From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning

Alexandre Alcoforado; Thomas Palmeira Ferraz; Lucas Hideki Okamura; Israel Campos Fama; Arnold Moya Lavado; Bárbara Dias Bueno; Bruno Veloso; Anna Helena Reali Costa

From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning

Alexandre Alcoforado, Thomas Palmeira Ferraz, Lucas Hideki Okamura, Israel Campos Fama, Arnold Moya Lavado, Bárbara Dias Bueno, Bruno Veloso, Anna Helena Reali Costa

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Anthology ID:: 2024.propor-1.50
Volume:: Proceedings of the 16th International Conference on Computational Processing of Portuguese - Vol. 1
Month:: March
Year:: 2024
Address:: Santiago de Compostela, Galicia/Spain
Editors:: Pablo Gamallo, Daniela Claro, António Teixeira, Livy Real, Marcos Garcia, Hugo Gonçalo Oliveira, Raquel Amaro
Venue:: PROPOR
SIG:
Publisher:: Association for Computational Lingustics
Note:
Pages:: 492–502
Language:
URL:: https://aclanthology.org/2024.propor-1.50/
DOI:
Bibkey:
Cite (ACL):: Alexandre Alcoforado, Thomas Palmeira Ferraz, Lucas Hideki Okamura, Israel Campos Fama, Arnold Moya Lavado, Bárbara Dias Bueno, Bruno Veloso, and Anna Helena Reali Costa. 2024. From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning. In Proceedings of the 16th International Conference on Computational Processing of Portuguese - Vol. 1, pages 492–502, Santiago de Compostela, Galicia/Spain. Association for Computational Lingustics.
Cite (Informal):: From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning (Alcoforado et al., PROPOR 2024)
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PDF:: https://aclanthology.org/2024.propor-1.50.pdf

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@inproceedings{alcoforado-etal-2024-random,
    title = "From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning",
    author = "Alcoforado, Alexandre  and
      Ferraz, Thomas Palmeira  and
      Okamura, Lucas Hideki  and
      Fama, Israel Campos  and
      Lavado, Arnold Moya  and
      Bueno, B{\'a}rbara Dias  and
      Veloso, Bruno  and
      Costa, Anna Helena Reali",
    editor = "Gamallo, Pablo  and
      Claro, Daniela  and
      Teixeira, Ant{\'o}nio  and
      Real, Livy  and
      Garcia, Marcos  and
      Oliveira, Hugo Gon{\c{c}}alo  and
      Amaro, Raquel",
    booktitle = "Proceedings of the 16th International Conference on Computational Processing of Portuguese - Vol. 1",
    month = mar,
    year = "2024",
    address = "Santiago de Compostela, Galicia/Spain",
    publisher = "Association for Computational Lingustics",
    url = "https://aclanthology.org/2024.propor-1.50/",
    pages = "492--502"
}

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%0 Conference Proceedings
%T From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning
%A Alcoforado, Alexandre
%A Ferraz, Thomas Palmeira
%A Okamura, Lucas Hideki
%A Fama, Israel Campos
%A Lavado, Arnold Moya
%A Bueno, Bárbara Dias
%A Veloso, Bruno
%A Costa, Anna Helena Reali
%Y Gamallo, Pablo
%Y Claro, Daniela
%Y Teixeira, António
%Y Real, Livy
%Y Garcia, Marcos
%Y Oliveira, Hugo Gonçalo
%Y Amaro, Raquel
%S Proceedings of the 16th International Conference on Computational Processing of Portuguese - Vol. 1
%D 2024
%8 March
%I Association for Computational Lingustics
%C Santiago de Compostela, Galicia/Spain
%F alcoforado-etal-2024-random
%U https://aclanthology.org/2024.propor-1.50/
%P 492-502

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Markdown (Informal)

[From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning](https://aclanthology.org/2024.propor-1.50/) (Alcoforado et al., PROPOR 2024)

From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning (Alcoforado et al., PROPOR 2024)

ACL

Alexandre Alcoforado, Thomas Palmeira Ferraz, Lucas Hideki Okamura, Israel Campos Fama, Arnold Moya Lavado, Bárbara Dias Bueno, Bruno Veloso, and Anna Helena Reali Costa. 2024. From Random to Informed Data Selection: A Diversity-Based Approach to Optimize Human Annotation and Few-Shot Learning. In Proceedings of the 16th International Conference on Computational Processing of Portuguese - Vol. 1, pages 492–502, Santiago de Compostela, Galicia/Spain. Association for Computational Lingustics.