Fine-grained Dutch named entity recognition
- Author
- Bart Desmet (UGent) and Veronique Hoste (UGent)
- Organization
- Abstract
- This paper describes the creation of a fine-grained named entity annotation scheme and corpus for Dutch, and experiments on automatic main type and subtype named entity recognition. We give an overview of existing named entity annotation schemes, and motivate our own, which describes six main types (persons, organizations, locations, products, events and miscellaneous named entities) and finer-grained information on subtypes and metonymic usage. This was applied to a one-million-word subset of the Dutch SoNaR reference corpus. The classifier for main type named entities achieves a micro-averaged F-score of 84.91 %, and is publicly available, along with the corpus and annotations.
- Keywords
- named entity recognition, annotation, classifier ensembles, subtype classification
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Citation
Please use this url to cite or link to this publication: http://hdl.handle.net/1854/LU-4246431
- MLA
- Desmet, Bart, and Veronique Hoste. “Fine-Grained Dutch Named Entity Recognition.” LANGUAGE RESOURCES AND EVALUATION, vol. 48, no. 2, Springer Netherlands, 2014, pp. 307–43, doi:10.1007/s10579-013-9255-y.
- APA
- Desmet, B., & Hoste, V. (2014). Fine-grained Dutch named entity recognition. LANGUAGE RESOURCES AND EVALUATION, 48(2), 307–343. https://doi.org/10.1007/s10579-013-9255-y
- Chicago author-date
- Desmet, Bart, and Veronique Hoste. 2014. “Fine-Grained Dutch Named Entity Recognition.” LANGUAGE RESOURCES AND EVALUATION 48 (2): 307–43. https://doi.org/10.1007/s10579-013-9255-y.
- Chicago author-date (all authors)
- Desmet, Bart, and Veronique Hoste. 2014. “Fine-Grained Dutch Named Entity Recognition.” LANGUAGE RESOURCES AND EVALUATION 48 (2): 307–343. doi:10.1007/s10579-013-9255-y.
- Vancouver
- 1.Desmet B, Hoste V. Fine-grained Dutch named entity recognition. LANGUAGE RESOURCES AND EVALUATION. 2014;48(2):307–43.
- IEEE
- [1]B. Desmet and V. Hoste, “Fine-grained Dutch named entity recognition,” LANGUAGE RESOURCES AND EVALUATION, vol. 48, no. 2, pp. 307–343, 2014.
@article{4246431,
abstract = {{This paper describes the creation of a fine-grained named entity annotation scheme and corpus for Dutch, and experiments on automatic main type and subtype named entity recognition. We give an overview of existing named entity annotation schemes, and motivate our own, which describes six main types (persons, organizations, locations, products, events and miscellaneous named entities) and finer-grained information on subtypes and metonymic usage. This was applied to a one-million-word subset of the Dutch SoNaR reference corpus. The classifier for main type named entities achieves a micro-averaged F-score of 84.91 %, and is publicly available, along with the corpus and annotations.}},
author = {{Desmet, Bart and Hoste, Veronique}},
issn = {{1574-020X}},
journal = {{LANGUAGE RESOURCES AND EVALUATION}},
keywords = {{named entity recognition,annotation,classifier ensembles,subtype classification}},
language = {{eng}},
number = {{2}},
pages = {{307--343}},
publisher = {{Springer Netherlands}},
title = {{Fine-grained Dutch named entity recognition}},
url = {{http://doi.org/10.1007/s10579-013-9255-y}},
volume = {{48}},
year = {{2014}},
}
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