\|POS=ADJ`, `AdvType=Tim\|POS=SYM`, `Number=Plur\|POS=DET\|PronType=Dem` |
 | **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:pass`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
@@ -90,16 +90,22 @@ Catalan transformer pipeline (bsc/roberta-base-ca-cased). Components: transforme
 | Type | Score |
 | --- | --- |
-| `TOKEN_ACC` | 99.98 |
-| `TAG_ACC` | 98.30 |
-| `POS_ACC` | 98.89 |
-| `MORPH_ACC` | 98.15 |
-| `LEMMA_ACC` | 87.63 |
-| `DEP_UAS` | 94.75 |
-| `DEP_LAS` | 93.04 |
-| `ENTS_P` | 91.32 |
-| `ENTS_R` | 91.17 |
-| `ENTS_F` | 91.24 |
-| `SENTS_P` | 99.30 |
-| `SENTS_R` | 99.47 |
-| `SENTS_F` | 99.39 |

     metrics:
     - name: NER Precision
       type: precision
+      value: 0.9193442623
     - name: NER Recall
       type: recall
+      value: 0.9071497897
     - name: NER F Score
       type: f_score
+      value: 0.9132063182
   - task:
       name: POS
       type: token-classification
     metrics:
     - name: POS Accuracy
       type: accuracy
+      value: 0.9630357913
   - task:
       name: SENTER
       type: token-classification
     metrics:
     - name: SENTER Precision
       type: precision
+      value: 0.9953134153
     - name: SENTER Recall
       type: recall
+      value: 0.9941486249
     - name: SENTER F Score
       type: f_score
+      value: 0.9947306792
   - task:
       name: UNLABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Unlabeled Dependencies Accuracy
       type: accuracy
+      value: 0.9470394894
   - task:
       name: LABELED_DEPENDENCIES
       type: token-classification
     metrics:
     - name: Labeled Dependencies Accuracy
       type: accuracy
+      value: 0.9470394894
 ---
 ### Details: https://spacy.io/models/ca#ca_core_news_trf
+Catalan transformer pipeline (PlanTL-GOB-ES/roberta-base-ca). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.
 | Feature | Description |
 | --- | --- |
 | **Name** | `ca_core_news_trf` |
+| **Version** | `3.2.0` |
+| **spaCy** | `>=3.2.0,<3.3.0` |
 | **Default Pipeline** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Components** | `transformer`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [UD Catalan AnCora v2.8](https://github.com/UniversalDependencies/UD_Catalan-AnCora) (Martínez Alonso, Héctor; Pascual, Elena; Zeman, Daniel)<br />[UD Catalan AnCora v2.8 + NER v3.2.8](https://github.com/TeMU-BSC/spacy/releases/tag/3.2.8) (Carlos Rodríguez-Penagos and Carme Armentano-Oller)<br />[Catalan Lemmatizer](https://github.com/explosion/spacy-lookups-data) (Text Mining Unit, Barcelona Supercomputing Center)<br />[PlanTL-GOB-ES/roberta-base-ca](https://huggingface.co/PlanTL-GOB-ES/roberta-base-ca) (Armengol-Estapé, Jordi; Carrino, Casimiro Pio; Rodriguez-Penagos, Carlos; de Gibert Bonet, Ona; Armentano-Oller, Carme; Gonzalez-Agirre, Aitor; Melero, Maite; Villegas, Marta) |
 | **License** | `GNU GPL 3.0` |
 | **Author** | [Explosion](https://explosion.ai) |
 <details>
+<summary>View label scheme (316 labels for 3 components)</summary>
 | Component | Labels |
 | --- | --- |
+| **`morphologizer`** | `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Brck`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Brck`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=ADP`, `NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `NumForm=Digit\|NumType=Card\|POS=NUM`, `NumForm=Digit\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Comm`, `POS=AUX\|VerbForm=Inf`, `Case=Acc,Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=VERB\|VerbForm=Inf`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Peri`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `POS=SCONJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=VERB\|VerbForm=Ger`, `POS=NOUN`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `POS=SYM`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|Polarity=Neg`, `POS=ADV`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Case=Loc\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Degree=Cmp\|POS=ADV`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=PUNCT`, `Number=Sing\|POS=DET\|PronType=Rel`, `Case=Gen\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Ind`, `POS=AUX`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=VERB`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AdvType=Tim\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `POS=PUNCT\|PunctType=Semi`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `NumForm=Digit\|POS=SYM`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=PART`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Dash`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=PUNCT\|PunctType=Colo`, `Gender=Masc\|NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Int`, `POS=PUNCT\|PunctType=Quot`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=AUX\|VerbForm=Ger`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `NumForm=Digit\|NumType=Frac\|POS=NUM`, `POS=VERB`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PronType=Prs`, `POS=X`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Pre\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Qest`, `NumForm=Digit\|NumType=Ord\|POS=ADJ`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Pre\|PronType=Prs\|Reflex=Yes`, `NumForm=Digit\|NumType=Frac\|POS=SYM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Qest`, `NumType=Card\|Number=Sing\|POS=NUM`, `Foreign=Yes\|POS=PRON\|PronType=Int`, `Foreign=Yes\|Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Foreign=Yes\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Excl`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Excl`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Mood=Sub\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Comm`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Comm`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `AdvType=Tim\|Degree=Cmp\|POS=ADV`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PrepCase=Pre\|PronType=Prs`, `POS=DET\|PronType=Rel`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `POS=INTJ`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Foreign=Yes\|POS=NOUN`, `Foreign=Yes\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Foreign=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Foreign=Yes\|POS=SCONJ`, `Foreign=Yes\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=SYM`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Definite=Def\|Foreign=Yes\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Foreign=Yes\|POS=VERB`, `Foreign=Yes\|POS=ADJ`, `Foreign=Yes\|POS=DET`, `Foreign=Yes\|POS=ADV`, `POS=PUNCT\|PunctSide=Fin\|Punta d'aignctType=Brck`, `Degree=Cmp\|POS=ADJ`, `AdvType=Tim\|POS=SYM`, `Number=Plur\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin` |
 | **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:pass`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
 | **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
 | Type | Score |
 | --- | --- |
+| `TOKEN_ACC` | 99.97 |
+| `TOKEN_P` | 99.78 |
+| `TOKEN_R` | 99.79 |
+| `TOKEN_F` | 99.79 |
+| `POS_ACC` | 96.30 |
+| `MORPH_ACC` | 95.65 |
+| `MORPH_MICRO_P` | 99.36 |
+| `MORPH_MICRO_R` | 98.61 |
+| `MORPH_MICRO_F` | 98.99 |
+| `SENTS_P` | 99.53 |
+| `SENTS_R` | 99.41 |
+| `SENTS_F` | 99.47 |
+| `DEP_UAS` | 94.70 |
+| `DEP_LAS` | 93.01 |
+| `TAG_ACC` | 96.30 |
+| `LEMMA_ACC` | 97.69 |
+| `ENTS_P` | 91.93 |
+| `ENTS_R` | 90.71 |
+| `ENTS_F` | 91.32 |

accuracy.json CHANGED Viewed

@@ -1,250 +1,250 @@
 {
-  "token_acc": 0.9998490968,
-  "tag_acc": 0.9830108081,
-  "pos_acc": 0.9888722125,
-  "morph_acc": 0.9815365761,
-  "lemma_acc": 0.8763294803,
-  "dep_uas": 0.9474709895,
-  "dep_las": 0.9304344403,
-  "ents_p": 0.9131561892,
-  "ents_r": 0.9116790683,
-  "ents_f": 0.9124170309,
-  "sents_p": 0.9929906542,
-  "sents_r": 0.9947337624,
-  "sents_f": 0.993861444,
-  "speed": 3503.4096320448,
   "morph_per_feat": {
-    "AdpType": {
-      "p": 0.998396065,
-      "r": 0.9949914749,
-      "f": 0.9966908625
-    },
     "Mood": {
-      "p": 0.9985225314,
-      "r": 0.9975399754,
-      "f": 0.9980310116
     },
     "Number": {
-      "p": 0.9983632142,
-      "r": 0.9962017624,
-      "f": 0.9972813171
     },
     "Person": {
-      "p": 0.998929909,
-      "r": 0.9971515044,
-      "f": 0.9980399145
     },
     "Tense": {
-      "p": 0.9937212223,
-      "r": 0.9953878407,
-      "f": 0.9945538333
     },
     "VerbForm": {
-      "p": 0.9970670577,
-      "r": 0.9961374534,
-      "f": 0.9966020388
     },
     "Gender": {
-      "p": 0.9961303143,
-      "r": 0.9919804197,
-      "f": 0.9940510359
     },
     "NumType": {
-      "p": 0.9753554502,
-      "r": 0.9698397738,
-      "f": 0.9725897921
     },
     "Definite": {
-      "p": 0.9952462445,
-      "r": 0.9960038059,
-      "f": 0.9956248811
     },
     "PronType": {
-      "p": 0.9956862745,
-      "r": 0.9954910802,
-      "f": 0.9955886678
     },
     "PunctType": {
-      "p": 0.9532900834,
-      "r": 0.9374772147,
-      "f": 0.945317526
     },
     "NumForm": {
-      "p": 0.9819694868,
       "r": 0.9943820225,
-      "f": 0.988136776
     },
     "Polarity": {
-      "p": 1.0,
       "r": 0.9902912621,
-      "f": 0.9951219512
     },
     "Case": {
-      "p": 1.0,
-      "r": 0.9989212513,
-      "f": 0.9994603346
     },
     "PrepCase": {
-      "p": 1.0,
-      "r": 1.0,
-      "f": 1.0
     },
     "Reflex": {
-      "p": 1.0,
-      "r": 1.0,
-      "f": 1.0
     },
     "Degree": {
-      "p": 0.9964539007,
       "r": 0.9929328622,
-      "f": 0.9946902655
     },
     "Poss": {
-      "p": 1.0,
-      "r": 0.9914529915,
-      "f": 0.9957081545
     },
     "AdvType": {
       "p": 1.0,
-      "r": 0.9197080292,
-      "f": 0.9581749049
     },
     "PunctSide": {
-      "p": 0.8173913043,
-      "r": 0.9082125604,
-      "f": 0.8604118993
     },
     "Number[psor]": {
       "p": 1.0,
       "r": 1.0,
       "f": 1.0
     }
   },
   "dep_las_per_type": {
     "nsubj": {
-      "p": 0.9539951574,
-      "r": 0.9500516707,
-      "f": 0.9520193303
     },
     "flat": {
-      "p": 0.9355895197,
-      "r": 0.9350791053,
-      "f": 0.9353342428
     },
     "case": {
-      "p": 0.979357518,
-      "r": 0.9770899342,
-      "f": 0.978222412
     },
     "aux": {
-      "p": 0.9666307858,
-      "r": 0.9588894821,
-      "f": 0.9627445725
     },
     "root": {
-      "p": 0.9731308411,
-      "r": 0.9748390872,
-      "f": 0.9739842151
     },
     "nummod": {
-      "p": 0.9237588652,
-      "r": 0.9172535211,
-      "f": 0.9204946996
     },
     "obj": {
-      "p": 0.9275436793,
-      "r": 0.9277820612,
-      "f": 0.9276628549
     },
     "det": {
-      "p": 0.9892252437,
-      "r": 0.9910048831,
-      "f": 0.9901142637
     },
     "nmod": {
-      "p": 0.8756953359,
-      "r": 0.8768209083,
-      "f": 0.8762577607
     },
     "amod": {
-      "p": 0.9623068225,
-      "r": 0.9637599094,
-      "f": 0.9630328178
     },
     "obl": {
-      "p": 0.8184306569,
-      "r": 0.8203017833,
-      "f": 0.8193651519
     },
     "cc": {
-      "p": 0.9508816121,
-      "r": 0.9496855346,
-      "f": 0.950283197
     },
     "fixed": {
-      "p": 0.9278538813,
-      "r": 0.9381348107,
-      "f": 0.9329660239
     },
     "conj": {
-      "p": 0.8249427918,
-      "r": 0.8258877434,
-      "f": 0.8254149971
     },
     "advmod": {
-      "p": 0.8898550725,
-      "r": 0.8893395133,
-      "f": 0.8895972182
     },
     "advcl": {
-      "p": 0.7438118812,
-      "r": 0.75125,
-      "f": 0.7475124378
     },
     "compound": {
