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--- |
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tags: |
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- spacy |
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- token-classification |
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language: |
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- id |
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model-index: |
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- name: id_core_news_trf |
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results: |
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- task: |
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name: NER |
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type: token-classification |
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metrics: |
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- name: NER Precision |
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type: precision |
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value: 0.7109295199 |
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- name: NER Recall |
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type: recall |
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value: 0.7341772152 |
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- name: NER F Score |
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type: f_score |
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value: 0.7223663726 |
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- task: |
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name: TAG |
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type: token-classification |
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metrics: |
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- name: TAG (XPOS) Accuracy |
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type: accuracy |
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value: 0.9528829007 |
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- task: |
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name: POS |
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type: token-classification |
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metrics: |
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- name: POS (UPOS) Accuracy |
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type: accuracy |
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value: 0.9151373419 |
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- task: |
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name: MORPH |
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type: token-classification |
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metrics: |
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- name: Morph (UFeats) Accuracy |
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type: accuracy |
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value: 0.9632594824 |
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- task: |
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name: LEMMA |
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type: token-classification |
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metrics: |
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- name: Lemma Accuracy |
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type: accuracy |
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value: 0.929445787 |
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- task: |
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name: UNLABELED_DEPENDENCIES |
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type: token-classification |
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metrics: |
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- name: Unlabeled Attachment Score (UAS) |
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type: f_score |
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value: 0.8362287539 |
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- task: |
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name: LABELED_DEPENDENCIES |
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type: token-classification |
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metrics: |
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- name: Labeled Attachment Score (LAS) |
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type: f_score |
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value: 0.7526053892 |
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- task: |
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name: SENTS |
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type: token-classification |
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metrics: |
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- name: Sentences F-Score |
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type: f_score |
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value: 0.8419182948 |
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--- |
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| Feature | Description | |
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| --- | --- | |
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| **Name** | `id_core_news_trf` | |
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| **Version** | `0.0.4` | |
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| **spaCy** | `>=3.7.4,<3.8.0` | |
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| **Default Pipeline** | `transformer`, `ner`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser` | |
