---
tags:
- spacy
- token-classification
language:
- ko
license: cc-by-sa-4.0
model-index:
- name: ko_udv25_koreangsd_trf
  results:
  - task:
      name: TAG
      type: token-classification
    metrics:
    - name: TAG (XPOS) Accuracy
      type: accuracy
      value: 0.9072742475
  - task:
      name: POS
      type: token-classification
    metrics:
    - name: POS (UPOS) Accuracy
      type: accuracy
      value: 0.9649232827
  - task:
      name: MORPH
      type: token-classification
    metrics:
    - name: Morph (UFeats) Accuracy
      type: accuracy
      value: 0.9983273396
  - task:
      name: LEMMA
      type: token-classification
    metrics:
    - name: Lemma Accuracy
      type: accuracy
      value: 0.9277591973
  - task:
      name: UNLABELED_DEPENDENCIES
      type: token-classification
    metrics:
    - name: Unlabeled Attachment Score (UAS)
      type: f_score
      value: 0.8504650378
  - task:
      name: LABELED_DEPENDENCIES
      type: token-classification
    metrics:
    - name: Labeled Attachment Score (LAS)
      type: f_score
      value: 0.8095605243
  - task:
      name: SENTS
      type: token-classification
    metrics:
    - name: Sentences F-Score
      type: f_score
      value: 0.9508196721
---
UD v2.5 benchmarking pipeline for UD_Korean-GSD

| Feature | Description |
| --- | --- |
| **Name** | `ko_udv25_koreangsd_trf` |
| **Version** | `0.0.1` |
| **spaCy** | `>=3.2.1,<3.3.0` |
| **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
| **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
| **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) |
| **License** | `CC BY-SA 4.0` |
| **Author** | [Explosion](https://explosion.ai) |

