Add fr_udv25_frenchsequoia_trf-0.0.1

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zstandard filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*strings.json filter=lfs diff=lfs merge=lfs -text
+vectors filter=lfs diff=lfs merge=lfs -text
+model filter=lfs diff=lfs merge=lfs -text

LICENSE.txt

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+END OF TERMS AND CONDITIONS

README.md

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+---
+tags:
+- spacy
+- token-classification
+language:
+- fr
+license: lgpl-lr
+model-index:
+- name: fr_udv25_frenchsequoia_trf
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9864663202
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9856429784
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9755018013
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9741188577
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9467530964
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.9260331057
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9441747573
+---
+UD v2.5 benchmarking pipeline for UD_French-Sequoia
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `fr_udv25_frenchsequoia_trf` |
+| **Version** | `0.0.1` |
+| **spaCy** | `>=3.2.1,<3.3.0` |
+| **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) |
+| **License** | `LGPL-LR` |
+| **Author** | [Explosion](https://explosion.ai) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (916 labels for 6 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`experimental_char_ner_tokenizer`** | `TOKEN` |
+| **`senter`** | `I`, `S` |
+| **`tagger`** | `ADJ`, `ADP`, `ADP_DET`, `ADP_PRON`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `SYM`, `VERB`, `X` |
+| **`morphologizer`** | `POS=PROPN`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=SCONJ`, `POS=ADP`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Ord\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=PUNCT`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `NumType=Card\|POS=NUM`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=DET\|Poss=Yes`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=ADP\|PronType=Art`, `Definite=Def\|Number=Plur\|POS=ADP\|PronType=Art`, `Definite=Ind\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Inf`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `Number=Plur\|POS=DET`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|PronType=Int`, `POS=VERB\|Tense=Pres\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=DET\|Poss=Yes`, `POS=AUX\|VerbForm=Inf`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=ADV\|Polarity=Neg`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3`, `POS=PRON\|Person=3\|Reflex=Yes`, `Gender=Masc\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=PRON\|Person=3`, `Number=Plur\|POS=NOUN`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `POS=AUX\|Tense=Pres\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=3`, `Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PROPN`, `Number=Sing\|POS=PROPN`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET`, `Gender=Fem\|Number=Sing\|POS=DET\|Poss=Yes`, `Gender=Masc\|POS=PRON`, `POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Number=Sing\|POS=PRON`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `POS=PRON`, `POS=NUM`, `Gender=Fem\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON`, `Number=Plur\|POS=PRON\|Person=3`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