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| **Components** | `transformer`, `ner`, `tagger`, `morphologizer`, `trainable_lemmatizer`, `parser` | |
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| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) | |
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| **Sources** | n/a | |
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| **License** | n/a | |
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| **Author** | [n/a]() | |
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### Label Scheme |
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<details> |
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<summary>View label scheme (321 labels for 4 components)</summary> |
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| Component | Labels | |
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| --- | --- | |
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| **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` | |
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| **`tagger`** | `APP`, `ASP`, `ASP+PS2`, `ASP+PS3`, `ASP+T--`, `ASS`, `ASS+PS3`, `B--`, `B--+PS3`, `B--+T--`, `CC-`, `CC-+PS3`, `CC-+T--`, `CD-`, `CD-+PS3`, `CO-`, `CO-+PS3`, `D--`, `D--+PS2`, `D--+PS3`, `D--+T--`, `F--`, `F--+PS1`, `F--+PS2`, `F--+PS3`, `F--+T--`, `G--`, `G--+PS3`, `G--+T--`, `H--`, `H--+T--`, `I--`, `M--`, `M--+PS3`, `M--+T--`, `NOUN`, `NPD`, `NPD+PS2`, `NPD+PS3`, `NSD`, `NSD+PS1`, `NSD+PS2`, `NSD+PS3`, `NSD+T--`, `NSF`, `NSM`, `NSM+PS3`, `NUM`, `O--`, `PP1`, `PP1+T--`, `PP2`, `PP3`, `PP3+T--`, `PROPN`, `PS1`, `PS1+VSA`, `PS1+VSA+T--`, `PS2`, `PS2+VSA`, `PS3`, `PUNCT`, `R--`, `R--+PS1`, `R--+PS2`, `R--+PS3`, `S--`, `S--+PS3`, `T--`, `VERB`, `VPA`, `VSA`, `VSA+PS1`, `VSA+PS2`, `VSA+PS3`, `VSA+T--`, `VSP`, `VSP+PS3`, `VSP+T--`, `W--`, `W--+T--`, `X`, `X--`, `Z--` | |
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| **`morphologizer`** | `POS=PROPN`, `POS=AUX`, `POS=DET\|PronType=Ind`, `Number=Sing\|POS=NOUN`, `POS=PRON\|PronType=Rel`, `Number=Sing\|POS=VERB\|Voice=Pass`, `POS=ADP`, `POS=PUNCT`, `Number=Sing\|POS=PROPN`, `POS=NOUN`, `POS=ADV`, `POS=CCONJ`, `Number=Sing\|POS=VERB\|Voice=Act`, `POS=VERB`, `POS=DET\|PronType=Tot`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `POS=SCONJ`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `POS=DET\|PronType=Dem`, `NumType=Card\|POS=NUM`, `Degree=Pos\|Number=Sing\|POS=NOUN`, `Degree=Pos\|Number=Sing\|POS=ADJ`, `NumType=Card\|POS=DET\|PronType=Ind`, `Degree=Pos\|Number=Sing\|POS=ADP`, `Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Sing\|POS=VERB`, `POS=PRON\|PronType=Int`, `Number=Sing\|POS=ADV\|Voice=Act`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3\|Voice=Act`, `Number=Sing\|POS=ADP\|Voice=Act`, `POS=ADJ`, `Number[psor]=Sing\|POS=ADP\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|POS=DET`, `Degree=Pos\|Number=Sing\|POS=VERB`, `POS=PRON\|PronType=Dem`, `POS=PART\|Polarity=Neg`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Sing\|POS=PRON\|Person=1\|Polite=Form\|PronType=Prs`, `Number=Sing\|POS=ADJ`, `Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=SYM`, `POS=ADV\|PronType=Int`, `Clusivity=In\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Sing\|POS=ADJ\|Voice=Act`, `Degree=Pos\|Number=Sing\|POS=PROPN`, `Degree=Pos\|Number=Sing\|POS=ADV`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3\|Voice=Pass`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3\|Voice=Act`, `Number=Sing\|POS=PROPN\|Voice=Act`, `Number=Sing\|POS=NOUN\|Voice=Act`, `POS=DET`, `Number=Sing\|POS=DET\|Voice=Act`, `NumType=Card\|POS=PRON\|PronType=Ind`, `Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=3`, `Number=Sing\|POS=DET`, `Number=Sing\|POS=ADJ\|Voice=Pass`, `POS=CCONJ\|PronType=Dem`, `Number=Sing\|POS=ADP`, `Number=Sing\|POS=ADV`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PronType=Prs`, `Number[psor]=Sing\|POS=NOUN\|Person[psor]=2`, `Number=Plur\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=2`, `Number=Sing\|POS=PRON`, `POS=PRON`, `NumType=Card\|POS=ADV\|PronType=Ind`, `NumType=Card\|Number[psor]=Sing\|POS=NUM\|Person[psor]=3`, `Number=Sing\|POS=PRON\|Person=3\|Polite=Form\|PronType=Prs`, `POS=DET\|PronType=Int`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=1`, `Degree=Pos\|Number=Sing\|POS=SCONJ`, `POS=PRON\|PronType=Ind`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3\|Voice=Pass`, `POS=VERB\|PronType=Ind`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Number=Sing\|POS=SCONJ`, `Degree=Sup\|Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3`, `Number=Plur\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Plur\|POS=NOUN`, `POS=ADV\|PronType=Dem`, `Number=Sing\|POS=VERB\|Person=1\|Voice=Act`, `Degree=Sup\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=ADP\|Voice=Pass`, `Number[psor]=Sing\|POS=PART\|Person[psor]=3`, `Number=Sing\|POS=NOUN\|Voice=Pass`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=CCONJ\|Person[psor]=3`, `POS=PART`, `Number=Sing\|Number[psor]=Sing\|POS=PART\|Person[psor]=3\|Voice=Pass`, `Degree=Sup\|Number=Sing\|POS=ADV`, `Number=Sing\|POS=PRON\|Voice=Act`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=3\|Voice=Act`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Number[psor]=Sing\|POS=PRON\|Person[psor]=3\|PronType=Tot`, `Degree=Pos\|Number=Sing\|POS=X`, `POS=PRON\|PronType=Tot`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=2`, `POS=SCONJ\|PronType=Int`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=1\|Voice=Act`, `Number[psor]=Sing\|POS=DET\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person[psor]=3`, `Clusivity=Ex\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