### Label Scheme

<details>

<summary>View label scheme (2415 labels for 6 components)</summary>

| Component | Labels |
| --- | --- |
| **`experimental_char_ner_tokenizer`** | `TOKEN` |
| **`senter`** | `I`, `S` |
| **`tagger`** | `+SW`, `??`, `EC`, `EC+JX`, `ETM`, `IC`, `IC+VCP+ETM`, `IC+VV+EC`, `JC`, `JC+SN`, `JKB`, `JKB+JKG`, `JKB+JX`, `JKC`, `JKG`, `JKO`, `JKQ`, `JKQ+JX`, `JKS`, `JX`, `JX+JKO`, `JX+JX`, `JX+SN+NNB`, `MAG`, `MAG+JKB`, `MAG+JKB+JX`, `MAG+JKS`, `MAG+JX`, `MAG+JX+JX`, `MAG+MM`, `MAG+NNG`, `MAG+NNG+JKB`, `MAG+VA+EF`, `MAG+VCP+EC`, `MAG+VCP+EF`, `MAG+VCP+EP+EC`, `MAG+VCP+ETM`, `MAG+VCP+ETN`, `MAG+VV+EC`, `MAG+VV+EC+NNP+NNP`, `MAG+VV+EC+VX+EP+EC`, `MAG+VV+EF`, `MAG+VV+EP+EC`, `MAG+VV+EP+EF`, `MAG+VV+EP+ETM`, `MAG+VV+ETM`, `MAG+VV+ETN`, `MAG+XSA+EC`, `MAG+XSA+ETM`, `MAG+XSN`, `MAG+XSV+EC`, `MAG+XSV+EC+JKS`, `MAG+XSV+EC+JX`, `MAG+XSV+EC+VX+EC`, `MAG+XSV+EC+VX+EP+EC`, `MAG+XSV+EC+VX+EP+EF`, `MAG+XSV+EC+VX+EP+EP+EC`, `MAG+XSV+EF`, `MAG+XSV+EP+EC`, `MAG+XSV+EP+EF`, `MAG+XSV+EP+ETM`, `MAG+XSV+ETM`, `MAJ`, `MM`, `MM+NNB`, `MM+NNB+JKB`, `MM+NNB+JKG`, `MM+NNB+JX`, `MM+NNB+NNB+JKG`, `MM+NNB+VCP+EC`, `MM+NNB+VCP+ETM`, `MM+NNB+XSN`, `MM+NNB+XSN+JKB`, `MM+NNG`, `MM+NNG+JC`, `MM+NNG+JKB`, `MM+NNG+JKG`, `MM+NNG+JKO`, `MM+NNG+JKS`, `MM+NNG+JX`, `MM+NNG+NNG+JKG`, `MM+NNG+VCP+ETM`, `MM+NNG+XSN+VCP+ETM`, `MM+NNP`, `MM+NNP+JKS`, `MM+NNP+JX+JX`, `MM+SN+NR+NNB+XSN`, `NA`, `NNB`, `NNB+JC`, `NNB+JKB`, `NNB+JKB+JX`, `NNB+JKC`, `NNB+JKG`, `NNB+JKO`, `NNB+JKS`, `NNB+JX`, `NNB+JX+JKB`, `NNB+JX+JKO`, `NNB+JX+JKS`, `NNB+JX+VV+EF`, `NNB+NNB`, `NNB+NNB+JKG`, `NNB+NNB+JX`, `NNB+NNB+NNG+JKG`, `NNB+NNG`, `NNB+NNG+JKB`, `NNB+NNG+JKO`, `NNB+NNG+JX`, `NNB+NNG+XSN`, `NNB+NNP+JKB+JX`, `NNB+NNP+JKB+VCP+EF`, `NNB+NNP+JKG`, `NNB+VCP+EC`, `NNB+VCP+EC+JX`, `NNB+VCP+EF`, `NNB+VCP+EP+EF`, `NNB+VCP+EP+ETM`, `NNB+VCP+EP+ETN`, `NNB+VCP+ETM`, `NNB+VCP+ETM+NNG`, `NNB+VCP+ETM+NNG+JKB`, `NNB+VCP+ETN`, `NNB+XSA+EC`, `NNB+XSA+EP+EC`, `NNB+XSA+EP+EF`, `NNB+XSA+ETM`, `NNB+XSA+ETN`, `NNB+XSN`, `NNB+XSN+JC`, `NNB+XSN+JKB`, `NNB+XSN+JKG`, `NNB+XSN+JKS`, `NNB+XSN+JX`, `NNB+XSN+VCP+EF`, `NNG`, `NNG+EC`, `NNG+EC+EF`, `NNG+EF`, `NNG+JC`, `NNG+JKB`, `NNG+JKB+JC`, `NNG+JKB+JKB`, `NNG+JKB+JKG`, `NNG+JKB+JX`, `NNG+JKB+NNG+NNG+NNG+XSN+SL`, `NNG+JKB+VCP+EC`, `NNG+JKB+VCP+ETM`, `NNG+JKC`, `NNG+JKG`, `NNG+JKO`, `NNG+JKO+VV+EC`, `NNG+JKS`, `NNG+JKS+JX`, `NNG+JKS+VA+EC`, `NNG+JX`, `NNG+JX+JKB`, `NNG+JX+JKG`, `NNG+JX+JKO`, `NNG+JX+JKS`, `NNG+JX+JX`, `NNG+JX+VCP+EC`, `NNG+JX+VCP+EP+EF`, `NNG+JX+VV+EC`, `NNG+JX+VV+ETM`, `NNG+MAG`, `NNG+NA`, `NNG+NNB`, `NNG+NNB+JKB`, `NNG+NNB+JKB+JX`, `NNG+NNB+JKG`, `NNG+NNB+JKO`, `NNG+NNB+JKS`, `NNG+NNB+JX`, `NNG+NNB+NNG`, `NNG+NNB+NNP+JKB`, `NNG+NNB+VCP+EC`, `NNG+NNB+VCP+EF`, `NNG+NNB+VCP+ETM`, `NNG+NNB+VCP+ETM+NNG+JKG`, `NNG+NNG`, `NNG+NNG+ETN+JKB+JX`, `NNG+NNG+JC`, `NNG+NNG+JKB`, `NNG+NNG+JKB+JKG`, `NNG+NNG+JKB+JX`, `NNG+NNG+JKC`, `NNG+NNG+JKG`, `NNG+NNG+JKO`, `NNG+NNG+JKS`, `NNG+NNG+JX`, `NNG+NNG+JX+JKS`, `NNG+NNG+JX+JX`, `NNG+NNG+JX+JX+VV+EC`, `NNG+NNG+JX+NNG`, `NNG+NNG+MAG`, `NNG+NNG+NNB`, `NNG+NNG+NNB+JKB`, `NNG+NNG+NNB+JKO`, `NNG+NNG+NNB+JKS`, `NNG+NNG+NNB+JX`, `NNG+NNG+NNB+VCP+EC`, `NNG+NNG+NNB+VCP+ETM`, `NNG+NNG+NNG`, `NNG+NNG+NNG+JC`, `NNG+NNG+NNG+JKB`, `NNG+NNG+NNG+JKB+JKG`, `NNG+NNG+NNG+JKB+JX`, `NNG+NNG+NNG+JKG`, `NNG+NNG+NNG+JKO`, `NNG+NNG+NNG+JKS`, `NNG+NNG+NNG+JX`, `NNG+NNG+NNG+NNG`, `NNG+NNG+NNG+NNG+JC`, `NNG+NNG+NNG+NNG+JKB`, `NNG+NNG+NNG+NNG+JKO`, `NNG+NNG+NNG+NNG+JKS`, `NNG+NNG+NNG+NNG+JX`, `NNG+NNG+NNG+NNG+NNG`, `NNG+NNG+NNG+NNG+NNG+JKO`, `NNG+NNG+NNG+NNG+NNG+JKS`, `NNG+NNG+NNG+NNG+NNG+JX`, `NNG+NNG+NNG+NNG+VCP+EF`, `NNG+NNG+NNG+NNG+VCP+ETM`, `NNG+NNG+NNG+VCP+EC`, `NNG+NNG+NNG+VCP+EF`, `NNG+NNG+NNG+VCP+ETM`, `NNG+NNG+NNG+XSN`, `NNG+NNG+NNG+XSN+JKB`, `NNG+NNG+NNG+XSN+NNG+VCP+EC`, `NNG+NNG+NNP`, `NNG+NNG+SN+NNB+JX`, `NNG+NNG+SN+NNG`, `NNG+NNG+VCP+EC`, `NNG+NNG+VCP+EC+JX`, `NNG+NNG+VCP+EF`, `NNG+NNG+VCP+EP+EF`, `NNG+NNG+VCP+EP+ETM`, `NNG+NNG+VCP+ETM`, `NNG+NNG+VCP+ETN`, `NNG+NNG+VCP+ETN+JKB`, `NNG+NNG+VCP+ETN+JX`, `NNG+NNG+VV+ETN`, `NNG+NNG+XSN`, `NNG+NNG+XSN+JC`, `NNG+NNG+XSN+JKB`, `NNG+NNG+XSN+JKB+JX`, `NNG+NNG+XSN+JKG`, `NNG+NNG+XSN+JKO`, `NNG+NNG+XSN+JKS`, `NNG+NNG+XSN+JX`, `NNG+NNG+XSN+NNG+JX`, `NNG+NNG+XSN+VCP+EF`, `NNG+NNG+XSV+EC`, `NNG+NNG+XSV+EF`, `NNG+NNG+XSV+EP+EC`, `NNG+NNG+XSV+EP+EF`, `NNG+NNG+XSV+ETM`, `NNG+NNG+XSV+ETN`, `NNG+NNG+XSV+ETN+JKO`, `NNG+NNP`, `NNG+NNP+JKB`, `NNG+NNP+JKS`, `NNG+NNP+JX`, `NNG+NNP+JX+JKG`, `NNG+NNP+NNG`, `NNG+NNP+NNG+JKB`, `NNG+NNP+NNG+NNG`, `NNG+NNP+NNG+NNG+NNG+JKB+JX`, `NNG+NNP+NNP`, `NNG+SL`, `NNG+SL+JKS`, `NNG+SL+JX`, `NNG+SN`, `NNG+SN+JKB+JX`, `NNG+SN+JKG`, `NNG+SN+JKO`, `NNG+SN+NNB`, `NNG+SN+NNB+JKB`, `NNG+SN+NNG`, `NNG+SN+NNG+JX`, `NNG+SN+NNG+NNG+JKG`, `NNG+SN+SL+JX`, `NNG+VA+EC`, `NNG+VA+EF`, `NNG+VA+ETM`, `NNG+VA+ETN`, `NNG+VCN+EP+EC`, `NNG+VCP+EC`, `NNG+VCP+EC+JKO`, `NNG+VCP+EC+JKS`, `NNG+VCP+EC+JX`, `NNG+VCP+EF`, `NNG+VCP+EP+EC`, `NNG+VCP+EP+EC+JX`, `NNG+VCP+EP+EF`, `NNG+VCP+EP+ETM`, `NNG+VCP+EP+ETN`, `NNG+VCP+ETM`, `NNG+VCP+ETM+NNB`, `NNG+VCP+ETN`, `NNG+VCP+ETN+JKB`, `NNG+VCP+ETN+JKB+JX`, `NNG+VCP+ETN+JKO`, `NNG+VCP+ETN+JKS`, `NNG+VCP+ETN+JX`, `NNG+VV`, `NNG+VV+EC`, `NNG+VV+EC+VCP+EC`, `NNG+VV+EC+VX+EC`, `NNG+VV+EC+VX+ETM`, `NNG+VV+EF`, `NNG+VV+EP+EC`, `NNG+VV+EP+EF`, `NNG+VV+EP+ETM`, `NNG+VV+ETM`, `NNG+VV+ETN`, `NNG+VV+ETN+JKS`, `NNG+VV+ETN+NNG`, `NNG+XPN+NNG`, `NNG+XPN+NNG+JKO`, `NNG+XPN+NNP+JKG`, `NNG+XSA+EC`, `NNG+XSA+EC+VX+EC`, `NNG+XSA+EF`, `NNG+XSA+EP+EF`, `NNG+XSA+ETM`, `NNG+XSA+ETN`, `NNG+XSA+ETN+JC`, `NNG+XSA+ETN+JKO`, `NNG+XSA+ETN+JKS`, `NNG+XSN`, `NNG+XSN+JC`, `NNG+XSN+JKB`, `NNG+XSN+JKB+JKB`, `NNG+XSN+JKB+JKG`, `NNG+XSN+JKB+JX`, `NNG+XSN+JKG`, `NNG+XSN+JKO`, `NNG+XSN+JKS`, `NNG+XSN+JKS+JX`, `NNG+XSN+JX`, `NNG+XSN+JX+JKO`, `NNG+XSN+MAG`, `NNG+XSN+NNG`, `NNG+XSN+NNG+JKG`, `NNG+XSN+NNG+JKO`, `NNG+XSN+NNG+JX`, `NNG+XSN+NNG+NNG+JC`, `NNG+XSN+VCP+EC`, `NNG+XSN+VCP+EF`, `NNG+XSN+VCP+EP+EC`, `NNG+XSN+VCP+EP+ETM`, `NNG+XSN+VCP+EP+ETN`, `NNG+XSN+VCP+ETM`, `NNG+XSN+XSN`, `NNG+XSN+XSN+JC`, `NNG+XSN+XSN+JKB`, `NNG+XSN+XSN+JKG`, `NNG+XSN+XSN+JKO`, `NNG+XSN+XSN+JKS`, `NNG+XSN+XSN+JX`, `NNG+XSN+XSN+VCP+EC`, `NNG+XSN+XSV+EC`, `NNG+XSN+XSV+EF`, `NNG+XSN+XSV+EP+EC`, `NNG+XSN+XSV+EP+EF`, `NNG+XSN+XSV+ETM`, `NNG+XSN+XSV+ETN`, `NNG+XSV+EC`, `NNG+XSV+EC+JKO`, `NNG+XSV+EC+JX`, `NNG+XSV+EC+NP+JKB`, `NNG+XSV+EC+VX+EC`, `NNG+XSV+EC+VX+EF`, `NNG+XSV+EC+VX+EP+EC`, `NNG+XSV+EC+VX+EP+EF`, `NNG+XSV+EC+VX+EP+ETM`, `NNG+XSV+EC+VX+ETM`, `NNG+XSV+EC+VX+ETN`, `NNG+XSV+EC+VX+ETN+JKO`, `NNG+XSV+EF`, `NNG+XSV+EP+EC`, `NNG+XSV+EP+EC+JKB`, `NNG+XSV+EP+EC+JX`, `NNG+XSV+EP+EF`, `NNG+XSV+EP+EP+EC`, `NNG+XSV+EP+EP+ETM`, `NNG+XSV+EP+ETM`, `NNG+XSV+EP+ETN`, `NNG+XSV+EP+ETN+JKO`, `NNG+XSV+ETM`, `NNG+XSV+ETM+NNB`, `NNG+XSV+ETM+NNB+XSA+ETM`, `NNG+XSV+ETM+NNG`, `NNG+XSV+ETM+NNG+JX`, `NNG+XSV+ETN`, `NNG+XSV+ETN+JC`, `NNG+XSV+ETN+JKB`, `NNG+XSV+ETN+JKB+JX`, `NNG+XSV+ETN+JKO`, `NNG+XSV+ETN+JKS`, `NNG+XSV+ETN+JX`, `NNP`, `NNP+JC`, `NNP+JKB`, `NNP+JKB+JKG`, `NNP+JKB+JKO`, `NNP+JKB+JX`, `NNP+JKC`, `NNP+JKG`, `NNP+JKG+NNG`, `NNP+JKO`, `NNP+JKS`, `NNP+JX`, `NNP+JX+JKG`, `NNP+NNB`, `NNP+NNB+JC`, `NNP+NNB+JKB`, `NNP+NNB+JKB+JX`, `NNP+NNB+JKG`, `NNP+NNB+JKO`, `NNP+NNB+JKS`, `NNP+NNB+JX`, `NNP+NNB+NNG+NNG+JKB+JX`, `NNP+NNB+XSN`, `NNP+NNB+XSN+JKO`, `NNP+NNG`, `NNP+NNG+JC`, `NNP+NNG+JKB`, `NNP+NNG+JKB+JKG`, `NNP+NNG+JKB+JX`, `NNP+NNG+JKG`, `NNP+NNG+JKO`, `NNP+NNG+JKS`, `NNP+NNG+JX`, `NNP+NNG+JX+JKB`, `NNP+NNG+JX+JX`, `NNP+NNG+NNB`, `NNP+NNG+NNB+JKS`, `NNP+NNG+NNB+NNP+NNG+JKB`, `NNP+NNG+NNG`, `NNP+NNG+NNG+JC`, `NNP+NNG+NNG+JKB`, `NNP+NNG+NNG+JKB+JKG`, `NNP+NNG+NNG+JKB+JX`, `NNP+NNG+NNG+JKG`, `NNP+NNG+NNG+JKO`, `NNP+NNG+NNG+JKS`, `NNP+NNG+NNG+JX`, `NNP+NNG+NNG+MM`, `NNP+NNG+NNG+NNG`, `NNP+NNG+NNG+NNG+JC`, `NNP+NNG+NNG+NNG+JKG`, `NNP+NNG+NNG+NNG+JKO`, `NNP+NNG+NNG+NNG+JKS`, `NNP+NNG+NNG+NNG+NNG`, `NNP+NNG+NNG+NNP`, `NNP+NNG+VCP+EF`, `NNP+NNG+VCP+ETM`, `NNP+NNG+VV+ETN`, `NNP+NNG+XSN`, `NNP+NNG+XSN+JKB`, `NNP+NNG+XSN+JKG`, `NNP+NNG+XSN+JKO`, `NNP+NNG+XSN+JKS`, `NNP+NNG+XSV+ETN+JKS`, `NNP+NNP`, `NNP+NNP+JKB`, `NNP+NNP+JKG`, `NNP+NNP+JKS`, `NNP+NNP+NNB`, `NNP+NNP+NNG`, `NNP+NNP+NNG+NNG+NNG`, `NNP+NNP+NNG+NNP+NNB+JKO`, `NNP+NP`, `NNP+NP+JC`, `NNP+NP+NNB+JKS`, `NNP+SL`, `NNP+SL+JKB`, `NNP+SL+JKO`, `NNP+SL+JKS`, `NNP+SL+JX`, `NNP+SL+NNG+JKB`, `NNP+SN`, `NNP+SN+NNG`, `NNP+VA+ETM`, `NNP+VCP+EC`, `NNP+VCP+EF`, `NNP+VCP+EP+EC`, `NNP+VCP+ETM`, `NNP+VV+ETM`, `NNP+VV+NNP+NNG+NNG+JKG`, `NNP+XSN`, `NNP+XSN+JKB`, `NNP+XSN+JKB+JX`, `NNP+XSN+JKG`, `NNP+XSN+JKO`, `NNP+XSN+JKS`, `NNP+XSN+VCP+EC`, `NNP+XSN+VCP+EF`, `NNP+XSN+XSN+JX`, `NP`, `NP+EF`, `NP+JKB`, `NP+JKB+JX`, `NP+JKB+VCP+EC`, `NP+JKG`, `NP+JKO`, `NP+JKS`, `NP+JX`, `NP+JX+JKG`, `NP+JX+JX`, `NP+JX+VV+ETM`, `NP+NNB`, `NP+NNB+JKG`, `NP+NNB+JKO`, `NP+NNG`, `NP+NNG+JKB`, `NP+NNG+JKG`, `NP+NNG+XSN+JKG`, `NP+NP`, `NP+VA+EC+JX`, `NP+VA+ETM`, `NP+VCP+EC`, `NP+VCP+EC+JKB`, `NP+VCP+EF`, `NP+VCP+EP+EC`, `NP+VCP+ETN`, `NP+VV+EC`, `NP+XSN`, `NP+XSN+JKB`, `NP+XSN+JKC`, `NP+XSN+JKG`, `NP+XSN+JKO`, `NP+XSN+JKS`, `NP+XSN+JX`, `NP+XSN+XSN`, `NP+XSV+EC`, `NR`, `NR+JC`, `NR+JKB`, `NR+JKG`, `NR+JKO`, `NR+JKS`, `NR+JX`, `NR+JX+JKO`, `NR+NNB`, `NR+NNB+JKB`, `NR+NNB+JKB+JX`, `NR+NNB+JKG`, `NR+NNB+JKO`, `NR+NNB+JKS`, `NR+NNB+JX`, `NR+NNB+VCP+EP+EC`, `NR+NNG`, `NR+NNG+JKB`, `NR+NNG+JKB+JX`, `NR+NNG+JKG`, `NR+NR+JC`, `NR+NR+NNG+JKO`, `NR+SN+NNB`, `NR+SN+NNB+VCP+EP+EF`, `NR+VCP+EC`, `NR+VCP+EF`, `NR+VCP+EP+EC`, `NR+VCP+EP+EF`, `NR+VCP+ETM`, `NR+XSN`, `NR+XSN+JX`, `SE`, `SF`, `SH`, `SH+SL+SH`, `SL`, `SL+JC`, `SL+JKB`, `SL+JKB+JKG`, `SL+JKB+JX`, `SL+JKG`, `SL+JKO`, `SL+JKS`, `SL+JKS+JX`, `SL+JX`, `SL+MM+NNB`, `SL+NNB`, `SL+NNB+JKB`, `SL+NNB+JKG`, `SL+NNB+JKS`, `SL+NNB+JX`, `SL+NNG`, `SL+NNG+JC`, `SL+NNG+JKB`, `SL+NNG+JKG`, `SL+NNG+JKO`, `SL+NNG+JKS`, `SL+NNG+JX`, `SL+NNG+NNB+JKB`, `SL+NNG+NNG`, `SL+NNG+NNG+JKB`, `SL+NNG+VCP+EF`, `SL+NNG+XSN+JKS`, `SL+NNP`, `SL+NNP+NNG`, `SL+NNP+NNG+JKG`, `SL+NNP+NNP+JKB`, `SL+SF+SL+JKB`, `SL+SL`, `SL+SL+JC`, `SL+SL+JKG`, `SL+SL+SL`, `SL+SL+SL+JKG`, `SL+SL+VCP+ETM`, `SL+SN`, `SL+SN+JC`, `SL+SN+JKB`, `SL+SN+JKO`, `SL+SN+JX`, `SL+SN+NNG`, `SL+SN+SL`, `SL+SN+SN+SL`, `SL+SN+VCP+EC`, `SL+VCP+ETM`, `SL+VV+ETM`, `SL+XSA+EC`, `SL+XSN`, `SL+XSN+JKG`, `SN`, `SN+JC`, `SN+JKB`, `SN+JKG`, `SN+JKO`, `SN+JKS`, `SN+JX`, `SN+NNB`, `SN+NNB+JC`, `SN+NNB+JKB`, `SN+NNB+JKB+JX`, `SN+NNB+JKG`, `SN+NNB+JKO`, `SN+NNB+JKS`, `SN+NNB+JX`, `SN+NNB+JX+JKB`, `SN+NNB+JX+JKO`, `SN+NNB+JX+JX`, `SN+NNB+NNB`, `SN+NNB+NNB+JKB`, `SN+NNB+NNB+JKG`, `SN+NNB+NNG`, `SN+NNB+NNG+JC`, `SN+NNB+NNG+JKB`, `SN+NNB+NNG+JKO`, `SN+NNB+NNG+JKS`, `SN+NNB+NNG+JX`, `SN+NNB+NNG+VCP+EF`, `SN+NNB+SN+JKB`, `SN+NNB+SN+NNB`, `SN+NNB+SN+NNB+JKB`, `SN+NNB+SN+NNB+JKO`, `SN+NNB+SN+NNB+JX`, `SN+NNB+SN+NNB+SN+NNB+SN+NNB`, `SN+NNB+SN+NNB+VCP+EF`, `SN+NNB+SN+NNG+SN+NNG+JKG`, `SN+NNB+SN+NR`, `SN+NNB+VCP+EC`, `SN+NNB+VCP+EF`, `SN+NNB+VCP+EP+EC`, `SN+NNB+VCP+EP+EF`, `SN+NNB+VCP+EP+ETM`, `SN+NNB+VCP+ETM`, `SN+NNB+VCP+ETN+JKB`, `SN+NNB+XSN`, `SN+NNB+XSN+JKB`, `SN+NNB+XSN+JKO`, `SN+NNB+XSN+JKS`, `SN+NNB+XSN+JX+JX`, `SN+NNB+XSN+VCP+EF`, `SN+NNG`, `SN+NNG+JC`, `SN+NNG+JKB`, `SN+NNG+JKB+JX`, `SN+NNG+JKG`, `SN+NNG+JKO`, `SN+NNG+JKS`, `SN+NNG+JX`, `SN+NNG+NNG`, `SN+NNG+NNG+JKB`, `SN+NNG+NNG+JKO`, `SN+NNG+NNG+VCP+ETM`, `SN+NNG+SN+NNG`, `SN+NNG+SN+NNG+JKB`, `SN+NNG+SN+NNG+JKG`, `SN+NNG+VCP+EC`, `SN+NNG+VCP+EF`, `SN+NNG+VCP+ETM`, `SN+NNG+XSN`, `SN+NNG+XSN+JKB`, `SN+NNP+NNB+SN+NNB`, `SN+NR`, `SN+NR+JKB`, `SN+NR+JKS`, `SN+NR+JX`, `SN+NR+NNB`, `SN+NR+NNB+JKB`, `SN+NR+NNB+JKG`, `SN+NR+NNB+JKO`, `SN+NR+NNB+JKS`, `SN+NR+NNB+JX`, `SN+NR+NNB+SN+NR+NNB`, `SN+NR+NNB+VCP+EC`, `SN+NR+NNB+VCP+EF`, `SN+NR+NNB+XSN`, `SN+NR+NNG+JKG`, `SN+NR+NNG+SN+NNB`, `SN+NR+NNG+SN+NNG+VCP+ETM`, `SN+NR+NNG+SN+NR+SN+NNB`, `SN+NR+SN`, `SN+NR+SN+NNB`, `SN+NR+SN+NNB+JKB`, `SN+NR+SN+NNB+JKS`, `SN+NR+SN+NNB+XSA+EC+VV`, `SN+NR+SN+NNG`, `SN+NR+SN+NNG+JKG`, `SN+NR+SN+NNP`, `SN+NR+SN+NR`, `SN+NR+SN+NR+NNB`, `SN+NR+SN+NR+NNB+JKO`, `SN+NR+SN+NR+