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Datasets:
whoisjones
/
fiNERweb

Tasks:
Token Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
named-entity-recognition
Languages:
Vietnamese
Tamil
Oriya
Size:
1M - 10M
ArXiv:
Libraries:
Datasets
pandas
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License:
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metadata
language:
  - vi
  - ta
  - or
  - sk
  - af
  - cs
  - ga
  - pt
  - so
  - sl
  - cy
  - fy
  - uk
  - is
  - la
  - hy
  - bg
  - tr
  - uz
  - nl
  - ps
  - be
  - en
  - xh
  - jv
  - hi
  - my
  - br
  - ur
  - sr
  - zh
  - ka
  - hr
  - ml
  - km
  - te
  - ru
  - ar
  - de
  - fr
  - om
  - sw
  - az
  - gl
  - ko
  - sd
  - fi
  - lv
  - eo
  - kk
  - lt
  - mk
  - eu
  - am
  - he
  - si
  - ne
  - yi
  - sq
  - it
  - kn
  - mn
  - ja
  - gu
  - su
  - ro
  - sa
  - ku
  - ky
  - ug
  - gd
  - es
  - et
  - th
  - sv
  - hu
  - bs
  - bn
  - ca
  - mr
  - da
  - pl
  - el
  - ms
  - mg
  - pa
  - lo
  - fa
  - tl
  - as
  - id
license: mit
task_categories:
  - token-classification
task_ids:
  - named-entity-recognition
pretty_name: fiNERweb
size_categories:
  - 1M<n<10M
dataset_info:
  features:
    - name: id
      dtype: string
    - name: text
      dtype: string
    - name: char_spans
      list:
        - name: start
          dtype: int64
        - name: end
          dtype: int64
        - name: label
          dtype: string
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    - name: bel
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  download_size: 270832118
  dataset_size: 677042018
configs:
  - config_name: default
    data_files:
      - split: mal
        path: data/mal-*
      - split: fra
        path: data/fra-*
      - split: ukr
        path: data/ukr-*
      - split: hin
        path: data/hin-*
      - split: xho
        path: data/xho-*
      - split: guj
        path: data/guj-*
      - split: gaz
        path: data/gaz-*
      - split: kat
        path: data/kat-*
      - split: hrv
        path: data/hrv-*
      - split: heb
        path: data/heb-*
      - split: cat
        path: data/cat-*
      - split: tam
        path: data/tam-*
      - split: swh
        path: data/swh-*
      - split: ces
        path: data/ces-*
      - split: hun
        path: data/hun-*
      - split: lit
        path: data/lit-*
      - split: hye
        path: data/hye-*
      - split: san
        path: data/san-*
      - split: lat
        path: data/lat-*
      - split: kir
        path: data/kir-*
      - split: ory
        path: data/ory-*
      - split: ron
        path: data/ron-*
      - split: snd
        path: data/snd-*
      - split: ben
        path: data/ben-*
      - split: vie
        path: data/vie-*
      - split: khm
        path: data/khm-*
      - split: por
        path: data/por-*
      - split: jav
        path: data/jav-*
      - split: mkd
        path: data/mkd-*
      - split: sin
        path: data/sin-*
      - split: bul
        path: data/bul-*
      - split: rus
        path: data/rus-*
      - split: arb
        path: data/arb-*
      - split: als
        path: data/als-*
      - split: uzn
        path: data/uzn-*
      - split: som
        path: data/som-*
      - split: slk
        path: data/slk-*
      - split: urd
        path: data/urd-*
      - split: swe
        path: data/swe-*
      - split: tha
        path: data/tha-*
      - split: cmn
        path: data/cmn-*
      - split: pan
        path: data/pan-*
      - split: uig
        path: data/uig-*
      - split: yid
        path: data/yid-*
      - split: mlg
        path: data/mlg-*
      - split: asm
        path: data/asm-*
      - split: pbt
        path: data/pbt-*
      - split: fry
        path: data/fry-*
      - split: nld
        path: data/nld-*
      - split: lao
        path: data/lao-*
      - split: ell
        path: data/ell-*
      - split: tel
        path: data/tel-*
      - split: bre
        path: data/bre-*
      - split: fil
        path: data/fil-*
      - split: eng
        path: data/eng-*
      - split: lvs
        path: data/lvs-*
      - split: ekk
        path: data/ekk-*
      - split: zsm
        path: data/zsm-*
      - split: khk
        path: data/khk-*
      - split: fas
        path: data/fas-*
      - split: pol
        path: data/pol-*
      - split: afr
        path: data/afr-*
      - split: npi
        path: data/npi-*
      - split: kor
        path: data/kor-*
      - split: slv
        path: data/slv-*
      - split: gle
        path: data/gle-*
      - split: ckb
        path: data/ckb-*
      - split: mya
        path: data/mya-*
      - split: dan
        path: data/dan-*
      - split: ind
        path: data/ind-*
      - split: isl
        path: data/isl-*
      - split: spa
        path: data/spa-*
      - split: bos
        path: data/bos-*
      - split: jpn
        path: data/jpn-*
      - split: gla
        path: data/gla-*
      - split: cym
        path: data/cym-*