|Person=1`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=INTJ`, `Number=Plur\|POS=PRON\|Person=2`, `NumType=Card\|POS=PRON`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `NumType=Card\|POS=NOUN`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3`, `Gender=Fem\|Number=Sing\|POS=DET`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=DET`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=DET`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|POS=PRON`, `Gender=Masc\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `POS=X`, `POS=SYM`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `POS=DET`, `Gender=Masc\|Number=Plur\|POS=PRON`, `POS=PART`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|POS=VERB\|Person=3\|VerbForm=Fin`, `Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `Gender=Masc\|Number=Plur\|POS=DET`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Rel`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Rel`, `POS=VERB\|Tense=Past\|VerbForm=Part\|Voice=Pass`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|POS=VERB\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Reflex=Yes`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|Reflex=Yes`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=1\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|POS=ADV`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=PROPN`, `Gender=Masc\|NumType=Card\|POS=NUM` |
+| **`parser`** | `ROOT`, `acl`, `acl:relcl`, `advcl`, `advcl:cleft`, `advmod`, `amod`, `appos`, `aux:caus`, `aux:pass`, `aux:tense`, `case`, `cc`, `ccomp`, `conj`, `cop`, `csubj`, `dep`, `det`, `dislocated`, `expl:comp`, `expl:pass`, `expl:subj`, `fixed`, `flat:foreign`, `flat:name`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:caus`, `nsubj:pass`, `nummod`, `obj`, `obl:agent`, `obl:arg`, `obl:mod`, `orphan`, `parataxis`, `punct`, `vocative`, `xcomp` |
+| **`experimental_edit_tree_lemmatizer`** | `0`, `3`, `4`, `6`, `8`, `10`, `12`, `14`, `16`, `20`, `22`, `24`, `26`, `30`, `32`, `34`, `36`, `39`, `40`, `42`, `44`, `45`, `48`, `50`, `52`, `54`, `56`, `58`, `61`, `63`, `66`, `70`, `72`, `74`, `77`, `79`, `81`, `82`, `84`, `86`, `88`, `89`, `91`, `95`, `97`, `99`, `102`, `103`, `106`, `110`, `111`, `113`, `114`, `115`, `118`, `119`, `123`, `125`, `126`, `128`, `130`, `132`, `133`, `134`, `136`, `138`, `139`, `140`, `142`, `143`, `144`, `146`, `148`, `150`, `152`, `155`, `157`, `160`, `161`, `163`, `165`, `167`, `171`, `173`, `174`, `176`, `177`, `179`, `181`, `183`, `185`, `187`, `189`, `191`, `192`, `195`, `197`, `198`, `200`, `202`, `203`, `205`, `208`, `210`, `211`, `212`, `214`, `217`, `218`, `221`, `225`, `227`, `229`, `230`, `232`, `234`, `236`, `238`, `240`, `242`, `243`, `245`, `247`, `248`, `251`, `253`, `255`, `257`, `258`, `260`, `261`, `264`, `267`, `268`, `269`, `272`, `273`, `276`, `277`, `278`, `279`, `284`, `287`, `288`, `291`, `293`, `295`, `298`, `299`, `301`, `304`, `306`, `307`, `309`, `310`, `313`, `315`, `318`, `319`, `322`, `324`, `325`, `327`, `329`, `330`, `332`, `333`, `336`, `339`, `341`, `342`, `344`, `346`, `347`, `350`, `351`, `353`, `356`, `358`, `359`, `361`, `363`, `365`, `367`, `369`, `373`, `376`, `378`, `379`, `380`, `382`, `384`, `386`, `389`, `390`, `391`, `394`, `396`, `398`, `399`, `401`, `404`, `406`, `409`, `412`, `414`, `418`, `421`, `423`, `424`, `426`, `428`, `429`, `430`, `434`, `436`, `438`, `440`, `441`, `443`, `446`, `447`, `448`, `451