NNB+JX`, `SN+NR+SN+NR+NNB+VCP+EF`, `SN+NR+SN+NR+SN+NNB+JKB`, `SN+NR+SN+NR+SN+NNB+JKG`, `SN+NR+SN+NR+SN+NNB+JKO`, `SN+NR+SN+NR+SN+NR`, `SN+NR+SN+NR+SN+NR+NNB`, `SN+NR+SN+NR+SN+NR+SN+NNB+JKB`, `SN+NR+SN+NR+SN+NR+SN+NR`, `SN+NR+SN+NR+VCP+EF`, `SN+NR+SN+NR+XSN`, `SN+NR+SN+SL+NNG`, `SN+NR+XSN`, `SN+NR+XSN+NNB+JKO`, `SN+NR+XSN+NNB+JKS`, `SN+SL`, `SN+SL+JKB`, `SN+SL+JKG`, `SN+SL+JKO`, `SN+SL+JKS`, `SN+SL+NNG`, `SN+SL+NNG+JKO`, `SN+SL+NNG+JX`, `SN+SL+SN+JKS`, `SN+SL+VCP+EC`, `SN+SN`, `SN+SN+JKB`, `SN+SN+NNB`, `SN+SN+NNB+JKG`, `SN+SN+NNG`, `SN+SN+NNG+JX`, `SN+SN+SL`, `SN+SN+SL+JKB`, `SN+SN+SN`, `SN+SN+SN+SN`, `SN+VCP+ETM`, `SN+XSN`, `SN+XSN+JKB+JX`, `SN+XSN+JKG`, `SN+XSN+JKO`, `SN+XSN+NNB`, `SN+XSN+NNB+JKB`, `SN+XSN+NNB+JKG`, `SN+XSN+NNB+JKS`, `SN+XSN+NNB+NNB`, `SN+XSN+SL+JKG`, `SN+XSN+XSN+JX`, `SO`, `SP`, `SS`, `SW`, `VA`, `VA+EC`, `VA+EC+EC`, `VA+EC+JKO`, `VA+EC+JKS`, `VA+EC+JX`, `VA+EC+JX+JX`, `VA+EC+VCP+EC`, `VA+EC+VCP+EF`, `VA+EC+VV+ETM`, `VA+EC+VX+EC`, `VA+EC+VX+EF`, `VA+EC+VX+EP+EC`, `VA+EC+VX+EP+EF`, `VA+EC+VX+EP+ETM`, `VA+EC+VX+ETM`, `VA+EC+VX+ETN`, `VA+EF`, `VA+EF+ETM+NNG`, `VA+EP+EC`, `VA+EP+EF`, `VA+EP+ETM`, `VA+EP+ETN`, `VA+ETM`, `VA+ETM+EC`, `VA+ETM+NNB`, `VA+ETM+NNB+JKG`, `VA+ETM+NNB+XSA+ETM`, `VA+ETM+NNG`, `VA+ETM+NNG+JKG`, `VA+ETN`, `VA+ETN+JKB`, `VA+ETN+JKB+JX`, `VA+ETN+JKG`, `VA+ETN+JX`, `VCN+EC`, `VCN+EC+JX`, `VCN+EF`, `VCN+EP+EC`, `VCN+EP+ETM`, `VCN+ETM`, `VCN+ETN`, `VCP+EC`, `VCP+EC+SN`, `VCP+EC+VX+EC`, `VCP+EF`, `VCP+EP+EC`, `VCP+EP+EF`, `VCP+EP+ETM`, `VCP+ETM`, `VV`, `VV+EC`, `VV+EC+EC`, `VV+EC+EP+EC`, `VV+EC+EP+EF`, `VV+EC+ETN`, `VV+EC+JKB`, `VV+EC+JKG`, `VV+EC+JKG+NNG+JKO`, `VV+EC+JKO`, `VV+EC+JKS`, `VV+EC+JX`, `VV+EC+JX+JKG`, `VV+EC+JX+MM`, `VV+EC+JX+NNB+JKB`, `VV+EC+SH+JKB`, `VV+EC+VCP+EC`, `VV+EC+VCP+EF`, `VV+EC+VCP+EP`, `VV+EC+VCP+EP+EF`, `VV+EC+VCP+ETM`, `VV+EC+VV+EC`, `VV+EC+VV+EF`, `VV+EC+VV+EP+EC`, `VV+EC+VV+EP+EF`, `VV+EC+VV+ETM`, `VV+EC+VV+ETN`, `VV+EC+VV+ETN+NNB+JKB`, `VV+EC+VX+EC`, `VV+EC+VX+EC+JKG`, `VV+EC+VX+EC+VX+EF`, `VV+EC+VX+EF`, `VV+EC+VX+EP+EC`, `VV+EC+VX+EP+EF`, `VV+EC+VX+EP+EP+EC`, `VV+EC+VX+EP+EP+EF`, `VV+EC+VX+EP+ETM`, `VV+EC+VX+EP+ETN`, `VV+EC+VX+ETM`, `VV+EC+VX+ETM+NNB`, `VV+EC+VX+ETM+NNB+XSA+EC`, `VV+EC+VX+ETN`, `VV+EC+VX+ETN+EC`, `VV+EC+VX+ETN+JKB`, `VV+EC+VX+ETN+JKG`, `VV+EC+VX+ETN+JX`, `VV+EC+XSN`, `VV+EC+XSN+JKS`, `VV+EC+XSN+XSN+JKB`, `VV+EF`, `VV+EP+EC`, `VV+EP+EC+JX`, `VV+EP+EC+VCP+EC`, `VV+EP+EC+VX+EC`, `VV+EP+EC+VX+EP+EF`, `VV+EP+EF`, `VV+EP+EF+EC`, `VV+EP+EP+EC`, `VV+EP+EP+EF`, `VV+EP+EP+EP+EC`, `VV+EP+EP+ETN`, `VV+EP+ETM`, `VV+EP+ETN`, `VV+EP+ETN+JKO`, `VV+ETM`, `VV+ETM+NNB`, `VV+ETM+NNB+JKB`, `VV+ETM+NNB+JKG`, `VV+ETM+NNB+JKS`, `VV+ETM+NNB+JX`, `VV+ETM+NNB+NNG+JKB`, `VV+ETM+NNB+VCP+EC`, `VV+ETM+NNB+XSA+EC`, `VV+ETM+NNB+XSA+EP+EC`, `VV+ETM+NNB+XSA+ETM`, `VV+ETM+NNB+XSN+JKG`, `VV+ETM+NNG`, `VV+ETM+NNG+NNG+NNG`, `VV+ETM+NNG+NNG+NNG+NNG+NNG+NNG`, `VV+ETM+NNP`, `VV+ETM+NNP+JX+JKG`, `VV+ETM+VV+EC`, `VV+ETN`, `VV+ETN+JKB`, `VV+ETN+JKB+JX`, `VV+ETN+JKO`, `VV+ETN+JKS`, `VV+ETN+JX`, `VV+ETN+JX+JX`, `VV+ETN+MAG`, `VV+ETN+VA+ETM`, `VV+ETN+VCP+EF`, `VV+ETN+VCP+EP+EF`, `VV+NNG+JKG`, `VV+NNG+JKO`, `VV+NNP`, `VV+VV+EP+EC`, `VX+EC`, `VX+EC+JKB`, `VX+EC+JKO`, `VX+EC+JX`, `VX+EC+VX+EC`, `VX+EC+VX+EF`, `VX+EC+VX+EP+EC`, `VX+EC+VX+ETM`, `VX+EF`, `VX+EP+EC`, `VX+EP+EF`, `VX+EP+EF+ETM+NNG`, `VX+EP+EP+EC`, `VX+EP+ETM`, `VX+EP+ETN`, `VX+EP+ETN+JKO`, `VX+EP+ETN+NNB+JKB`, `VX+ETM`, `VX+ETN`, `VX+ETN+JKO`, `VX+ETN+JKS`, `VX+ETN+JX`, `XPN`, `XPN+NNC`, `XPN+NNG`, `XPN+NNG+JC`, `XPN+NNG+JKB`, `XPN+NNG+JKB+JX`, `XPN+NNG+JKG`, `XPN+NNG+JKO`, `XPN+NNG+JKS`, `XPN+NNG+JX`, `XPN+NNG+NNB+JX`, `XPN+NNG+NNG`, `XPN+NNG+NNG+JKB`, `XPN+NNG+NNG+JKG`, `XPN+NNG+NNG+JKO`, `XPN+NNG+NNG+JKS`, `XPN+NNG+NNG+JX`, `XPN+NNG+NNG+NNG`, `XPN+NNG+NNG+NNG+JX`, `XPN+NNG+VCP+EC`, `XPN+NNG+VCP+EF`, `XPN+NNG+VCP+EP+EF`, `XPN+NNG+VCP+ETM`, `XPN+NNG+XSA+EC`, `XPN+NNG+XSA+ETM`, `XPN+NNG+XSN`, `XPN+NNG+XSN+JKB`, `XPN+NNG+XSN+JKB+JX`, `XPN+NNG+XSN+JKG`, `XPN+NNG+XSN+JKO`, `XPN+NNG+XSN+VCP+ETM`, `XPN+NNG+XSN+XSN+VCP+ETM`, `XPN+NNG+XSV+EC`, `XPN+NNG+XSV+EC+JX`, `XPN+NNG+XSV+EF`, `XPN+NNG+XSV+EP+EC`, `XPN+NNG+XSV+EP+EF`, `XPN+NNG+XSV+ETM`, `XPN+NNG+XSV+ETN+JX+JKG`, `XPN+NNP`, `XPN+NNP+JC`, `XPN+NNP+JKG`, `XPN+NNP+JX`, `XPN+NNP+NNG+JKS`, `XPN+NNP+VCP+EC`, `XPN+NNP+XSN`, `XPN+NNP+XSN+JKB`, `XPN+SN`, `XPN+SN+JKG`, `XPN+SN+NNB`, `XPN+SN+NNB+JKO`, `XPN+SN+NNB+VCP+ETM`, `XPN+SN+NNG`, `XPN+SN+NNG+JC`, `XPN+SN+NNG+JKB`, `XPN+SN+NNG+JKB+JKG`, `XPN+SN+NNG+JKG`, `XPN+SN+NNG+JKO`, `XPN+SN+NNG+JKS`, `XPN+SN+NNG+JX`, `XPN+SN+NNG+NNG`, `XPN+SN+NNG+NNG+JKB+JKG`, `XPN+SN+NNG+NNG+JKO`, `XPN+SN+NNP+JX`, `XPN+VV+EP+EP+EC`, `XPN+XR+JX`, `XPN+XR+XSA+EC`, `XPN+XR+XSA+EF`, `XPN+XR+XSA+ETM`, `XPN+XR+XSN+JKO`, `XR`, `XR+JKB`, `XR+JKB+JKB`, `XR+JKB+JKO`, `XR+NNG`, `XR+NNG+JKB`, `XR+NNG+JKS`, `XR+NNG+JX`, `XR+NNG+NNG`, `XR+NNG+NNG+JX`, `XR+NNG+NNG+NNG`, `XR+NNG+NNG+NNG+JX`, `XR+NNG+VCP+ETM`, `XR+XSA+EC`, `XR+XSA+EC+JX`, `XR+XSA+EC+NNB+JX`, `XR+XSA+EC+VX+EC`, `XR+XSA+EC+VX+EF`, `XR+XSA+EC+VX+EP+EF`, `XR+XSA+EC+VX+ETM`, `XR+XSA+EF`, `XR+XSA+EP+EC`, `XR+XSA+EP+EC+JX`, `XR+XSA+EP+EF`, `XR+XSA+EP+ETM`, `XR+XSA+ETM`, `XR+XSA+ETN`, `XR+XSA+ETN+JC`, `XR+XSA+ETN+JKB`, `XR+XSA+ETN+JKO`, `XR+XSA+ETN+JKS`, `XR+XSA+ETN+JX`, `XR+XSN`, `XR+XSN+JC`, `XR+XSN+JKB`, `XR+XSN+JKO`, `XR+XSN+JKS`, `XR+XSN+JX`, `XR+XSN+VCP+EC`, `XR+XSN+VCP+ETM`, `XR+XSV+EC`, `XR+XSV+ETM`, `XSA+ETM`, `XSN`, `XSN+JKB`, `XSN+JKS`, `XSN+JX`, `XSN+NNB+JKS`, `XSV+EC`, `XSV+ETM` |
| **`morphologizer`** | `POS=NOUN`, `POS=ADV`, `POS=VERB`, `POS=PUNCT`, `POS=ADP`, `NumType=Card\|POS=NUM`, `POS=PRON`, `POS=DET`, `POS=ADJ`, `POS=NUM`, `POS=PROPN`, `POS=CCONJ`, `POS=X`, `POS=SYM`, `POS=AUX`, `POS=PART`, `POS=INTJ`, `NumType=Card\|POS=PUNCT`, `NumType=Card\|POS=DET` |
| **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `conj`, `cop`, `csubj`, `dep`, `det`, `det:poss`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `punct` |
| **`experimental_edit_tree_lemmatizer`** | `2`, `3`, `5`, `6`, `8`, `11`, `15`, `17`, `19`, `20`, `23`, `24`, `27`, `29`, `31`, `33`, `34`, `36`, `39`, `42`, `45`, `47`, `49`, `50`, `52`, `53`, `55`, `57`, `59`, `61`, `64`, `66`, `69`, `71`, `74`, `77`, `79`, `80`, `81`, `83`, `85`, `88`, `90`, `91`, `94`, `96`, `98`, `100`, `104`, `105`, `108`, `111`, `113`, `116`, `118`, `119`, `120`, `122`, `124`, `127`, `131`, `132`, `134`, `136`, `138`, `139`, `142`, `145`, `147`, `149`, `151`, `155`, `157`, `163`, `166`, `169`, `171`, `174`, `177`, `180`, `183`, `68`, `184`, `185`, `187`, `188`, `190`, `193`, `195`, `199`, `201`, `202`, `204`, `206`, `209`, `212`, `215`, `217`, `67`, `220`, `223`, `225`, `228`, `230`, `232`, `234`, `214`, `235`, `237`, `238`, `241`, `243`, `244`, `247`, `250`, `253`, `256`, `258`, `259`, `261`, `263`, `266`, `269`, `271`, `78`, `274`, `277`, `280`, `224`, `282`, `283`, `285`, `286`, `289`, `291`, `295`, `296`, `299`, `302`, `303`, `306`, `308`, `311`, `314`, `317`, `288`, `318`, `320`, `323`, `326`, `328`, `329`, `222`, `331`, `332`, `333`, `335`, `337`, `338`, `339`, `341`, `343`, `344`, `346`, `347`, `350`, `353`, `349`, `357`, `359`, `361`, `363`, `364`, `365`, `367`, `369`, `370`, `373`, `375`, `377`, `380`, `381`, `384`, `386`, `389`, `390`, `393`, `394`, `117`, `397`, `398`, `399`, `402`, `404`, `405`, `406`, `410`, `412`, `415`, `417`, `419`, `420`, `422`, `425`, `428`, `431`, `432`, `433`, `436`, `438`, `440`, `442`, `445`, `447`, `448`, `449`, `452`, `454`, `457`, `461`, `463`, `466`, `469`, `471`, `474`, `476`, `479`, `482`, `485`, `486`, `487`, `490`, `491`, `493`, `156`, `496`, `497`, `499`, `501`, `503`, `504`, `507`, `509`, `512`, `515`, `516`, `519`, `522`, `524`, `525`, `529`, `531`, `533`, `535`, `536`, `538`, `541`, `543`, `545`, `546`, `548`, `549`, `551`, `553`, `556`, `557`, `559`, `560`, `563`, `566`, `570`, `572`, `574`, `575`, `578`, `581`, `582`, `585`, `587`, `588`, `590`, `593`, `594`, `596`, `597`, `600`, `602`, `605