      - split: amh
        path: data/amh-*
      - split: tur
        path: data/tur-*
      - split: srp
        path: data/srp-*
      - split: eus
        path: data/eus-*
      - split: kan
        path: data/kan-*
      - split: azj
        path: data/azj-*
      - split: deu
        path: data/deu-*
      - split: epo
        path: data/epo-*
      - split: kaz
        path: data/kaz-*
      - split: ita
        path: data/ita-*
      - split: mar
        path: data/mar-*
      - split: sun
        path: data/sun-*
      - split: glg
        path: data/glg-*
      - split: fin
        path: data/fin-*
      - split: bel
        path: data/bel-*
  - config_name: mal
    data_files: data/mal-*
  - config_name: fra
    data_files: data/fra-*
  - config_name: ukr
    data_files: data/ukr-*
  - config_name: hin
    data_files: data/hin-*
  - config_name: xho
    data_files: data/xho-*
  - config_name: guj
    data_files: data/guj-*
  - config_name: gaz
    data_files: data/gaz-*
  - config_name: kat
    data_files: data/kat-*
  - config_name: hrv
    data_files: data/hrv-*
  - config_name: heb
    data_files: data/heb-*
  - config_name: cat
    data_files: data/cat-*
  - config_name: tam
    data_files: data/tam-*
  - config_name: swh
    data_files: data/swh-*
  - config_name: ces
    data_files: data/ces-*
  - config_name: hun
    data_files: data/hun-*
  - config_name: lit
    data_files: data/lit-*
  - config_name: hye
    data_files: data/hye-*
  - config_name: san
    data_files: data/san-*
  - config_name: lat
    data_files: data/lat-*
  - config_name: kir
    data_files: data/kir-*
  - config_name: ory
    data_files: data/ory-*
  - config_name: ron
    data_files: data/ron-*
  - config_name: snd
    data_files: data/snd-*
  - config_name: ben
    data_files: data/ben-*
  - config_name: vie
    data_files: data/vie-*
  - config_name: khm
    data_files: data/khm-*
  - config_name: por
    data_files: data/por-*
  - config_name: jav
    data_files: data/jav-*
  - config_name: mkd
    data_files: data/mkd-*
  - config_name: sin
    data_files: data/sin-*
  - config_name: bul
    data_files: data/bul-*
  - config_name: rus
    data_files: data/rus-*
  - config_name: arb
    data_files: data/arb-*
  - config_name: als
    data_files: data/als-*
  - config_name: uzn
    data_files: data/uzn-*
  - config_name: som
    data_files: data/som-*
  - config_name: slk
    data_files: data/slk-*
  - config_name: urd
    data_files: data/urd-*
  - config_name: swe
    data_files: data/swe-*
  - config_name: tha
    data_files: data/tha-*
  - config_name: cmn
    data_files: data/cmn-*
  - config_name: pan
    data_files: data/pan-*
  - config_name: uig
    data_files: data/uig-*
  - config_name: yid
    data_files: data/yid-*
  - config_name: mlg
    data_files: data/mlg-*
  - config_name: asm
    data_files: data/asm-*
  - config_name: pbt
    data_files: data/pbt-*
  - config_name: fry
    data_files: data/fry-*
  - config_name: nld
    data_files: data/nld-*
  - config_name: lao
    data_files: data/lao-*
  - config_name: ell
    data_files: data/ell-*
  - config_name: tel
    data_files: data/tel-*
  - config_name: bre
    data_files: data/bre-*
  - config_name: fil
    data_files: data/fil-*
  - config_name: eng
    data_files: data/eng-*
  - config_name: lvs
    data_files: data/lvs-*
  - config_name: ekk
    data_files: data/ekk-*
  - config_name: zsm
    data_files: data/zsm-*
  - config_name: khk
    data_files: data/khk-*
  - config_name: fas
    data_files: data/fas-*
  - config_name: pol
    data_files: data/pol-*
  - config_name: afr
    data_files: data/afr-*
  - config_name: npi
    data_files: data/npi-*
  - config_name: kor
    data_files: data/kor-*
  - config_name: slv
    data_files: data/slv-*
  - config_name: gle
    data_files: data/gle-*
  - config_name: ckb
    data_files: data/ckb-*
  - config_name: mya
    data_files: data/mya-*
  - config_name: dan
    data_files: data/dan-*
  - config_name: ind
    data_files: data/ind-*
  - config_name: isl
    data_files: data/isl-*
  - config_name: spa
    data_files: data/spa-*
  - config_name: bos
    data_files: data/bos-*
  - config_name: jpn
    data_files: data/jpn-*
  - config_name: gla
    data_files: data/gla-*
  - config_name: cym
    data_files: data/cym-*
  - config_name: amh
    data_files: data/amh-*
  - config_name: tur
    data_files: data/tur-*
  - config_name: srp
    data_files: data/srp-*
  - config_name: eus
    data_files: data/eus-*
  - config_name: kan
    data_files: data/kan-*
  - config_name: azj
    data_files: data/azj-*
  - config_name: deu
    data_files: data/deu-*
  - config_name: epo
    data_files: data/epo-*
  - config_name: kaz
    data_files: data/kaz-*
  - config_name: ita
    data_files: data/ita-*
  - config_name: mar
    data_files: data/mar-*
  - config_name: sun
    data_files: data/sun-*
  - config_name: glg
    data_files: data/glg-*
  - config_name: fin
    data_files: data/fin-*
  - config_name: bel
    data_files: data/bel-*