-      "p": 0.8909090909,
-      "r": 0.8657243816,
-      "f": 0.8781362007
     },
     "mark": {
-      "p": 0.9400576369,
-      "r": 0.9433198381,
-      "f": 0.9416859122
     },
     "cop": {
-      "p": 0.8888888889,
-      "r": 0.9177489177,
-      "f": 0.9030883919
     },
     "ccomp": {
-      "p": 0.8799126638,
-      "r": 0.8995535714,
-      "f": 0.8896247241
     },
     "acl": {
-      "p": 0.8639391056,
-      "r": 0.8764478764,
-      "f": 0.8701485386
     },
     "expl:pass": {
-      "p": 0.8157894737,
-      "r": 0.6888888889,
-      "f": 0.7469879518
     },
     "appos": {
-      "p": 0.8262548263,
-      "r": 0.8167938931,
-      "f": 0.8214971209
     },
     "xcomp": {
-      "p": 0.9043062201,
-      "r": 0.8852459016,
-      "f": 0.8946745562
     },
     "iobj": {
-      "p": 0.8616352201,
-      "r": 0.7569060773,
-      "f": 0.8058823529
     },
     "dep": {
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 }

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Binary files a/attribute_ruler/patterns and b/attribute_ruler/patterns differ

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config.cfg CHANGED Viewed

@@ -1,10 +1,8 @@
 [paths]
-train = "corpus/ca-core-news/train.spacy"
-dev = "corpus/ca-core-news/dev.spacy"
 vectors = null
-raw = null
 init_tok2vec = null
-vocab_data = null
 [system]
 gpu_allocator = "pytorch"
@@ -24,6 +22,7 @@ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 [components.attribute_ruler]
 factory = "attribute_ruler"
 validate = false
 [components.lemmatizer]
@@ -31,9 +30,13 @@ factory = "lemmatizer"
 mode = "rule"
 model = null
 overwrite = false
 [components.morphologizer]
 factory = "morphologizer"
 [components.morphologizer.model]
 @architectures = "spacy.Tagger.v1"
@@ -49,6 +52,7 @@ pooling = {"@layers":"reduce_mean.v1"}
 factory = "ner"
 incorrect_spans_key = null
 moves = null
 update_with_oracle_cut_size = 100
 [components.ner.model]
@@ -71,6 +75,7 @@ factory = "parser"
 learn_tokens = false
 min_action_freq = 30
 moves = null
 update_with_oracle_cut_size = 100
 [components.parser.model]
@@ -94,37 +99,39 @@ max_batch_items = 4096
 set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
 [components.transformer.model]
-@architectures = "spacy-transformers.TransformerModel.v1"
-name = "bsc/roberta-base-ca-cased"
 [components.transformer.model.get_spans]
 @span_getters = "spacy-transformers.strided_spans.v1"
 window = 128
 stride = 96
 [components.transformer.model.tokenizer_config]
 use_fast = true
 [corpora]
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
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-max_length = 0
-path = ${paths:dev}
 gold_preproc = false
 augmenter = null
 [corpora.train]
 @readers = "spacy.Corpus.v1"
-path = ${paths:train}
-max_length = 500
 gold_preproc = false
 limit = 0
-[corpora.train.augmenter]
-@augmenters = "spacy.lower_case.v1"
-level = 0.1
 [training]
 train_corpus = "corpora.train"
@@ -183,11 +190,12 @@ ents_f = 0.16
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
 [pretraining]
 [initialize]
-vocab_data = ${paths.vocab_data}
 vectors = ${paths.vectors}
 init_tok2vec = ${paths.init_tok2vec}
 before_init = null

 [paths]
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+dev = null
 vectors = null
 init_tok2vec = null
 [system]
 gpu_allocator = "pytorch"
 [components.attribute_ruler]
 factory = "attribute_ruler"
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 validate = false
 [components.lemmatizer]
 mode = "rule"
 model = null
 overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
 [components.morphologizer]
 factory = "morphologizer"
+extend = false
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
 [components.morphologizer.model]
 @architectures = "spacy.Tagger.v1"
 factory = "ner"
 incorrect_spans_key = null
 moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
 update_with_oracle_cut_size = 100
 [components.ner.model]
 learn_tokens = false
 min_action_freq = 30
 moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
 update_with_oracle_cut_size = 100
 [components.parser.model]
 set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
 [components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "PlanTL-GOB-ES/roberta-base-ca"
+mixed_precision = false
 [components.transformer.model.get_spans]
 @span_getters = "spacy-transformers.strided_spans.v1"
 window = 128
 stride = 96
+[components.transformer.model.grad_scaler_config]
 [components.transformer.model.tokenizer_config]
 use_fast = true
+[components.transformer.model.transformer_config]
 [corpora]
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
+path = ${paths.dev}
 gold_preproc = false
+max_length = 0
+limit = 0
 augmenter = null
 [corpora.train]
 @readers = "spacy.Corpus.v1"
+path = ${paths.train}
 gold_preproc = false
+max_length = 0
 limit = 0
+augmenter = null
 [training]
 train_corpus = "corpora.train"
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null
+speed = 0.0
 [pretraining]
 [initialize]
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 vectors = ${paths.vectors}
 init_tok2vec = ${paths.init_tok2vec}
 before_init = null

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meta.json CHANGED Viewed

@@ -1,14 +1,14 @@
 {
   "lang":"ca",
   "name":"core_news_trf",
-  "version":"3.1.0",
-  "description":"Catalan transformer pipeline (bsc/roberta-base-ca-cased). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.",
   "author":"Explosion",
   "email":"[email protected]",
   "url":"https://explosion.ai",
   "license":"GNU GPL 3.0",
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-  "spacy_git_version":"ed1ba1343",
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@@ -28,7 +28,7 @@
       "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
       "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
       "Gender=Fem|Number=Sing|POS=NOUN",
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       "Gender=Masc|Number=Plur|POS=NOUN",
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@@ -38,8 +38,9 @@
       "NumForm=Digit|POS=NOUN",
       "Gender=Masc|Number=Plur|POS=ADJ",
       "POS=PUNCT|PunctType=Comm",
-      "POS=AUX|Person=3|VerbForm=Inf",
-      "AdpType=Preppron|POS=ADP",
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       "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
@@ -47,25 +48,22 @@
       "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
       "Gender=Fem|Number=Plur|POS=NOUN",
       "Gender=Fem|Number=Plur|POS=ADJ",
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       "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
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       "Definite=Def|Number=Sing|POS=DET|PronType=Art",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
-      "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
       "POS=VERB|VerbForm=Ger",
-      "POS=VERB|VerbForm=Inf",
       "POS=NOUN",
       "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
       "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
@@ -85,9 +83,9 @@
       "Gender=Fem|Number=Sing|POS=ADJ",
       "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
-      "POS=PRON|Person=3|PronType=Prs",
       "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
-      "AdpType=Prep|Degree=Cmp|POS=ADV",
       "Gender=Fem|Number=Plur|POS=DET|PronType=Art",
       "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
@@ -99,27 +97,28 @@
       "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
       "Number=Plur|POS=DET|PronType=Ind",
       "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
-      "Degree=Cmp|POS=ADV",
       "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
       "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
       "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
       "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
-      "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
       "Number=Sing|POS=DET|PronType=Ind",
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       "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=DET|PronType=Ind",
       "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
       "Degree=Cmp|Number=Sing|POS=ADJ",
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       "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
       "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
-      "Number=Sing|POS=PRON|Person=3|PronType=Prs",
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       "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
@@ -130,20 +129,17 @@
       "AdvType=Tim|POS=NOUN",
       "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
-      "POS=VERB|Person=3|VerbForm=Inf",
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       "Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
-      "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
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-      "AdpType=Prep|POS=ADV",
       "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
-      "POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
       "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
       "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
@@ -157,72 +153,58 @@
       "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
       "POS=PART",
       "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
-      "AdpType=Preppron|Degree=Cmp|POS=ADV",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
       "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
       "POS=ADJ",
-      "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Degree=Cmp|Number=Plur|POS=ADJ",
       "POS=PUNCT|PunctType=Dash",
       "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
-      "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
-      "POS=PRON",
       "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
-      "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
-      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Gender=Masc|POS=NOUN",
       "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
       "Gender=Fem|Number=Plur|POS=PRON|PronType=Int",
       "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
       "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
-      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "POS=PUNCT|PunctType=Colo",
       "Gender=Masc|NumType=Card|POS=NUM",
-      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
-      "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
-      "POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
-      "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
       "Number=Sing|POS=PRON|PronType=Int",
       "POS=PUNCT|PunctType=Quot",
       "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
       "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
-      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
       "POS=AUX|VerbForm=Ger",
-      "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
       "Number=Plur|POS=PRON|PronType=Ind",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
-      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
       "Gender=Masc|Number=Plur|POS=PRON|PronType=Int",
       "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
-      "AdpType=Preppron|POS=ADV",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
       "NumForm=Digit|NumType=Frac|POS=NUM",
       "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
       "Gender=Fem|POS=NOUN",