Number=Plur\|POS=VERB\|Voice=Act`, `Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=3\|Voice=Act`, `Degree=Pos\|Number=Sing\|POS=NOUN\|Polarity=Neg`, `POS=X`, `Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=3`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Number=Sing\|POS=PRON\|Person=1\|Polite=Infm\|PronType=Prs`, `Number=Sing\|POS=PROPN\|Voice=Pass`, `POS=ADV\|Polarity=Neg`, `NumType=Card\|Number=Sing\|POS=NUM`, `Number[psor]=Sing\|POS=ADV\|Person[psor]=2`, `Number[psor]=Sing\|POS=ADV\|Person[psor]=3`, `Degree=Sup\|Number=Sing\|POS=PROPN`, `POS=PROPN\|Polarity=Neg`, `Number=Sing\|Number[psor]=Sing\|POS=VERB\|Person[psor]=2\|Voice=Act`, `Number=Sing\|POS=PROPN\|Person=1\|Voice=Act`, `POS=SCONJ\|PronType=Dem`, `Number=Sing\|Number[psor]=Sing\|POS=ADV\|Person[psor]=2\|Voice=Act`, `Number=Sing\|POS=CCONJ`, `Degree=Sup\|Number=Sing\|POS=VERB`, `Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3`, `Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3\|Voice=Act`, `Degree=Pos\|Number=Sing\|POS=PRON`, `Number=Sing\|POS=ADV\|Voice=Pass`, `Number[psor]=Sing\|POS=ADP\|Person[psor]=2`, `Number=Sing\|POS=SYM`, `POS=ADJ\|Polarity=Neg`, `Degree=Pos\|NumType=Card\|Number=Sing\|POS=NUM`, `Number=Sing\|Number[psor]=Sing\|POS=SCONJ\|Person[psor]=3`, `Degree=Pos\|Number=Sing\|POS=CCONJ`, `Number[psor]=Sing\|POS=NOUN\|Person[psor]=1`, `Number=Sing\|POS=CCONJ\|Voice=Act`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3\|Voice=Pass`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=VERB\|PronType=Dem`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `Number=Sing\|POS=PART\|Voice=Act`, `Degree=Sup\|Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=3`, `POS=ADP\|PronType=Int`, `Number[psor]=Sing\|POS=VERB\|Person[psor]=3`, `Number[psor]=Sing\|POS=PRON\|Person[psor]=3\|PronType=Rel`, `Degree=Pos\|Number=Sing\|POS=AUX`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=1`, `Number=Sing\|POS=SCONJ\|Voice=Pass`, `Degree=Sup\|Number=Sing\|POS=ADP`, `Number=Sing\|POS=SCONJ\|Voice=Act`, `NumType=Card\|POS=DET\|PronType=Int`, `Degree=Pos\|Number=Sing\|POS=PART\|Polarity=Neg`, `Degree=Sup\|Number=Sing\|POS=SCONJ`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=1\|Voice=Act`, `Number=Plur\|POS=ADJ`, `POS=VERB\|PronType=Int`, `Number=Sing\|POS=VERB\|Person=2\|Voice=Act`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=2`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Number[psor]=Sing\|POS=ADV\|Person[psor]=3\|PronType=Tot`, `POS=DET\|PronType=Rel`, `Number=Sing\|POS=NOUN\|Polarity=Neg`, `Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=2`, `NumType=Card\|Number=Sing\|POS=NUM\|Voice=Act`, `Degree=Pos\|Number=Plur\|POS=ADJ`, `Number[psor]=Sing\|POS=DET\|Person[psor]=3\|PronType=Tot`, `Number[psor]=Sing\|POS=PROPN\|Person[psor]=1`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=VERB\|Person=1`, `Degree=Pos\|Number=Sing\|Number[psor]=Sing\|POS=PROPN\|Person[psor]=3`, `NumType=Card\|Number[psor]=Sing\|POS=DET\|Person[psor]=3\|PronType=Ind`, `POS=ADV\|PronType=Tot`, `Degree=Pos\|Number=Plur\|POS=ADV`, `Number=Plur\|POS=ADV\|Voice=Act`, `POS=CCONJ\|PronType=Int`, `Degree=Pos\|Number=Sing\|POS=PART`, `Number[psor]=Sing\|POS=PRON\|Person[psor]=2`, `Number=Plur\|POS=VERB`, `Number=Sing\|Number[psor]=Sing\|POS=ADJ\|Person[psor]=3\|Voice=Pass`, `Degree=Pos\|Number=Sing\|POS=PUNCT`, `Number[psor]=Sing\|POS=ADP\|Person[psor]=1`, `Degree=Sup\|Number=Sing\|POS=NOUN`, `Number[psor]=Sing\|POS=PART\|Person[psor]=3\|Polarity=Neg`, `Number=Sing\|Number[psor]=Sing\|POS=ADP\|Person[psor]=3\|Voice=Act`, `POS=NOUN\|Polarity=Neg`, `Number[psor]=Sing\|POS=PROPN\|Person[psor]=2`, `Number=Sing\|Number[psor]=Sing\|POS=NOUN\|Person[psor]=2\|Voice=Act` | |
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| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `case`, `cc`, `ccomp`, `compound`, `compound:plur`, `conj`, `cop`, `dep`, `det`, `fixed`, `flat`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` | |
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</details> |
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### Accuracy |
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| Type | Score | |
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| --- | --- | |
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| `ENTS_F` | 72.24 | |
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| `ENTS_P` | 71.09 | |
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| `ENTS_R` | 73.42 | |
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| `TAG_ACC` | 95.29 | |
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| `POS_ACC` | 91.51 | |
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| `MORPH_ACC` | 96.33 | |
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| `LEMMA_ACC` | 92.94 | |
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| `DEP_UAS` | 83.62 | |
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| `DEP_LAS` | 75.26 | |
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| `SENTS_P` | 83.60 | |
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| `SENTS_R` | 84.79 | |
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| `SENTS_F` | 84.19 | |
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| `TRANSFORMER_LOSS` | 943913.94 | |
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| `NER_LOSS` | 25285.23 | |
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| `TAGGER_LOSS` | 15526.91 | |
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| `MORPHOLOGIZER_LOSS` | 51561.25 | |
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| `TRAINABLE_LEMMATIZER_LOSS` | 31336.27 | |
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| `PARSER_LOSS` | 1578973.84 | |