fiNERweb

Dataset Description

fiNERweb is a multilingual named entity recognition dataset containing annotated text in multiple languages. Each example contains:

  • Original text
  • Character spans for entities

Dataset Structure

Each example contains:

{
    "text": str,  # Original text
    "char_spans": List[Dict],  # Character-level entity spans
}

Usage 

from datasets import load_dataset
dataset = load_dataset("whoisjones/fiNERweb", "eng")  # For English

# Access the data
print(dataset["train"][0])

Citation

If you use this dataset, please cite:

@misc{golde2025finerwebdatasetsartifactsscalable,
      title={FiNERweb: Datasets and Artifacts for Scalable Multilingual Named Entity Recognition}, 
      author={Jonas Golde and Patrick Haller and Alan Akbik},
      year={2025},
      eprint={2512.13884},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2512.13884}, 
}

Languages

  • mal: Malayalam
  • fra: French
  • ukr: Ukrainian
  • hin: Hindi
  • xho: Xhosa
  • guj: Gujarati
  • gaz: Oromo (West Central Oromo)
  • kat: Georgian
  • hrv: Croatian
  • heb: Hebrew
  • cat: Catalan
  • tam: Tamil
  • swh: Swahili
  • ces: Czech
  • hun: Hungarian
  • lit: Lithuanian
  • hye: Armenian
  • san: Sanskrit
  • lat: Latin
  • kir: Kyrgyz
  • ory: Odia (Oriya)
  • ron: Romanian
  • snd: Sindhi
  • ben: Bengali
  • vie: Vietnamese
  • khm: Khmer
  • por: Portuguese
  • jav: Javanese
  • mkd: Macedonian
  • sin: Sinhala
  • bul: Bulgarian
  • rus: Russian
  • arb: Arabic (Modern Standard)
  • als: Alemannic German
  • uzn: Uzbek (Northern)
  • som: Somali
  • slk: Slovak
  • urd: Urdu
  • swe: Swedish
  • tha: Thai
  • cmn: Mandarin Chinese
  • pan: Punjabi
  • uig: Uyghur
  • yid: Yiddish
  • mlg: Malagasy
  • asm: Assamese
  • pbt: Pashto (Southern)
  • fry: Western Frisian
  • nld: Dutch
  • lao: Lao
  • ell: Greek (Modern)
  • tel: Telugu
  • bre: Breton
  • fil: Filipino
  • eng: English
  • lvs: Latvian
  • ekk: Estonian
  • zsm: Malay (Standard)
  • khk: Mongolian (Khalkha)
  • fas: Persian (Farsi)
  • pol: Polish
  • afr: Afrikaans
  • npi: Nepali
  • kor: Korean
  • slv: Slovenian
  • gle: Irish
  • ckb: Kurdish (Central, Sorani)
  • mya: Burmese
  • dan: Danish
  • ind: Indonesian
  • isl: Icelandic
  • spa: Spanish
  • bos: Bosnian
  • jpn: Japanese
  • gla: Scottish Gaelic
  • cym: Welsh
  • amh: Amharic
  • tur: Turkish
  • srp: Serbian
  • eus: Basque
  • kan: Kannada
  • azj: Azerbaijani (North)
  • deu: German
  • epo: Esperanto
  • kaz: Kazakh
  • ita: Italian
  • mar: Marathi
  • sun: Sundanese
  • glg: Galician
  • fin: Finnish
  • bel: Belarusian