       "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
       "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
-      "Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
-      "POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
       "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
-      "POS=VERB|Person=3|VerbForm=Ger",
-      "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
-      "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
       "POS=X",
       "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
-      "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
       "Number=Sing|POS=DET|PronType=Dem",
       "POS=DET",
       "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
       "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=DET|PronType=Art",
-      "Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf",
       "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "NumType=Ord|Number=Sing|POS=ADJ",
       "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
@@ -232,19 +214,12 @@
       "Number=Plur|POS=PRON|PronType=Dem",
       "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
       "POS=PRON|PronType=Ind",
-      "Case=Acc,Dat|Number=Plur|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
-      "Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger",
       "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
-      "Case=Acc,Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf",
       "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
-      "POS=AUX|Person=3|VerbForm=Ger",
       "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
       "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
-      "Case=Acc,Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf",
       "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
-      "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger",
       "POS=PUNCT|PunctSide=Fin|PunctType=Qest",
       "NumForm=Digit|NumType=Ord|POS=ADJ",
       "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
@@ -255,32 +230,31 @@
       "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=PUNCT|PunctSide=Ini|PunctType=Qest",
       "NumType=Card|Number=Sing|POS=NUM",
       "POS=PUNCT|PunctSide=Ini|PunctType=Excl",
       "POS=PUNCT|PunctSide=Fin|PunctType=Excl",
       "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
-      "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
       "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
       "POS=PUNCT|PunctSide=Ini|PunctType=Comm",
       "POS=PUNCT|PunctSide=Fin|PunctType=Comm",
-      "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs",
       "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
       "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs",
       "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
       "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Inf",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Ger",
       "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
-      "Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
       "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
-      "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
       "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
       "POS=VERB|Tense=Past|VerbForm=Part",
-      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
       "Case=Nom|POS=PRON|Person=3|PronType=Prs",
-      "Case=Acc,Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf",
       "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
       "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
@@ -293,10 +267,9 @@
       "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf",
       "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
       "AdvType=Tim|Degree=Cmp|POS=ADV",
-      "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
       "POS=DET|PronType=Rel",
       "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
       "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
@@ -304,27 +277,32 @@
       "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=VERB|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
-      "Case=Acc,Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf",
       "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
       "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
-      "Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Ger",
-      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
       "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
-      "Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Ger",
       "Gender=Masc|POS=SYM",
       "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
-      "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger",
-      "AdpType=Prep|POS=ADJ",
       "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
       "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
-      "Case=Acc,Dat|Number=Sing|POS=AUX|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf",
       "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
-      "Gender=Masc|Number=Sing|POS=PROPN",
-      "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Inf",
       "Degree=Cmp|POS=ADJ",
       "AdvType=Tim|POS=SYM",
-      "Number=Plur|POS=DET|PronType=Dem"
     ],
     "parser":[
       "ROOT",
@@ -390,252 +368,252 @@
   ],
   "performance":{
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-    "tag_acc":0.9830108081,
-    "pos_acc":0.9888722125,
-    "morph_acc":0.9815365761,
-    "lemma_acc":0.8763294803,
-    "dep_uas":0.9474709895,
-    "dep_las":0.9304344403,
-    "ents_p":0.9131561892,
-    "ents_r":0.9116790683,
-    "ents_f":0.9124170309,
-    "sents_p":0.9929906542,
-    "sents_r":0.9947337624,
-    "sents_f":0.993861444,
-    "speed":3503.4096320448,
     "morph_per_feat":{
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-        "r":0.9949914749,
-        "f":0.9966908625
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       "Mood":{
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-        "r":0.9975399754,
-        "f":0.9980310116
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       "Number":{
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-        "r":0.9962017624,
-        "f":0.9972813171
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       "Person":{
-        "p":0.998929909,
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-        "f":0.9980399145
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       "Tense":{
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-        "r":0.9953878407,
-        "f":0.9945538333
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       "VerbForm":{
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-        "f":0.9966020388
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       "Gender":{
-        "p":0.9961303143,
-        "r":0.9919804197,
-        "f":0.9940510359
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       "NumType":{
-        "p":0.9753554502,
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-        "f":0.9725897921
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       "Definite":{
-        "p":0.9952462445,
-        "r":0.9960038059,
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       "PronType":{
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       "PunctType":{
-        "p":0.9532900834,
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-        "f":0.945317526
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       "NumForm":{
-        "p":0.9819694868,
         "r":0.9943820225,
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       "Polarity":{
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       "Case":{
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       "PrepCase":{
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-        "r":1.0,
-        "f":1.0
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       "Reflex":{
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-        "r":1.0,
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       "Degree":{
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         "r":0.9929328622,
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       "Poss":{
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       "AdvType":{
         "p":1.0,
-        "r":0.9197080292,
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       "PunctSide":{
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-        "r":0.9082125604,
-        "f":0.8604118993
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       "Number[psor]":{
         "p":1.0,
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     "dep_las_per_type":{
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       "nmod":{
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       "amod":{
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       "obl":{
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       "cc":{
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       "conj":{
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       "advmod":{
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       "advcl":{
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       "compound":{
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       "mark":{
-        "p":0.9400576369,
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-        "f":0.9416859122
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       "cop":{
-        "p":0.8888888889,
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       "ccomp":{
-        "p":0.8799126638,
-        "r":0.8995535714,
-        "f":0.8896247241
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       "acl":{
-        "p":0.8639391056,
-        "r":0.8764478764,
-        "f":0.8701485386
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       "expl:pass":{
-        "p":0.8157894737,
-        "r":0.6888888889,
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       "appos":{
-        "p":0.8262548263,
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       "xcomp":{
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       "iobj":{
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       "dep":{
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@@ -643,14 +621,14 @@
         "f":0.0
       },
       "csubj":{
-        "p":0.8349514563,
-        "r":0.8113207547,
-        "f":0.8229665072
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       "parataxis":{
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-        "r":0.6323529412,
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       "nsubj:pass":{
         "p":0.0,
@@ -663,39 +641,45 @@
         "f":0.0
       }
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     "ents_per_type":{
       "ORG":{
-        "p":0.9151291513,
-        "r":0.8944995491,
-        "f":0.9046967624
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       "LOC":{
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       "MISC":{
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-        "r":0.8302872063,
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       "PER":{
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-        "r":0.964017991,
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   "sources":[
     {
-      "name":"UD Catalan AnCora v2.7",