`, `453`, `456`, `457`, `458`, `460`, `462`, `463`, `465`, `468`, `470`, `472`, `474`, `480`, `482`, `483`, `485`, `486`, `490`, `493`, `494`, `497`, `499`, `500`, `501`, `503`, `506`, `509`, `511`, `512`, `514`, `516`, `518`, `522`, `523`, `526`, `530`, `532`, `534`, `537`, `539`, `540`, `541`, `543`, `545`, `546`, `548`, `550`, `551`, `552`, `554`, `556`, `557`, `558`, `561`, `563`, `565`, `567`, `570`, `571`, `573`, `574`, `575`, `576`, `578`, `579`, `581`, `582`, `583`, `584`, `586`, `587`, `588`, `589`, `590`, `592`, `595`, `600`, `603`, `604`, `606`, `608`, `611`, `612`, `614`, `615`, `616`, `618`, `619`, `620`, `621`, `622`, `623`, `624`, `625`, `626`, `627`, `628`, `629`, `630`, `631`, `632`, `633`, `634`, `635`, `636`, `638`, `640`, `644`, `646`, `647`, `648`, `650`, `652`, `654`, `657`, `659`, `660`, `661`, `662`, `663`, `664`, `665`, `666`, `668`, `672`, `674`, `675`, `677`, `678`, `679`, `680`, `681`, `682`, `683`, `684`, `685`, `686`, `687`, `688`, `689`, `690`, `691`, `692`, `693`, `694`, `695`, `696`, `697`, `698`, `699`, `700`, `701`, `702`, `704`, `705`, `706`, `707`, `708`, `709`, `710`, `711`, `712`, `713`, `714`, `715`, `716`, `717`, `718`, `719`, `720`, `721`, `722`, `723`, `724`, `725`, `726`, `727`, `728`, `729`, `730`, `731`, `732`, `733`, `734`, `735`, `736`, `737`, `738`, `739`, `740`, `741`, `743`, `744`, `747`, `748`, `749`, `750`, `751`, `752`, `753`, `754`, `755`, `756`, `758`, `760`, `762`, `763`, `766`, `767`, `768`, `770`, `772`, `773`, `774`, `775`, `776`, `777`, `778`, `779`, `781`, `783`, `784`, `786`, `787`, `789`, `790`, `791`, `794`, `795`, `796`, `797`, `798`, `799`, `800`, `801`, `802`, `803`, `807`, `809`, `812`, `813`, `815`, `817`, `819`, `821`, `825`, `828`, `829`, `832`, `833`, `834`, `837`, `838`, `839`, `841`, `842`, `844`, `846`, `849`, `851`, `853`, `854`, `855`, `858`, `861`, `862`, `866`, `868`, `869`, `871`, `872`, `874`, `876`, `879`, `880`, `882`, `885`, `887`, `891`, `893`, `895`, `898`, `899`, `902`, `903`, `905`, `906`, `908`, `910`, `911`, `912`, `914`, `917`, `920`, `923`, `925`, `927`, `929`, `932`, `933`, `934`, `936`, `938`, `939`, `943`, `944`, `945`, `946`, `947`, `950`, `952`, `954`, `956`, `958`, `959`, `961`, `963`, `965`, `967`, `969`, `971`, `973`, `976`, `978`, `979`, `980`, `981`, `984`, `986`, `987`, `990`, `993`, `994`, `996`, `998`, `999`, `1000`, `1001`, `1002`, `1004`, `1006`, `1007`, `1009`, `1010`, `1012`, `1014`, `1016`, `1018`, `1021`, `1023`, `1026`, `1027`, `1029`, `1031`, `1033`, `1034`, `1036`, `1037`, `1039`, `1041`, `1043`, `1044`, `1045`, `1046`, `1049`, `1051`, `1053`, `1054`, `1055`, `1056`, `1057`, `1058`, `1059`, `1061`, `1063`, `1065`, `1067`, `1068`, `1070`, `1072`, `1073`, `1075`, `1077`, `1078`, `1080`, `1081`, `1082`, `1084`, `1085`, `1087`, `1088`, `1089`, `1090`, `1091`, `1092`, `1094`, `1095`, `1097`, `1098`, `1100`, `1103`, `1106`, `1108`, `1110`, `1111`, `1113`, `1116`, `1117`, `1119`, `1121`, `1124`, `1127`, `1129`, `1131`, `1132`, `1133`, `1135`, `1136`, `1138`, `1139`, `1141`, `1142`, `1145`, `1148`, `1153`, `1154`, `1156`, `1157`, `1159`, `1161` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_F` | 99.70 |
+| `TOKEN_P` | 99.69 |
+| `TOKEN_R` | 99.71 |
+| `TOKEN_ACC` | 99.96 |
+| `SENTS_F` | 94.42 |
+| `SENTS_P` | 94.42 |
+| `SENTS_R` | 94.42 |
+| `TAG_ACC` | 98.65 |
+| `POS_ACC` | 98.56 |
+| `MORPH_ACC` | 97.55 |
+| `DEP_UAS` | 94.68 |
+| `DEP_LAS` | 92.60 |
+| `LEMMA_ACC` | 97.41 |

