nordic-ner / README.md
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metadata
dataset_info:
  features:
    - name: tokens
      sequence: string
    - name: ner_tags
      sequence: int64
    - name: dataset
      dtype: string
  splits:
    - name: train
      num_bytes: 38152132
      num_examples: 161379
    - name: validation
      num_bytes: 10359916
      num_examples: 48470
    - name: test
      num_bytes: 11040741
      num_examples: 50498
  download_size: 15450325
  dataset_size: 59552789
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: validation
        path: data/validation-*
      - split: test
        path: data/test-*

Created from the three datasets wikiann, norne, dane, and KBLab/sucx3_ner.

See detailed config below:

dataset_ids = [
    "wikiann",
    "dane",
    "norne", 
    "KBLab/sucx3_ner"
]

dataset_subsets = {
    "wikiann": [
        "nn", "no", "da", "sv", "fo", "is"
    ],
    "dane": [None],
    "norne": ["combined-7"],
    "KBLab/sucx3_ner": ["original_cased"]
}

Unified to the following BIO-scheme:

# O: 0
# B-PER: 1
# I-PER: 2
# B-ORG: 3
# I-ORG: 4
# B-LOC: 5
# I-LOC: 6
# B-MISC: 7
# I-MISC: 8

mappers = {
    "norne": {
        0: 0,
        1: 1,
        2: 2,
        3: 3,
        4: 4,
        # PROD->MISC
        5: 7,
        6: 8,
        # LOC -> LOC
        7: 5,
        8: 6,
        # DRV -> MISC (names, but derived)
        9: 7,
        10: 8,
        # EVT -> MISC (events)
        11: 7,
        12: 8,
        # MISC -> MISC
        13: 7,
        14: 8,
    },
    "KBLab/sucx3_ner": {
        "O": 0,
        # PER
        "B-person": 1,
        "I-person": 2,
        # LOC
        "B-place": 5,
        "I-place": 6,
        # ORG
        "I-inst": 4,
        "B-inst": 3,
        # MISC
        # this is considered a 'work' by someone or something
        "B-work": 7,
        "I-work": 8,
        "B-animal": 7,
        "I-animal": 8,
        "B-product": 7,
        "I-product": 8,
        "B-event": 7,
        "I-event": 8,
        "B-other": 7,
        "I-other": 8,
        # mythological
        "B-myth": 7,
        "I-myth": 8,
    },
}