       "url":"https://github.com/UniversalDependencies/UD_Catalan-AnCora",
       "license":"GNU GPL 3.0",
       "author":"Mart\u00ednez Alonso, H\u00e9ctor; Pascual, Elena; Zeman, Daniel"
     },
     {
-      "name":"NER4conllu (Named Entites from Ancora Corpus) v1.0.1",
-      "url":"http://doi.org/10.5281/zenodo.4761746",
       "license":"CC BY 4.0",
       "author":"Carlos Rodr\u00edguez-Penagos and Carme Armentano-Oller"
     },
@@ -706,13 +690,13 @@
       "author":"Text Mining Unit, Barcelona Supercomputing Center"
     },
     {
-      "name":"bsc/roberta-base-ca-cased",
-      "author":"Armengol-Estap\u00e9 J., Carrino CP., Rodriguez-Penagos C., de Gibert Bonet O., Armentano-Oller C., Gonzalez-Agirre A., Melero M. and Villegas M.",
-      "url":"https://huggingface.co/bsc/roberta-base-ca-cased",
-      "license":""
     }
   ],
   "requirements":[
-    "spacy-transformers>=1.0.3,<1.1.0"
   ]
 }

 {
   "lang":"ca",
   "name":"core_news_trf",
+  "version":"3.2.0",
+  "description":"Catalan transformer pipeline (PlanTL-GOB-ES/roberta-base-ca). Components: transformer, morphologizer, parser, ner, attribute_ruler, lemmatizer.",
   "author":"Explosion",
   "email":"[email protected]",
   "url":"https://explosion.ai",
   "license":"GNU GPL 3.0",
+  "spacy_version":">=3.2.0,<3.3.0",
+  "spacy_git_version":"bb26550e2",
   "vectors":{
     "width":0,
     "vectors":0,
       "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
       "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
       "Gender=Fem|Number=Sing|POS=NOUN",
+      "POS=ADP",
       "NumType=Card|Number=Plur|POS=NUM",
       "Gender=Masc|Number=Plur|POS=NOUN",
       "Number=Sing|POS=ADJ",
       "NumForm=Digit|POS=NOUN",
       "Gender=Masc|Number=Plur|POS=ADJ",
       "POS=PUNCT|PunctType=Comm",
+      "POS=AUX|VerbForm=Inf",
+      "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
       "POS=PRON|PronType=Rel",
       "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
       "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
       "Gender=Fem|Number=Plur|POS=NOUN",
       "Gender=Fem|Number=Plur|POS=ADJ",
+      "POS=VERB|VerbForm=Inf",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Number=Plur|POS=ADJ",
       "POS=PUNCT|PunctType=Peri",
       "Number=Sing|POS=PRON|PronType=Rel",
       "Gender=Masc|Number=Sing|POS=NOUN",
       "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
       "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
       "POS=SCONJ",
       "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
       "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
       "Definite=Def|Number=Sing|POS=DET|PronType=Art",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
       "POS=VERB|VerbForm=Ger",
       "POS=NOUN",
       "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
       "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
       "Gender=Fem|Number=Sing|POS=ADJ",
       "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
+      "Case=Loc|POS=PRON|Person=3|PronType=Prs",
       "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
+      "Degree=Cmp|POS=ADV",
       "Gender=Fem|Number=Plur|POS=DET|PronType=Art",
       "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
       "Number=Plur|POS=DET|PronType=Ind",
       "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
       "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
       "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
       "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
       "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Number=Sing|POS=DET|PronType=Ind",
       "POS=PUNCT",
       "Number=Sing|POS=DET|PronType=Rel",
+      "Case=Gen|POS=PRON|Person=3|PronType=Prs",
       "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
       "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=DET|PronType=Ind",
+      "POS=AUX",
       "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
       "Degree=Cmp|Number=Sing|POS=ADJ",
+      "Number=Sing|POS=VERB",
       "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
       "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
       "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
       "AdvType=Tim|POS=NOUN",
       "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
       "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
       "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
       "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
       "Number=Sing|POS=DET|PronType=Art",
       "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
       "POS=PUNCT|PunctType=Semi",
       "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
       "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
       "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
       "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
       "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
       "POS=PART",
       "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
       "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
       "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
       "POS=ADJ",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Degree=Cmp|Number=Plur|POS=ADJ",
       "POS=PUNCT|PunctType=Dash",
       "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Gender=Masc|POS=NOUN",
       "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
       "Gender=Fem|Number=Plur|POS=PRON|PronType=Int",
       "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
       "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
       "POS=PUNCT|PunctType=Colo",
       "Gender=Masc|NumType=Card|POS=NUM",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
       "Number=Sing|POS=PRON|PronType=Int",
       "POS=PUNCT|PunctType=Quot",
       "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
       "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
       "POS=AUX|VerbForm=Ger",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
       "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
       "Number=Plur|POS=PRON|PronType=Ind",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs",
       "Gender=Masc|Number=Plur|POS=PRON|PronType=Int",
       "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "NumForm=Digit|NumType=Frac|POS=NUM",
+      "POS=VERB",
       "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
       "Gender=Fem|POS=NOUN",
       "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
       "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
       "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs",
       "POS=X",
       "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
       "Number=Sing|POS=DET|PronType=Dem",
       "POS=DET",
       "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
       "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=DET|PronType=Art",
       "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "NumType=Ord|Number=Sing|POS=ADJ",
       "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
       "Number=Plur|POS=PRON|PronType=Dem",
       "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
       "POS=PRON|PronType=Ind",
       "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
       "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
       "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
       "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
       "POS=PUNCT|PunctSide=Fin|PunctType=Qest",
       "NumForm=Digit|NumType=Ord|POS=ADJ",
       "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
       "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=PUNCT|PunctSide=Ini|PunctType=Qest",
       "NumType=Card|Number=Sing|POS=NUM",
+      "Foreign=Yes|POS=PRON|PronType=Int",
+      "Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin",
+      "Foreign=Yes|POS=ADP",
+      "Gender=Masc|Number=Sing|POS=PROPN",
       "POS=PUNCT|PunctSide=Ini|PunctType=Excl",
       "POS=PUNCT|PunctSide=Fin|PunctType=Excl",
       "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
       "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
       "POS=PUNCT|PunctSide=Ini|PunctType=Comm",
       "POS=PUNCT|PunctSide=Fin|PunctType=Comm",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
       "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
       "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs",
       "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
       "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
       "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
       "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
       "POS=VERB|Tense=Past|VerbForm=Part",
       "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
       "Case=Nom|POS=PRON|Person=3|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
       "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
       "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
       "AdvType=Tim|Degree=Cmp|POS=ADV",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs",
       "POS=DET|PronType=Rel",
       "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
       "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
       "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
       "POS=VERB|VerbForm=Fin",
       "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
       "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
       "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
       "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
       "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Foreign=Yes|POS=NOUN",
+      "Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Foreign=Yes|POS=SCONJ",
+      "Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
       "Gender=Masc|POS=SYM",
       "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
       "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
       "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PROPN",
       "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Foreign=Yes|POS=VERB",
+      "Foreign=Yes|POS=ADJ",
+      "Foreign=Yes|POS=DET",
+      "Foreign=Yes|POS=ADV",
+      "POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck",
       "Degree=Cmp|POS=ADJ",
       "AdvType=Tim|POS=SYM",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin"
     ],
     "parser":[
       "ROOT",
   ],
   "performance":{
+    "token_acc":0.9996638134,
+    "token_p":0.9978112128,
+    "token_r":0.9979488063,
+    "token_f":0.9978800048,
+    "pos_acc":0.9630357913,
+    "morph_acc":0.956523989,
+    "morph_micro_p":0.9935942348,
+    "morph_micro_r":0.9861421547,
+    "morph_micro_f":0.9898541693,
     "morph_per_feat":{
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+        "p":0.9985218034,
+        "r":0.9972933071,
+        "f":0.9979071772
       },
       "Number":{
+        "p":0.9986266715,
+        "r":0.9917094355,
+        "f":0.9951560333
       },
       "Person":{
+        "p":0.9989361702,
+        "r":0.9962864721,
+        "f":0.9976095618
       },
       "Tense":{
+        "p":0.9939292443,
+        "r":0.9955965611,
+        "f":0.9947622041
       },
       "VerbForm":{
+        "p":0.9970662755,
+        "r":0.9960037299,
+        "f":0.9965347194
       },
       "Gender":{
+        "p":0.9964480343,
+        "r":0.9861793316,
+        "f":0.9912870904
       },
       "NumType":{
+        "p":0.9743101808,
+        "r":0.9651272385,