`, `606`, `608`, `611`, `613`, `418`, `615`, `617`, `620`, `622`, `625`, `628`, `631`, `632`, `634`, `635`, `638`, `640`, `643`, `87`, `645`, `648`, `649`, `651`, `652`, `654`, `656`, `233`, `658`, `660`, `663`, `666`, `668`, `669`, `670`, `671`, `673`, `675`, `677`, `679`, `681`, `684`, `685`, `688`, `689`, `692`, `695`, `698`, `701`, `705`, `707`, `708`, `709`, `712`, `715`, `716`, `720`, `722`, `724`, `727`, `729`, `732`, `733`, `734`, `735`, `737`, `738`, `437`, `742`, `744`, `745`, `746`, `748`, `750`, `752`, `754`, `755`, `756`, `758`, `514`, `759`, `760`, `762`, `764`, `270`, `766`, `767`, `768`, `770`, `772`, `773`, `776`, `778`, `780`, `782`, `785`, `787`, `791`, `793`, `796`, `797`, `798`, `800`, `801`, `804`, `806`, `807`, `810`, `812`, `814`, `595`, `815`, `817`, `819`, `820`, `823`, `825`, `828`, `830`, `832`, `835`, `837`, `839`, `841`, `843`, `845`, `847`, `849`, `852`, `855`, `857`, `858`, `862`, `865`, `866`, `868`, `870`, `872`, `874`, `877`, `879`, `882`, `884`, `886`, `888`, `890`, `891`, `893`, `896`, `899`, `901`, `902`, `903`, `905`, `908`, `911`, `599`, `913`, `915`, `917`, `918`, `921`, `923`, `924`, `925`, `926`, `929`, `931`, `933`, `934`, `935`, `936`, `939`, `942`, `943`, `945`, `946`, `949`, `951`, `953`, `955`, `958`, `960`, `963`, `964`, `967`, `968`, `969`, `971`, `973`, `974`, `977`, `979`, `981`, `983`, `985`, `987`, `989`, `991`, `994`, `995`, `996`, `998`, `1001`, `1003`, `1005`, `1007`, `1009`, `1012`, `1014`, `1015`, `1016`, `1018`, `1021`, `1022`, `1024`, `1025`, `1026`, `1030`, `1033`, `1034`, `1035`, `1038`, `1040`, `1043`, `1044`, `1047`, `219`, `990`, `1048`, `1050`, `1052`, `1053`, `1056`, `1058`, `1060`, `1061`, `1063`, `1066`, `1067`, `1070`, `1071`, `1074`, `1075`, `1076`, `1078`, `1081`, `1083`, `1085`, `1088`, `1089`, `1090`, `1093`, `1095`, `1097`, `1098`, `1101`, `1103`, `1105`, `1108`, `1109`, `260`, `1112`, `1115`, `1116`, `1118`, `1119`, `1120`, `1121`, `1123`, `1125`, `1126`, `1128`, `1131`, `1133`, `1135`, `1138`, `1140`, `1142`, `1143`, `1145`, `1148`, `1151`, `1153`, `1154`, `1157`, `1159`, `1160`, `1162`, `1163`, `1166`, `1168`, `1169`, `1170`, `1171`, `1172`, `1173`, `1174`, `639`, `1178`, `35`, `1180`, `1183`, `1185`, `1187`, `1190`, `1192`, `1195`, `1197`, `1198`, `1201`, `1202`, `1203`, `1205`, `1207`, `1208`, `1210`, `1213`, `1214`, `1215`, `1218`, `1220`, `1223`, `1227`, `1228`, `1232`, `1235`, `1236`, `1237`, `1238`, `1240`, `1243`, `1245`, `1249`, `1252`, `1256`, `1257`, `1260`, `1261`, `1264`, `1265`, `1267`, `1270`, `1274`, `1276`, `1280`, `1283`, `1285`, `1288`, `1291`, `1292`, `1293`, `1296`, `1298`, `1300`, `1303`, `1305`, `1307`, `1309`, `1311`, `1313`, `1314`, `1317`, `1321`, `1324`, `1327`, `1329`, `1330`, `1332`, `1334`, `1336`, `1340`, `1342`, `1346`, `1347`, `1349`, `1351`, `1353`, `1354`, `1357`, `1359`, `1361`, `1363`, `1365`, `1367`, `1368`, `1370`, `1372`, `1376`, `1378`, `1380`, `1381`, `1382`, `1384`, `1387`, `1390`, `1393`, `1396`, `1400`, `1402`, `1404`, 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`680`, `2306`, `2311`, `2312`, `2314`, `2135`, `2316`, `2318`, `2320`, `2322`, `2323`, `2326`, `2329`, `2332`, `2333`, `2335`, `2338`, `2340`, `2342`, `2344`, `2346`, `2348`, `2349`, `2351`, `2353`, `2355`, `2357`, `683`, `2358`, `2359`, `2361`, `2364`, `2366`, `2370`, `2372`, `2373`, `2374`, `2375`, `2376`, `1809`, `2377`, `2380`, `2385`, `2387`, `2388`, `2390`, `2391`, `2392`, `2394`, `2395`, `2396`, `2162`, `97`, `2398`, `2400`, `2403`, `2407`, `2412`, `2414`, `2415`, `2416`, `2418`, `2419`, `803`, `2421`, `2423`, `2426`, `2428`, `2430`, `2432`, `2433`, `2436`, `2439`, `345`, `2441`, `2442`, `2443`, `2446`, `2448`, `2452`, `2453`, `2456`, `2459`, `2462`, `2463`, `2464`, `2466`, `2467`, `2469`, `2471`, `2473`, `2474`, `2477`, `2478`, `2479`, `2481`, `2485`, `2117`, `2486`, `2488`, `2491`, `2494`, `2495`, `2496`, `2498`, `2499`, `2500`, `2502`, `2504`, `446` |