config.cfg

@@ -0,0 +1,254 @@
+[paths]
+train = "corpus/UD_French-Sequoia/train.spacy"
+dev = "corpus/UD_French-Sequoia/dev.spacy"
+vectors = null
+init_tok2vec = null
+tokenizer_source = "training/UD_French-Sequoia/tokenizer/model-best"
+transformer_source = "training/UD_French-Sequoia/transformer/model-best"
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "fr"
+pipeline = ["experimental_char_ner_tokenizer","transformer","senter","tagger","morphologizer","parser","experimental_edit_tree_lemmatizer"]
+batch_size = 64
+disabled = ["senter"]
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy-experimental.char_pretokenizer.v1"}
+
+[components]
+
+[components.experimental_char_ner_tokenizer]
+factory = "experimental_char_ner_tokenizer"
+scorer = {"@scorers":"spacy-experimental.tokenizer_scorer.v1"}
+
+[components.experimental_char_ner_tokenizer.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.experimental_char_ner_tokenizer.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 128
+attrs = ["ORTH","LOWER","IS_DIGIT","IS_ALPHA","IS_SPACE","IS_PUNCT"]
+rows = [1000,500,50,50,50,50]
+include_static_vectors = false
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 128
+depth = 4
+window_size = 4
+maxout_pieces = 2
+
+[components.experimental_edit_tree_lemmatizer]
+factory = "experimental_edit_tree_lemmatizer"
+backoff = "orth"
+min_tree_freq = 1
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.experimental_edit_tree_lemmatizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.experimental_edit_tree_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = false
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 5
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 3
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.senter]
+factory = "senter"
+overwrite = false
+scorer = {"@scorers":"spacy.senter_scorer.v1"}
+
+[components.senter.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.senter.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!!!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "xlm-roberta-base"
+mixed_precision = true
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 3
+patience = 5000
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+get_length = null
+size = 2000
+buffer = 256
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = true
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+token_f = 0.0
+token_p = null
+token_r = null
+token_acc = null
+sents_f = 0.05
+sents_p = 0.0
+sents_r = 0.0
+tag_acc = 0.11
+pos_acc = 0.05
+morph_acc = 0.05
+morph_per_feat = null
+dep_uas = 0.11
+dep_las = 0.11
+dep_las_per_type = null
+lemma_acc = 0.52
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

experimental_char_ner_tokenizer/cfg

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

experimental_char_ner_tokenizer/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:30404c0d88ea07327ff5604b9fa074f2256b822b6b0aae1e6479162bf679f1f7
+size 6922248

experimental_char_ner_tokenizer/moves

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+��moves�l{"0":{},"1":{"TOKEN":224415},"2":{"TOKEN":224415},"3":{"TOKEN":224415},"4":{"TOKEN":224415,"":1},"5":{"":1}}�cfg��neg_key�

experimental_edit_tree_lemmatizer/cfg

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fr_udv25_frenchsequoia_trf-any-py3-none-any.whl