+        "f":0.9696969697
       },
       "Definite":{
+        "p":0.9965449902,
+        "r":0.9773129051,
+        "f":0.9868352547
       },
       "PronType":{
+        "p":0.9960687121,
+        "r":0.984375,
+        "f":0.9901873327
       },
       "PunctType":{
+        "p":0.9536399181,
+        "r":0.9339897885,
+        "f":0.9437125749
       },
       "NumForm":{
+        "p":0.9833333333,
         "r":0.9943820225,
+        "f":0.9888268156
       },
       "Polarity":{
+        "p":0.996742671,
         "r":0.9902912621,
+        "f":0.9935064935
       },
       "Case":{
+        "p":0.9974937343,
+        "r":0.9941715237,
+        "f":0.9958298582
       },
       "PrepCase":{
+        "p":0.9958677686,
+        "r":0.9986187845,
+        "f":0.9972413793
       },
       "Reflex":{
+        "p":0.9986052999,
+        "r":0.9986052999,
+        "f":0.9986052999
       },
       "Degree":{
+        "p":1.0,
         "r":0.9929328622,
+        "f":0.9964539007
       },
       "Poss":{
+        "p":0.9971098266,
+        "r":0.9829059829,
+        "f":0.9899569584
       },
       "AdvType":{
         "p":1.0,
+        "r":0.9270072993,
+        "f":0.9621212121
       },
       "PunctSide":{
+        "p":0.7971602434,
+        "r":0.9492753623,
+        "f":0.8665931643
       },
       "Number[psor]":{
         "p":1.0,
         "r":1.0,
         "f":1.0
+      },
+      "Polite":{
+        "p":1.0,
+        "r":0.75,
+        "f":0.8571428571
       }
     },
+    "sents_p":0.9953134153,
+    "sents_r":0.9941486249,
+    "sents_f":0.9947306792,
+    "dep_uas":0.9470394894,
+    "dep_las":0.9300929807,
     "dep_las_per_type":{
       "nsubj":{
+        "p":0.9532163743,
+        "r":0.9545297968,
+        "f":0.9538726334
       },
       "flat":{
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+        "r":0.9409836066,
+        "f":0.9308108108
       },
       "case":{
+        "p":0.9772644818,
+        "r":0.9716243838,
+        "f":0.9744362716
       },
       "aux":{
+        "p":0.9683646113,
+        "r":0.9642285104,
+        "f":0.9662921348
       },
       "root":{
+        "p":0.9695371998,
+        "r":0.9684025746,
+        "f":0.968969555
       },
       "nummod":{
+        "p":0.9390681004,
+        "r":0.9225352113,
+        "f":0.9307282416
       },
       "obj":{
+        "p":0.9208066896,
+        "r":0.9278810409,
+        "f":0.9243303296
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       "det":{
+        "p":0.9867940734,
+        "r":0.9867940734,
+        "f":0.9867940734
       },
       "nmod":{
+        "p":0.8727892606,
+        "r":0.8772756479,
+        "f":0.8750267037
       },
       "amod":{
+        "p":0.9617134193,
+        "r":0.9573584906,
+        "f":0.9595310136
       },
       "obl":{
+        "p":0.828934967,
+        "r":0.8010018215,
+        "f":0.8147290412
       },
       "cc":{
+        "p":0.9528894472,
+        "r":0.9558916194,
+        "f":0.9543881724
       },
       "fixed":{
+        "p":0.9389389389,
+        "r":0.9324055666,
+        "f":0.9356608479
       },
       "conj":{
+        "p":0.8247011952,
+        "r":0.8298969072,
+        "f":0.8272908935
       },
       "advmod":{
+        "p":0.8873321658,
+        "r":0.884749709,
+        "f":0.8860390557
       },
       "advcl":{
+        "p":0.7591424968,
+        "r":0.7525,
+        "f":0.7558066541
       },
       "compound":{
+        "p":0.920754717,
+        "r":0.880866426,
+        "f":0.9003690037
       },
       "mark":{
+        "p":0.9384079024,
+        "r":0.9449970743,
+        "f":0.9416909621
       },
       "cop":{
+        "p":0.8912133891,
+        "r":0.9220779221,
+        "f":0.9063829787
       },
       "ccomp":{
+        "p":0.8639308855,
+        "r":0.8948545861,
+        "f":0.8791208791
       },
       "acl":{
+        "p":0.8541666667,
+        "r":0.8689788054,
+        "f":0.8615090735
       },
       "expl:pass":{
+        "p":0.8421052632,
+        "r":0.6956521739,
+        "f":0.7619047619
       },
       "appos":{
+        "p":0.8228498074,
+        "r":0.8155216285,
+        "f":0.8191693291
       },
       "xcomp":{
+        "p":0.8954869359,
+        "r":0.8849765258,
+        "f":0.8902007084
       },
       "iobj":{
+        "p":0.8757763975,
+        "r":0.7540106952,
+        "f":0.8103448276
       },
       "dep":{
         "p":0.0,
         "f":0.0
       },
       "csubj":{
+        "p":0.8035714286,
+        "r":0.8490566038,
+        "f":0.8256880734
       },
       "parataxis":{
+        "p":0.7,
+        "r":0.5147058824,
+        "f":0.593220339
       },
       "nsubj:pass":{
         "p":0.0,
         "f":0.0
       }
     },
+    "tag_acc":0.9630357913,
+    "lemma_acc":0.9769386611,
+    "ents_p":0.9193442623,
+    "ents_r":0.9071497897,
+    "ents_f":0.9132063182,
     "ents_per_type":{
       "ORG":{
+        "p":0.9105022831,
+        "r":0.8990081154,
+        "f":0.9047186933
       },
       "LOC":{
+        "p":0.9327548807,
+        "r":0.9227467811,
+        "f":0.9277238403
       },
       "MISC":{
+        "p":0.8465753425,
+        "r":0.8067885117,
+        "f":0.8262032086
       },
       "PER":{
+        "p":0.9550898204,
+        "r":0.9565217391,
+        "f":0.9558052434
       }
+    },
+    "speed":4869.0496867102
   },
   "sources":[
     {
+      "name":"UD Catalan AnCora v2.8",
       "url":"https://github.com/UniversalDependencies/UD_Catalan-AnCora",
       "license":"GNU GPL 3.0",
       "author":"Mart\u00ednez Alonso, H\u00e9ctor; Pascual, Elena; Zeman, Daniel"
     },
     {
+      "name":"UD Catalan AnCora v2.8 + NER v3.2.8",
+      "url":"https://github.com/TeMU-BSC/spacy/releases/tag/3.2.8",
       "license":"CC BY 4.0",
       "author":"Carlos Rodr\u00edguez-Penagos and Carme Armentano-Oller"
     },
       "author":"Text Mining Unit, Barcelona Supercomputing Center"
     },
     {
+      "name":"PlanTL-GOB-ES/roberta-base-ca",
+      "author":"Armengol-Estap\u00e9, Jordi; Carrino, Casimiro Pio; Rodriguez-Penagos, Carlos; de Gibert Bonet, Ona; Armentano-Oller, Carme; Gonzalez-Agirre, Aitor; Melero, Maite; Villegas, Marta",
+      "url":"https://huggingface.co/PlanTL-GOB-ES/roberta-base-ca",
+      "license":"Apache-2.0"
     }
   ],
   "requirements":[
+    "spacy-transformers>=1.1.2,<1.2.0"
   ]
 }

morphologizer/cfg CHANGED Viewed

@@ -1,4 +1,5 @@
 {
   "labels_morph":{
     "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
     "POS=PROPN":"",
@@ -8,7 +9,7 @@
     "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
     "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
     "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
-    "AdpType=Prep|POS=ADP":"AdpType=Prep",
     "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
     "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
     "Number=Sing|POS=ADJ":"Number=Sing",
@@ -18,8 +19,9 @@
     "NumForm=Digit|POS=NOUN":"NumForm=Digit",
     "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
     "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
-    "POS=AUX|Person=3|VerbForm=Inf":"Person=3|VerbForm=Inf",
-    "AdpType=Preppron|POS=ADP":"AdpType=Preppron",
     "POS=PRON|PronType=Rel":"PronType=Rel",
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
@@ -27,25 +29,22 @@
     "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Plur|PronType=Art",
     "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
     "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf",
     "Number=Plur|POS=ADJ":"Number=Plur",
     "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
     "Number=Sing|POS=PRON|PronType=Rel":"Number=Sing|PronType=Rel",
     "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
     "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
-    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Plur|PronType=Art",
     "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Plur|VerbForm=Part",
     "POS=SCONJ":"",
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
-    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
     "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
     "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Plur|VerbForm=Part",
-    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
     "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
-    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
     "POS=NOUN":"",
     "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
     "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Sing|VerbForm=Part",
@@ -65,9 +64,9 @@
     "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
-    "POS=PRON|Person=3|PronType=Prs":"Person=3|PronType=Prs",
     "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
-    "AdpType=Prep|Degree=Cmp|POS=ADV":"AdpType=Prep|Degree=Cmp",
     "Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Gender=Fem|Number=Plur|PronType=Art",
     "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
@@ -79,27 +78,28 @@
     "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
     "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
     "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
-    "Degree=Cmp|POS=ADV":"Degree=Cmp",
     "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
     "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
-    "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
     "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
     "POS=PUNCT":"",
     "Number=Sing|POS=DET|PronType=Rel":"Number=Sing|PronType=Rel",
-    "POS=PRON|Person=3":"Person=3",
     "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=DET|PronType=Ind":"PronType=Ind",
     "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=1|PronType=Prs",
     "Degree=Cmp|Number=Sing|POS=ADJ":"Degree=Cmp|Number=Sing",
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
     "Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Gender=Masc|Number=Plur|PronType=Art",
     "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
-    "Number=Sing|POS=PRON|Person=3|PronType=Prs":"Number=Sing|Person=3|PronType=Prs",
     "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
@@ -110,20 +110,17 @@
     "AdvType=Tim|POS=NOUN":"AdvType=Tim",
     "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
-    "POS=VERB|Person=3|VerbForm=Inf":"Person=3|VerbForm=Inf",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
     "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Number=Sing|POS=DET|PronType=Art":"Number=Sing|PronType=Art",
     "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
-    "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger",
     "POS=PUNCT|PunctType=Semi":"PunctType=Semi",
     "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
     "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
-    "AdpType=Prep|POS=ADV":"AdpType=Prep",
     "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
-    "POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Person=3|PronType=Prs|VerbForm=Inf",
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
     "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
@@ -137,72 +134,58 @@
     "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
     "POS=PART":"",
     "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
-    "AdpType=Preppron|Degree=Cmp|POS=ADV":"AdpType=Preppron|Degree=Cmp",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
     "POS=ADJ":"",
-    "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