</details>

### Accuracy

| Type | Score |
| --- | --- |
| `TOKEN_F` | 99.92 |
| `TOKEN_P` | 99.90 |
| `TOKEN_R` | 99.94 |
| `TOKEN_ACC` | 100.00 |
| `SENTS_F` | 95.08 |
| `SENTS_P` | 95.54 |
| `SENTS_R` | 94.63 |
| `TAG_ACC` | 90.73 |
| `POS_ACC` | 96.49 |
| `MORPH_ACC` | 99.83 |
| `DEP_UAS` | 85.05 |
| `DEP_LAS` | 80.96 |
| `LEMMA_ACC` | 92.78 |


---
tags:
- spacy
- text-classification
language:
- en
license: mit
model-index:
- name: en_textcat_goemotions
  results: []
---
# 🪐 spaCy Project: Categorization of emotions in Reddit posts (Text Classification) This project uses spaCy to train a text classifier on the [GoEmotions dataset](https://github.com/google-research/google-research/tree/master/goemotions)

| Feature | Description |
| --- | --- |
| **Name** | `en_textcat_goemotions` |
| **Version** | `0.0.1` |
| **spaCy** | `>=3.1.1,<3.2.0` |
| **Default Pipeline** | `transformer`, `textcat_multilabel` |
| **Components** | `transformer`, `textcat_multilabel` |
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
| **Sources** | [GoEmotions dataset](https://github.com/google-research/google-research/tree/master/goemotions) |
| **License** | `MIT` |
| **Author** | [Explosion](explosion.ai) |

### Label Scheme

<details>

<summary>View label scheme (28 labels for 1 components)</summary>

| Component | Labels |
| --- | --- |
| **`textcat_multilabel`** | `admiration`, `amusement`, `anger`, `annoyance`, `approval`, `caring`, `confusion`, `curiosity`, `desire`, `disappointment`, `disapproval`, `disgust`, `embarrassment`, `excitement`, `fear`, `gratitude`, `grief`, `joy`, `love`, `nervousness`, `optimism`, `pride`, `realization`, `relief`, `remorse`, `sadness`, `surprise`, `neutral` |

</details>

### Accuracy

| Type | Score |
| --- | --- |
| `CATS_SCORE` | 90.22 |
| `CATS_MICRO_P` | 66.67 |
| `CATS_MICRO_R` | 47.81 |
| `CATS_MICRO_F` | 55.68 |
| `CATS_MACRO_P` | 55.00 |
| `CATS_MACRO_R` | 41.93 |
| `CATS_MACRO_F` | 46.29 |
| `CATS_MACRO_AUC` | 90.22 |
| `CATS_MACRO_AUC_PER_TYPE` | 0.00 |
| `TRANSFORMER_LOSS` | 83.51 |
| `TEXTCAT_MULTILABEL_LOSS` | 4549.84 |