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meta.json

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+{
+  "lang":"fr",
+  "name":"udv25_frenchsequoia_trf",
+  "version":"0.0.1",
+  "description":"UD v2.5 benchmarking pipeline for UD_French-Sequoia",
+  "author":"Explosion",
+  "email":"[email protected]",
+  "url":"https://explosion.ai",
+  "license":"LGPL-LR",
+  "spacy_version":">=3.2.1,<3.3.0",
+  "spacy_git_version":"800737b41",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "experimental_char_ner_tokenizer":[
+      "TOKEN"
+    ],
+    "transformer":[
+
+    ],
+    "senter":[
+      "I",
+      "S"
+    ],
+    "tagger":[
+      "ADJ",
+      "ADP",
+      "ADP_DET",
+      "ADP_PRON",
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+      "AUX",
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+      "NUM",
+      "PART",
+      "PRON",
+      "PROPN",
+      "PUNCT",
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+      "SYM",
+      "VERB",
+      "X"
+    ],
+    "morphologizer":[
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+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Plur|POS=PRON|Person=1",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=SCONJ",
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+      "NumType=Ord|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=NOUN",
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+      "Number=Sing|POS=ADJ",
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+      "POS=ADV",
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+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Art",
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+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "POS=CCONJ",
+      "Gender=Fem|Number=Plur|POS=NOUN",
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+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
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+      "POS=ADJ",
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+      "POS=PRON|PronType=Rel",
+      "Number=Sing|POS=DET|Poss=Yes",
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+      "Definite=Ind|Number=Plur|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
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+      "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
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+      "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass",
+      "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|Reflex=Yes",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|Reflex=Yes",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=PRON|Person=1|Reflex=Yes",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|POS=PROPN",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|POS=ADV",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Plur|POS=PROPN",
+      "Gender=Masc|NumType=Card|POS=NUM"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "acl:relcl",
+      "advcl",
+      "advcl:cleft",
+      "advmod",
+      "amod",
+      "appos",
+      "aux:caus",
+      "aux:pass",
+      "aux:tense",
+      "case",
+      "cc",
+      "ccomp",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "dislocated",
+      "expl:comp",
+      "expl:pass",
+      "expl:subj",
+      "fixed",
+      "flat:foreign",
+      "flat:name",
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+      "mark",
+      "nmod",
+      "nsubj",
+      "nsubj:caus",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl:agent",
+      "obl:arg",
+      "obl:mod",
+      "orphan",
+      "parataxis",
+      "punct",
+      "vocative",
+      "xcomp"
+    ],
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+  "pipeline":[
+    "experimental_char_ner_tokenizer",
+    "transformer",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "components":[
+    "experimental_char_ner_tokenizer",
+    "transformer",
+    "senter",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "disabled":[
+    "senter"
+  ],
+  "sources":[
+    {
+      "name":"Universal Dependencies v2.5",
+      "url":"https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105",
+      "author":"Zeman, Daniel; et al."
+    }
+  ],
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+  "requirements":[
+    "spacy-transformers>=1.1.3,<1.2.0",
+    "spacy-experimental>=0.2.0,<0.3.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,404 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "POS=PROPN":"",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Number=Plur|POS=PRON|Person=1":"Number=Plur|Person=1",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=SCONJ":"",
+    "POS=ADP":"",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "NumType=Ord|POS=ADJ":"NumType=Ord",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "POS=PUNCT":"",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "POS=ADV":"",
+    "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=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "POS=CCONJ":"",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "POS=ADJ":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Number=Sing|POS=DET|Poss=Yes":"Number=Sing|Poss=Yes",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "Definite=Def|Number=Plur|POS=ADP|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Definite=Ind|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Number=Plur|PronType=Art",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3":"Gender=Masc|Number=Sing|Person=3",
+    "Number=Plur|POS=DET":"Number=Plur",
+    "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=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "POS=VERB|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Gender=Masc|POS=ADJ":"Gender=Masc",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=DET|Poss=Yes":"Number=Plur|Poss=Yes",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Tense=Past|VerbForm=Part",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "Definite=Ind|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3":"Gender=Fem|Number=Sing|Person=3",
+    "POS=PRON|Person=3|Reflex=Yes":"Person=3|Reflex=Yes",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "POS=PRON|Person=3":"Person=3",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