     "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
     "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
     "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
-    "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf",
-    "POS=PRON":"",
     "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
-    "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
-    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
     "Gender=Masc|POS=NOUN":"Gender=Masc",
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
     "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
-    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
     "POS=PUNCT|PunctType=Colo":"PunctType=Colo",
     "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card",
-    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs",
-    "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
-    "POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":"Person=3|PronType=Prs|VerbForm=Ger",
-    "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":"Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger",
     "Number=Sing|POS=PRON|PronType=Int":"Number=Sing|PronType=Int",
     "POS=PUNCT|PunctType=Quot":"PunctType=Quot",
     "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
     "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
-    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
     "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
-    "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
     "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
     "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
-    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Int":"Gender=Masc|Number=Plur|PronType=Int",
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
-    "AdpType=Preppron|POS=ADV":"AdpType=Preppron",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
     "NumForm=Digit|NumType=Frac|POS=NUM":"NumForm=Digit|NumType=Frac",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
     "Gender=Fem|POS=NOUN":"Gender=Fem",
     "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
     "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Ger",
-    "POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":"Person=3|PronType=Prs|VerbForm=Inf",
     "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
-    "POS=VERB|Person=3|VerbForm=Ger":"Person=3|VerbForm=Ger",
-    "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Plur|Person=1|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
-    "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
     "POS=X":"",
     "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
-    "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
     "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
     "POS=DET":"",
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
     "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=DET|PronType=Art":"PronType=Art",
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Number=Plur|Person=1|PronType=Prs|VerbForm=Inf",
     "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
     "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
@@ -212,19 +195,12 @@
     "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
     "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
     "POS=PRON|PronType=Ind":"PronType=Ind",
-    "Case=Acc,Dat|Number=Plur|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf",
-    "Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger":"Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger",
     "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
-    "Case=Acc,Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf",
     "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
-    "POS=AUX|Person=3|VerbForm=Ger":"Person=3|VerbForm=Ger",
     "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
     "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger",
-    "Case=Acc,Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf",
     "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
-    "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Ger",
     "POS=PUNCT|PunctSide=Fin|PunctType=Qest":"PunctSide=Fin|PunctType=Qest",
     "NumForm=Digit|NumType=Ord|POS=ADJ":"NumForm=Digit|NumType=Ord",
     "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
@@ -235,32 +211,31 @@
     "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=PUNCT|PunctSide=Ini|PunctType=Qest":"PunctSide=Ini|PunctType=Qest",
     "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
     "POS=PUNCT|PunctSide=Ini|PunctType=Excl":"PunctSide=Ini|PunctType=Excl",
     "POS=PUNCT|PunctSide=Fin|PunctType=Excl":"PunctSide=Fin|PunctType=Excl",
     "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
-    "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc,Nom|Number=Plur|Person=2|Polite=Form|PronType=Prs",
     "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Person=1|Tense=Imp|VerbForm=Fin",
     "POS=PUNCT|PunctSide=Ini|PunctType=Comm":"PunctSide=Ini|PunctType=Comm",
     "POS=PUNCT|PunctSide=Fin|PunctType=Comm":"PunctSide=Fin|PunctType=Comm",
-    "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Plur|Person=2|PronType=Prs",
     "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=2|PronType=Prs",
     "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
     "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Ger":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger",
     "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
-    "Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":"Case=Dat|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
     "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
-    "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc,Nom|Number=Sing|Person=2|Polite=Form|PronType=Prs",
     "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
     "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
-    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
     "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
     "Case=Nom|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Person=3|PronType=Prs",
-    "Case=Acc,Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Gender=Fem|Number=Plur|Person=3|PronType=Prs|VerbForm=Inf",
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
     "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
@@ -273,10 +248,9 @@
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs|VerbForm=Inf",
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
     "AdvType=Tim|Degree=Cmp|POS=ADV":"AdvType=Tim|Degree=Cmp",
-    "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs",
     "POS=DET|PronType=Rel":"PronType=Rel",
     "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
     "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
@@ -284,27 +258,32 @@
     "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=VERB|VerbForm=Fin":"VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
-    "Case=Acc,Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf",
     "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
     "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Ger":"Case=Acc,Dat|Number=Plur|Person=1|PronType=Prs|VerbForm=Ger",
-    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
     "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
-    "Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Ger":"Number=Sing|Person=1,3|PronType=Prs|VerbForm=Ger",
     "Gender=Masc|POS=SYM":"Gender=Masc",
     "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
-    "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs|VerbForm=Ger",
-    "AdpType=Prep|POS=ADJ":"AdpType=Prep",
     "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
-    "Case=Acc,Dat|Number=Sing|POS=AUX|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf",
     "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
-    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
-    "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Inf":"Case=Acc|Gender=Neut|Number=Sing|Person=1,3|PronType=Prs|VerbForm=Inf",
     "Degree=Cmp|POS=ADJ":"Degree=Cmp",
     "AdvType=Tim|POS=SYM":"AdvType=Tim",
-    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem"
   },
   "labels_pos":{
     "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
@@ -315,7 +294,7 @@
     "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
     "Gender=Fem|Number=Sing|POS=NOUN":92,
-    "AdpType=Prep|POS=ADP":85,
     "NumType=Card|Number=Plur|POS=NUM":93,
     "Gender=Masc|Number=Plur|POS=NOUN":92,
     "Number=Sing|POS=ADJ":84,
@@ -325,8 +304,9 @@
     "NumForm=Digit|POS=NOUN":92,
     "Gender=Masc|Number=Plur|POS=ADJ":84,
     "POS=PUNCT|PunctType=Comm":97,
-    "POS=AUX|Person=3|VerbForm=Inf":87,
-    "AdpType=Preppron|POS=ADP":85,
     "POS=PRON|PronType=Rel":95,
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
     "Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
@@ -334,25 +314,22 @@
     "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Fem|Number=Plur|POS=NOUN":92,
     "Gender=Fem|Number=Plur|POS=ADJ":84,
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
     "Number=Plur|POS=ADJ":84,
     "POS=PUNCT|PunctType=Peri":97,
     "Number=Sing|POS=PRON|PronType=Rel":95,
     "Gender=Masc|Number=Sing|POS=NOUN":92,
     "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
-    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":84,
     "POS=SCONJ":98,
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
-    "POS=AUX|VerbForm=Inf":87,
     "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":90,
     "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":84,
-    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
     "POS=VERB|VerbForm=Ger":100,
-    "POS=VERB|VerbForm=Inf":100,
     "POS=NOUN":92,
     "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":93,
     "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":84,
@@ -372,9 +349,9 @@
     "Gender=Fem|Number=Sing|POS=ADJ":84,
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":95,
-    "POS=PRON|Person=3|PronType=Prs":95,
     "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":84,
-    "AdpType=Prep|Degree=Cmp|POS=ADV":86,
     "Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
@@ -386,27 +363,28 @@
     "Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
     "Number=Plur|POS=DET|PronType=Ind":90,
     "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
-    "Degree=Cmp|POS=ADV":86,
     "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":90,
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
     "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":93,
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
-    "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
     "Number=Sing|POS=DET|PronType=Ind":90,
     "POS=PUNCT":97,
     "Number=Sing|POS=DET|PronType=Rel":90,
-    "POS=PRON|Person=3":95,
     "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":93,
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
     "POS=DET|PronType=Ind":90,
     "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
     "Degree=Cmp|Number=Sing|POS=ADJ":84,
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":95,
     "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":90,
     "Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
-    "Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":95,
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":95,
