IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data

Shashwat Trivedi; Harsh Rangwani; Anil Kumar Singh

doi:10.18653/v1/W18-3220

IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data

Shashwat Trivedi, Harsh Rangwani, Anil Kumar Singh

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Abstract

This paper describes the best performing system for the shared task on Named Entity Recognition (NER) on code-switched data for the language pair Spanish-English (ENG-SPA). We introduce a gated neural architecture for the NER task. Our final model achieves an F1 score of 63.76%, outperforming the baseline by 10%.

Anthology ID:: W18-3220
Volume:: Proceedings of the Third Workshop on Computational Approaches to Linguistic Code-Switching
Month:: July
Year:: 2018
Address:: Melbourne, Australia
Editors:: Gustavo Aguilar, Fahad AlGhamdi, Victor Soto, Thamar Solorio, Mona Diab, Julia Hirschberg
Venue:: ACL
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 148–153
Language:
URL:: https://aclanthology.org/W18-3220/
DOI:: 10.18653/v1/W18-3220
Bibkey:
Cite (ACL):: Shashwat Trivedi, Harsh Rangwani, and Anil Kumar Singh. 2018. IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data. In Proceedings of the Third Workshop on Computational Approaches to Linguistic Code-Switching, pages 148–153, Melbourne, Australia. Association for Computational Linguistics.
Cite (Informal):: IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data (Trivedi et al., ACL 2018)
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PDF:: https://aclanthology.org/W18-3220.pdf

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@inproceedings{trivedi-etal-2018-iit,
    title = "{IIT} ({BHU}) Submission for the {ACL} Shared Task on Named Entity Recognition on Code-switched Data",
    author = "Trivedi, Shashwat  and
      Rangwani, Harsh  and
      Kumar Singh, Anil",
    editor = "Aguilar, Gustavo  and
      AlGhamdi, Fahad  and
      Soto, Victor  and
      Solorio, Thamar  and
      Diab, Mona  and
      Hirschberg, Julia",
    booktitle = "Proceedings of the Third Workshop on Computational Approaches to Linguistic Code-Switching",
    month = jul,
    year = "2018",
    address = "Melbourne, Australia",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/W18-3220/",
    doi = "10.18653/v1/W18-3220",
    pages = "148--153",
    abstract = "This paper describes the best performing system for the shared task on Named Entity Recognition (NER) on code-switched data for the language pair Spanish-English (ENG-SPA). We introduce a gated neural architecture for the NER task. Our final model achieves an F1 score of 63.76{\%}, outperforming the baseline by 10{\%}."
}

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    <abstract>This paper describes the best performing system for the shared task on Named Entity Recognition (NER) on code-switched data for the language pair Spanish-English (ENG-SPA). We introduce a gated neural architecture for the NER task. Our final model achieves an F1 score of 63.76%, outperforming the baseline by 10%.</abstract>
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%0 Conference Proceedings
%T IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data
%A Trivedi, Shashwat
%A Rangwani, Harsh
%A Kumar Singh, Anil
%Y Aguilar, Gustavo
%Y AlGhamdi, Fahad
%Y Soto, Victor
%Y Solorio, Thamar
%Y Diab, Mona
%Y Hirschberg, Julia
%S Proceedings of the Third Workshop on Computational Approaches to Linguistic Code-Switching
%D 2018
%8 July
%I Association for Computational Linguistics
%C Melbourne, Australia
%F trivedi-etal-2018-iit
%X This paper describes the best performing system for the shared task on Named Entity Recognition (NER) on code-switched data for the language pair Spanish-English (ENG-SPA). We introduce a gated neural architecture for the NER task. Our final model achieves an F1 score of 63.76%, outperforming the baseline by 10%.
%R 10.18653/v1/W18-3220
%U https://aclanthology.org/W18-3220/
%U https://doi.org/10.18653/v1/W18-3220
%P 148-153

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Markdown (Informal)

[IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data](https://aclanthology.org/W18-3220/) (Trivedi et al., ACL 2018)

IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data (Trivedi et al., ACL 2018)

ACL

Shashwat Trivedi, Harsh Rangwani, and Anil Kumar Singh. 2018. IIT (BHU) Submission for the ACL Shared Task on Named Entity Recognition on Code-switched Data. In Proceedings of the Third Workshop on Computational Approaches to Linguistic Code-Switching, pages 148–153, Melbourne, Australia. Association for Computational Linguistics.