+    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "POS=AUX|Tense=Pres|VerbForm=Part":"Tense=Pres|VerbForm=Part",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=3":"Number=Sing|Person=3",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3":"Gender=Masc|Number=Plur|Person=3",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Number=Plur|POS=PROPN":"Number=Plur",
+    "Number=Sing|POS=PROPN":"Number=Sing",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET":"Gender=Masc|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=DET|Poss=Yes":"Gender=Fem|Number=Sing|Poss=Yes",
+    "Gender=Masc|POS=PRON":"Gender=Masc",
+    "POS=NOUN":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON":"Number=Plur",
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Number=Sing|POS=PRON":"Number=Sing",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Mood=Ind|POS=VERB|VerbForm=Fin":"Mood=Ind|VerbForm=Fin",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Dem":"Gender=Masc|Number=Sing|Person=3|PronType=Dem",
+    "Number=Sing|POS=PRON|Person=2|PronType=Prs":"Number=Sing|Person=2|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
+    "POS=PRON":"",
+    "POS=NUM":"",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Gender=Fem|Number=Plur|POS=PRON":"Gender=Fem|Number=Plur",
+    "Number=Plur|POS=PRON|Person=3":"Number=Plur|Person=3",
+    "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Number=Sing|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|Person=1":"Number=Sing|Person=1",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON":"Gender=Fem|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=INTJ":"",
+    "Number=Plur|POS=PRON|Person=2":"Number=Plur|Person=2",
+    "NumType=Card|POS=PRON":"NumType=Card",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "NumType=Card|POS=NOUN":"NumType=Card",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3":"Gender=Fem|Number=Plur|Person=3",
+    "Gender=Fem|Number=Sing|POS=DET":"Gender=Fem|Number=Sing",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=DET":"Gender=Fem|Number=Plur",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Number=Sing|POS=DET":"Number=Sing",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NOUN":"Gender=Masc|NumType=Card|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|POS=PRON":"Gender=Fem",
+    "Gender=Masc|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Gender=Masc|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Rel":"Gender=Fem|Number=Sing|PronType=Rel",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "POS=X":"",
+    "POS=SYM":"",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "POS=DET":"",
+    "Gender=Masc|Number=Plur|POS=PRON":"Gender=Masc|Number=Plur",
+    "POS=PART":"",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|POS=VERB|Person=3|VerbForm=Fin":"Mood=Ind|Person=3|VerbForm=Fin",
+    "Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Sing|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Gender=Masc|Number=Plur|POS=DET":"Gender=Masc|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Rel":"Gender=Fem|Number=Plur|PronType=Rel",
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Number=Plur|Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Rel":"Gender=Masc|Number=Plur|PronType=Rel",
+    "POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":"Tense=Past|VerbForm=Part|Voice=Pass",
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Imp|POS=VERB|Tense=Pres|VerbForm=Fin":"Mood=Imp|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|Reflex=Yes":"Number=Plur|Person=2|Reflex=Yes",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|Reflex=Yes":"Number=Plur|Person=1|Reflex=Yes",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NOUN":"Gender=Masc|NumType=Card|Number=Sing",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=PRON|Person=1|Reflex=Yes":"Number=Sing|Person=1|Reflex=Yes",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|POS=PROPN":"Gender=Masc",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|Person=1|PronType=Prs":"Number=Sing|Person=1|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|Tense=Pres|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=Imp|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|POS=ADV":"Gender=Fem",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=PROPN":"Gender=Fem|Number=Plur",
+    "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card"
+  },
+  "labels_pos":{
+    "POS=PROPN":96,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
+    "Gender=Fem|Number=Sing|POS=NOUN":92,
+    "Number=Plur|POS=PRON|Person=1":95,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "POS=SCONJ":98,
+    "POS=ADP":85,
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
+    "NumType=Ord|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=NOUN":92,
+    "POS=PUNCT":97,
+    "Gender=Masc|Number=Sing|POS=PROPN":96,
+    "Number=Plur|POS=ADJ":84,
+    "Gender=Masc|Number=Plur|POS=NOUN":92,
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Number=Sing|POS=ADJ":84,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "POS=ADV":86,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=PROPN":96,
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
+    "NumType=Card|POS=NUM":93,
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":90,
+    "Gender=Masc|Number=Plur|POS=ADJ":84,
+    "POS=CCONJ":89,
+    "Gender=Fem|Number=Plur|POS=NOUN":92,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Gender=Fem|Number=Plur|POS=ADJ":84,
+    "POS=ADJ":84,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "POS=PRON|PronType=Rel":95,
+    "Number=Sing|POS=DET|Poss=Yes":90,
+    "Definite=Def|Gender=Masc|Number=Sing|POS=ADP|PronType=Art":85,
+    "Definite=Def|Number=Plur|POS=ADP|PronType=Art":85,
+    "Definite=Ind|Number=Plur|POS=DET|PronType=Art":90,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part|Voice=Pass":100,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "POS=VERB|VerbForm=Inf":100,
+    "Gender=Fem|Number=Sing|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3":95,
+    "Number=Plur|POS=DET":90,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Gender=Masc|Number=Sing|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
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