@@ -417,20 +395,17 @@
     "AdvType=Tim|POS=NOUN":92,
     "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":90,
     "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":90,
-    "POS=VERB|Person=3|VerbForm=Inf":100,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Int":90,
     "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
     "Number=Sing|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Int":95,
-    "Case=Acc|Gender=Masc|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":100,
     "POS=PUNCT|PunctType=Semi":97,
     "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":87,
     "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
-    "AdpType=Prep|POS=ADV":86,
     "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":93,
-    "POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
     "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":95,
     "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
@@ -444,72 +419,58 @@
     "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
     "POS=PART":94,
     "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":95,
-    "AdpType=Preppron|Degree=Cmp|POS=ADV":86,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":90,
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":95,
     "POS=ADJ":84,
-    "Case=Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
     "Degree=Cmp|Number=Plur|POS=ADJ":84,
     "POS=PUNCT|PunctType=Dash":97,
     "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
-    "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
-    "POS=PRON":95,
     "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
     "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
-    "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
-    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Gender=Masc|POS=NOUN":92,
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Int":95,
     "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":84,
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":87,
-    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "POS=PUNCT|PunctType=Colo":97,
     "Gender=Masc|NumType=Card|POS=NUM":93,
-    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
-    "Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
-    "POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":100,
-    "Case=Dat|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":100,
     "Number=Sing|POS=PRON|PronType=Int":95,
     "POS=PUNCT|PunctType=Quot":97,
     "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":100,
     "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
     "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
-    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":100,
     "POS=AUX|VerbForm=Ger":87,
-    "Case=Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
     "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
     "Number=Plur|POS=PRON|PronType=Ind":95,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":95,
-    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":95,
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Int":95,
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
-    "AdpType=Preppron|POS=ADV":86,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
     "NumForm=Digit|NumType=Frac|POS=NUM":93,
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":95,
     "Gender=Fem|POS=NOUN":92,
     "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
     "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":100,
     "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":87,
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":100,
-    "POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":87,
     "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
-    "POS=VERB|Person=3|VerbForm=Ger":100,
-    "Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
-    "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":95,
     "POS=X":101,
     "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":87,
-    "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":87,
     "Number=Sing|POS=DET|PronType=Dem":90,
     "POS=DET":90,
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":100,
     "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
     "POS=DET|PronType=Art":90,
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Inf":100,
     "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":95,
     "NumType=Ord|Number=Sing|POS=ADJ":84,
     "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":87,
@@ -519,19 +480,12 @@
     "Number=Plur|POS=PRON|PronType=Dem":95,
     "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":100,
     "POS=PRON|PronType=Ind":95,
-    "Case=Acc,Dat|Number=Plur|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":87,
-    "Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger":87,
     "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":100,
-    "Case=Acc,Dat|POS=VERB|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes|VerbForm=Inf":100,
     "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
-    "POS=AUX|Person=3|VerbForm=Ger":87,
     "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
     "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":95,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":100,
-    "Case=Acc,Dat|Number=Sing|POS=VERB|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf":100,
     "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":87,
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
-    "Case=Acc|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Ger":100,
     "POS=PUNCT|PunctSide=Fin|PunctType=Qest":97,
     "NumForm=Digit|NumType=Ord|POS=ADJ":84,
     "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":95,
@@ -542,32 +496,31 @@
     "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
     "POS=PUNCT|PunctSide=Ini|PunctType=Qest":97,
     "NumType=Card|Number=Sing|POS=NUM":93,
     "POS=PUNCT|PunctSide=Ini|PunctType=Excl":97,
     "POS=PUNCT|PunctSide=Fin|PunctType=Excl":97,
     "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":87,
-    "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":95,
     "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
     "POS=PUNCT|PunctSide=Ini|PunctType=Comm":97,
     "POS=PUNCT|PunctSide=Fin|PunctType=Comm":97,
-    "Case=Nom|Number=Plur|POS=PRON|Person=2|PronType=Prs":95,
     "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":87,
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs":95,
     "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":100,
     "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":100,
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Inf":95,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|VerbForm=Ger":95,
     "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
-    "Case=Dat|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":87,
     "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
-    "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":95,
     "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
     "POS=VERB|Tense=Past|VerbForm=Part":100,
-    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":87,
     "Case=Nom|POS=PRON|Person=3|PronType=Prs":95,
-    "Case=Acc,Dat|Gender=Fem|Number=Plur|POS=VERB|Person=3|PronType=Prs|VerbForm=Inf":100,
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
     "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":95,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":95,
@@ -580,10 +533,9 @@
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
     "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":95,
     "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":87,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Inf":87,
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
     "AdvType=Tim|Degree=Cmp|POS=ADV":86,
-    "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs":95,
     "POS=DET|PronType=Rel":90,
     "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
     "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":100,
@@ -591,26 +543,32 @@
     "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
     "POS=VERB|VerbForm=Fin":100,
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
-    "Case=Acc,Dat|Number=Sing|POS=VERB|Person=2|PrepCase=Npr|PronType=Prs|VerbForm=Inf":100,
     "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
     "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
-    "Case=Acc,Dat|Number=Plur|POS=VERB|Person=1|PronType=Prs|VerbForm=Ger":100,
-    "Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
     "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":95,
     "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":100,
-    "Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Ger":100,
     "Gender=Masc|POS=SYM":99,
     "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":90,
-    "Case=Acc|Gender=Masc|Number=Sing|POS=AUX|Person=3|PronType=Prs|VerbForm=Ger":87,
-    "AdpType=Prep|POS=ADJ":84,
     "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
     "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":90,
-    "Case=Acc,Dat|Number=Sing|POS=AUX|Person=1|PrepCase=Npr|PronType=Prs|VerbForm=Inf":87,
     "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
-    "Gender=Masc|Number=Sing|POS=PROPN":96,
-    "Case=Acc|Gender=Neut|Number=Sing|POS=VERB|Person=1,3|PronType=Prs|VerbForm=Inf":100,
     "Degree=Cmp|POS=ADJ":84,
     "AdvType=Tim|POS=SYM":99,
-    "Number=Plur|POS=DET|PronType=Dem":90
-  }
 }

 {
+  "extend":false,
   "labels_morph":{
     "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
     "POS=PROPN":"",
     "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
     "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
     "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "POS=ADP":"",
     "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
     "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
     "Number=Sing|POS=ADJ":"Number=Sing",
     "NumForm=Digit|POS=NOUN":"NumForm=Digit",
     "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
     "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Plur|PronType=Art",
     "POS=PRON|PronType=Rel":"PronType=Rel",
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
     "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Plur|PronType=Art",
     "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
     "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs",
     "Number=Plur|POS=ADJ":"Number=Plur",
     "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
     "Number=Sing|POS=PRON|PronType=Rel":"Number=Sing|PronType=Rel",
     "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
     "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
     "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Plur|VerbForm=Part",
     "POS=SCONJ":"",
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
     "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
     "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Plur|VerbForm=Part",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
     "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
     "POS=NOUN":"",
     "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
     "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Sing|VerbForm=Part",
     "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Case=Loc|POS=PRON|Person=3|PronType=Prs":"Case=Loc|Person=3|PronType=Prs",
