Adriane Boyd
Add ko_udv25_koreangsd_trf-0.0.1
636a848
metadata
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 (Zeman, Daniel; et al.)
License CC BY-SA 4.0
Author Explosion

Label Scheme

View label scheme (2415 labels for 6 components)
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, 993, 1407, 1408, 1410, 1411, 1413, 1414, 1415, 1417, 1418, 1419, 1422, 1425, 1426, 1429, 1431, 1433, 325, 1435, 1437, 1439, 1442, 1444, 1446, 1448, 1452, 1455, 1457, 1460, 1462, 1465, 1468, 1469, 133, 1471, 1472, 1475, 1477, 1478, 1480, 1481, 1482, 1485, 1487, 1488, 1489, 1492, 1479, 1494, 1497, 1498, 1500, 1502, 179, 1504, 249, 1507, 1510, 1511, 1512, 1514, 1515, 1517, 1520, 753, 1523, 1524, 1525, 1526, 1528, 1530, 1531, 1534, 1535, 1536, 1539, 818, 1542, 1544, 1545, 1546, 1547, 1548, 1550, 1551, 1552, 1555, 1557, 1558, 1560, 1561, 1563, 1565, 1566, 1568, 1569, 1571, 1573, 1574, 1579, 1581, 1584, 1587, 1588, 1356, 1589, 1590, 1591, 1592, 1594, 1595, 1598, 1600, 1602, 1604, 1607, 1610, 1613, 1616, 1617, 1619, 1622, 1624, 1627, 1630, 1632, 1634, 1635, 1637, 1640, 1643, 1645, 1648, 1650, 1652, 1653, 1656, 1657, 1659, 1660, 1662, 1664, 1667, 1669, 1672, 1674, 1675, 1677, 1678, 1681, 1683, 1686, 1687, 1689, 1691, 1693, 1696, 1698, 1699, 1701, 1004, 1702, 1704, 1706, 1709, 1710, 1711, 1712, 1713, 1715, 1717, 1720, 1724, 1725, 1727, 1729, 1730, 1733, 1167, 1734, 1738, 1739, 1741, 1743, 1744, 1746, 1748, 1749, 1752, 1754, 1755, 1756, 1758, 1759, 1762, 1716, 1765, 148, 1767, 1770, 1771, 1772, 1774, 1777, 1778, 1779, 1780, 1782, 1783, 1787, 1788, 1304, 1789, 1791, 1794, 1796, 1799, 1801, 1803, 1805, 1808, 1810, 1812, 1814, 1817, 1818, 1819, 1822, 1825, 1826, 1829, 1832, 1834, 1836, 1840, 1844, 1847, 1848, 1850, 1851, 1853, 1855, 1857, 1287, 1859, 1860, 1861, 1863, 1865, 1658, 1867, 1869, 1870, 1871, 1872, 1874, 1876, 1878, 1879, 1881, 1883, 1884, 1885, 1887, 1890, 1891, 1893, 1896, 1897, 1899, 1901, 1902, 1903, 1904, 1905, 1906, 1908, 1909, 1910, 1913, 293, 1914, 1915, 1916, 1917, 1919, 1921, 1922, 1924, 1926, 1927, 1928, 1930, 1932, 1933, 1935, 1936, 1938, 1939, 1942, 1943, 1945, 1947, 1949, 1951, 1954, 1956, 1957, 1959, 1961, 1962, 1964, 1965, 1968, 1970, 1971, 1972, 601, 1973, 1974, 1977, 1979, 1981, 1984, 1985, 1987, 1989, 1990, 1991, 1993, 1994, 1996, 1998, 1999, 2002, 2003, 2006, 2007, 2008, 2010, 2012, 2014, 2016, 2020, 2021, 2024, 2027, 2029, 2030, 2031, 2034, 2036, 2038, 2040, 2041, 2042, 2044, 2046, 2048, 2051, 2053, 1513, 2056, 2057, 2060, 2063, 2065, 2067, 2068, 2070, 2071, 2073, 2074, 2076, 2080, 2081, 2083, 2085, 1335, 2086, 2088, 2091, 2093, 2095, 2097, 2099, 2101, 2103, 2104, 2106, 1633, 2108, 2110, 2114, 2116, 2118, 2120, 644, 2121, 475, 2122, 2123, 2125, 2126, 2127, 2128, 2130, 2132, 2133, 2134, 2136, 2138, 2140, 2141, 2144, 2145, 2147, 2148, 2150, 2153, 2154, 2156, 2159, 2161, 2163, 2164, 2166, 2169, 2171, 2174, 2179, 2180, 2182, 2184, 2185, 2186, 2188, 2189, 2190, 2191, 2193, 2196, 2199, 2200, 2202, 2205, 2207, 2209, 2210, 2212, 2214, 2216, 2218, 2220, 2223, 2226, 2228, 2229, 2230, 2232, 2235, 2237, 2239, 2241, 2243, 2246, 2249, 2250, 2253, 2254, 2255, 2256, 2259, 786, 2262, 2264, 2266, 2268, 2272, 2273, 2275, 2277, 2279, 2281, 2282, 2283, 2285, 2286, 2287, 2290, 2292, 2293, 2294, 2295, 2297, 2299, 2300, 2302, 115, 2303, 2305, 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

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