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README.md
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---
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tags:
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- named-entity-recognition
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language:
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- ind
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- eng
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- jav
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- min
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- sun
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- ace
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- mly
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---
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# wikiann
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The wikiann dataset contains NER tags with labels from O (0), B-PER (1), I-PER (2), B-ORG (3), I-ORG (4), B-LOC (5), I-LOC (6). The Indonesian subset is used.
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WikiANN (sometimes called PAN-X) is a multilingual named entity recognition dataset consisting of Wikipedia articles
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annotated with LOC (location), PER (person), and ORG (organisation)
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tags in the IOB2 format. This version corresponds to the balanced train, dev, and test splits of
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Rahimi et al. (2019), and uses the following subsets from the original WikiANN corpus
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Language WikiAnn ISO 639-3
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Indonesian id ind
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Javanese jv jav
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Minangkabau min min
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Sundanese su sun
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Acehnese ace ace
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Malay ms mly
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Banyumasan map-bms map-bms
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## Dataset Usage
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Run `pip install nusacrowd` before loading the dataset through HuggingFace's `load_dataset`.
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## Citation
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```
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@inproceedings{pan-etal-2017-cross,
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title = "Cross-lingual Name Tagging and Linking for 282 Languages",
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author = "Pan, Xiaoman and
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Zhang, Boliang and
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May, Jonathan and
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Nothman, Joel and
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Knight, Kevin and
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Ji, Heng",
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booktitle = "Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
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month = jul,
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year = "2017",
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address = "Vancouver, Canada",
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publisher = "Association for Computational Linguistics",
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url = "https://www.aclweb.org/anthology/P17-1178",
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doi = "10.18653/v1/P17-1178",
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pages = "1946--1958",
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abstract = "The ambitious goal of this work is to develop a cross-lingual name tagging and linking framework
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for 282 languages that exist in Wikipedia. Given a document in any of these languages, our framework is able
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to identify name mentions, assign a coarse-grained or fine-grained type to each mention, and link it to
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an English Knowledge Base (KB) if it is linkable. We achieve this goal by performing a series of
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new KB mining methods: generating {``}silver-standard{''} annotations by
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transferring annotations from English to other languages through cross-lingual links and KB properties,
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refining annotations through self-training and topic selection,
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deriving language-specific morphology features from anchor links, and mining word translation pairs from
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cross-lingual links. Both name tagging and linking results for 282 languages are promising
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on Wikipedia data and on-Wikipedia data.",
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}
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@inproceedings{rahimi-etal-2019-massively,
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title = "Massively Multilingual Transfer for {NER}",
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author = "Rahimi, Afshin and
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Li, Yuan and
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Cohn, Trevor",
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booktitle = "Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics",
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month = jul,
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year = "2019",
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address = "Florence, Italy",
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publisher = "Association for Computational Linguistics",
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url = "https://www.aclweb.org/anthology/P19-1015",
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pages = "151--164",
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}
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```
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## License
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Apache-2.0 license
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## Homepage
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[https://github.com/afshinrahimi/mmner](https://github.com/afshinrahimi/mmner)
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### NusaCatalogue
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For easy indexing and metadata: [https://indonlp.github.io/nusa-catalogue](https://indonlp.github.io/nusa-catalogue)
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