     "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
     "Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Gender=Fem|Number=Plur|PronType=Art",
     "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
     "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
     "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
     "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
     "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
     "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
     "POS=PUNCT":"",
     "Number=Sing|POS=DET|PronType=Rel":"Number=Sing|PronType=Rel",
+    "Case=Gen|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Person=3|PronType=Prs",
     "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=DET|PronType=Ind":"PronType=Ind",
+    "POS=AUX":"",
     "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=1|PronType=Prs",
     "Degree=Cmp|Number=Sing|POS=ADJ":"Degree=Cmp|Number=Sing",
+    "Number=Sing|POS=VERB":"Number=Sing",
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
     "Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Gender=Masc|Number=Plur|PronType=Art",
     "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
     "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
     "AdvType=Tim|POS=NOUN":"AdvType=Tim",
     "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
     "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
     "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Number=Sing|POS=DET|PronType=Art":"Number=Sing|PronType=Art",
     "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
     "POS=PUNCT|PunctType=Semi":"PunctType=Semi",
     "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
     "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
     "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
     "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
     "POS=PART":"",
     "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
     "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
     "POS=ADJ":"",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
     "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
     "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
     "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
     "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
     "Gender=Masc|POS=NOUN":"Gender=Masc",
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
     "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
     "POS=PUNCT|PunctType=Colo":"PunctType=Colo",
     "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
     "Number=Sing|POS=PRON|PronType=Int":"Number=Sing|PronType=Int",
     "POS=PUNCT|PunctType=Quot":"PunctType=Quot",
     "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
     "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
     "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
     "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
     "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs",
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Int":"Gender=Masc|Number=Plur|PronType=Int",
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "NumForm=Digit|NumType=Frac|POS=NUM":"NumForm=Digit|NumType=Frac",
+    "POS=VERB":"",
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
     "Gender=Fem|POS=NOUN":"Gender=Fem",
     "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
     "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
     "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs":"Case=Nom|Number=Sing|Person=2|Polite=Infm|PronType=Prs",
     "POS=X":"",
     "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
     "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
     "POS=DET":"",
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
     "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=DET|PronType=Art":"PronType=Art",
     "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
     "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
     "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
     "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
     "POS=PRON|PronType=Ind":"PronType=Ind",
     "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
     "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
     "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
     "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
     "POS=PUNCT|PunctSide=Fin|PunctType=Qest":"PunctSide=Fin|PunctType=Qest",
     "NumForm=Digit|NumType=Ord|POS=ADJ":"NumForm=Digit|NumType=Ord",
     "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
     "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=PUNCT|PunctSide=Ini|PunctType=Qest":"PunctSide=Ini|PunctType=Qest",
     "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "Foreign=Yes|POS=PRON|PronType=Int":"Foreign=Yes|PronType=Int",
+    "Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin":"Foreign=Yes|Mood=Ind|VerbForm=Fin",
+    "Foreign=Yes|POS=ADP":"Foreign=Yes",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
     "POS=PUNCT|PunctSide=Ini|PunctType=Excl":"PunctSide=Ini|PunctType=Excl",
     "POS=PUNCT|PunctSide=Fin|PunctType=Excl":"PunctSide=Fin|PunctType=Excl",
     "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Plur|Person=2|Polite=Form|PronType=Prs",
     "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Person=1|Tense=Imp|VerbForm=Fin",
     "POS=PUNCT|PunctSide=Ini|PunctType=Comm":"PunctSide=Ini|PunctType=Comm",
     "POS=PUNCT|PunctSide=Fin|PunctType=Comm":"PunctSide=Fin|PunctType=Comm",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
     "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=2|PronType=Prs",
     "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
     "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
     "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
     "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Sing|Person=2|Polite=Form|PronType=Prs",
     "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
     "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
     "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
     "Case=Nom|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Person=3|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
     "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
     "AdvType=Tim|Degree=Cmp|POS=ADV":"AdvType=Tim|Degree=Cmp",
+    "Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs",
     "POS=DET|PronType=Rel":"PronType=Rel",
     "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
     "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
     "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
     "POS=VERB|VerbForm=Fin":"VerbForm=Fin",
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
     "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
     "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
     "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PronType=Prs|Reflex=Yes",
+    "Foreign=Yes|POS=NOUN":"Foreign=Yes",
+    "Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Foreign=Yes|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Foreign=Yes|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Foreign=Yes|POS=SCONJ":"Foreign=Yes",
+    "Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Foreign=Yes|Gender=Fem|Number=Sing|PronType=Art",
     "Gender=Masc|POS=SYM":"Gender=Masc",
     "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
     "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
     "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
     "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|PronType=Art",
+    "Foreign=Yes|POS=VERB":"Foreign=Yes",
+    "Foreign=Yes|POS=ADJ":"Foreign=Yes",
+    "Foreign=Yes|POS=DET":"Foreign=Yes",
+    "Foreign=Yes|POS=ADV":"Foreign=Yes",
+    "POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck":"PunctSide=Fin|Punta d'aignctType=Brck",
     "Degree=Cmp|POS=ADJ":"Degree=Cmp",
     "AdvType=Tim|POS=SYM":"AdvType=Tim",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin"
   },
   "labels_pos":{
     "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
     "Gender=Fem|Number=Sing|POS=NOUN":92,
+    "POS=ADP":85,
     "NumType=Card|Number=Plur|POS=NUM":93,
     "Gender=Masc|Number=Plur|POS=NOUN":92,
     "Number=Sing|POS=ADJ":84,
     "NumForm=Digit|POS=NOUN":92,
     "Gender=Masc|Number=Plur|POS=ADJ":84,
     "POS=PUNCT|PunctType=Comm":97,
+    "POS=AUX|VerbForm=Inf":87,
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
     "POS=PRON|PronType=Rel":95,
     "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
     "Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
     "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Fem|Number=Plur|POS=NOUN":92,
     "Gender=Fem|Number=Plur|POS=ADJ":84,
+    "POS=VERB|VerbForm=Inf":100,
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
     "Number=Plur|POS=ADJ":84,
     "POS=PUNCT|PunctType=Peri":97,
     "Number=Sing|POS=PRON|PronType=Rel":95,
     "Gender=Masc|Number=Sing|POS=NOUN":92,
     "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
     "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":84,
     "POS=SCONJ":98,
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
     "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":90,
     "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":84,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
     "POS=VERB|VerbForm=Ger":100,
     "POS=NOUN":92,
     "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":93,
     "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":84,
     "Gender=Fem|Number=Sing|POS=ADJ":84,
     "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":95,
+    "Case=Loc|POS=PRON|Person=3|PronType=Prs":95,
     "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":84,
+    "Degree=Cmp|POS=ADV":86,
     "Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
     "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
     "Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
     "Number=Plur|POS=DET|PronType=Ind":90,
     "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
     "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":90,
     "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
     "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":93,
     "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Number=Sing|POS=DET|PronType=Ind":90,
     "POS=PUNCT":97,
     "Number=Sing|POS=DET|PronType=Rel":90,
+    "Case=Gen|POS=PRON|Person=3|PronType=Prs":95,
     "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":93,
     "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
     "POS=DET|PronType=Ind":90,
+    "POS=AUX":87,
     "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
     "Degree=Cmp|Number=Sing|POS=ADJ":84,
+    "Number=Sing|POS=VERB":100,
     "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":95,
     "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":90,
     "Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
     "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
     "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
     "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":95,
     "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":95,
     "AdvType=Tim|POS=NOUN":92,
     "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":90,
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