Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge

Matteo Rinaldi; Rossella Varvara; Lorenzo Gregori; Andrea Amelio Ravelli

Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge

Matteo Rinaldi, Rossella Varvara, Lorenzo Gregori, Andrea Amelio Ravelli

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Anthology ID:: 2025.clicit-1.89
Volume:: Proceedings of the Eleventh Italian Conference on Computational Linguistics (CLiC-it 2025)
Month:: September
Year:: 2025
Address:: Cagliari, Italy
Editors:: Cristina Bosco, Elisabetta Jezek, Marco Polignano, Manuela Sanguinetti
Venue:: CLiC-it
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Publisher:: CEUR Workshop Proceedings
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Pages:: 955–964
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URL:: https://aclanthology.org/2025.clicit-1.89/
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Cite (ACL):: Matteo Rinaldi, Rossella Varvara, Lorenzo Gregori, and Andrea Amelio Ravelli. 2025. Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge. In Proceedings of the Eleventh Italian Conference on Computational Linguistics (CLiC-it 2025), pages 955–964, Cagliari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge (Rinaldi et al., CLiC-it 2025)
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PDF:: https://aclanthology.org/2025.clicit-1.89.pdf

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@inproceedings{rinaldi-etal-2025-evaluating,
    title = "Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the {MACID} Challenge",
    author = "Rinaldi, Matteo  and
      Varvara, Rossella  and
      Gregori, Lorenzo  and
      Ravelli, Andrea Amelio",
    editor = "Bosco, Cristina  and
      Jezek, Elisabetta  and
      Polignano, Marco  and
      Sanguinetti, Manuela",
    booktitle = "Proceedings of the Eleventh Italian Conference on Computational Linguistics (CLiC-it 2025)",
    month = sep,
    year = "2025",
    address = "Cagliari, Italy",
    publisher = "CEUR Workshop Proceedings",
    url = "https://aclanthology.org/2025.clicit-1.89/",
    pages = "955--964",
    ISBN = "979-12-243-0587-3"
}

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%0 Conference Proceedings
%T Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge
%A Rinaldi, Matteo
%A Varvara, Rossella
%A Gregori, Lorenzo
%A Ravelli, Andrea Amelio
%Y Bosco, Cristina
%Y Jezek, Elisabetta
%Y Polignano, Marco
%Y Sanguinetti, Manuela
%S Proceedings of the Eleventh Italian Conference on Computational Linguistics (CLiC-it 2025)
%D 2025
%8 September
%I CEUR Workshop Proceedings
%C Cagliari, Italy
%@ 979-12-243-0587-3
%F rinaldi-etal-2025-evaluating
%U https://aclanthology.org/2025.clicit-1.89/
%P 955-964

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Markdown (Informal)

[Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge](https://aclanthology.org/2025.clicit-1.89/) (Rinaldi et al., CLiC-it 2025)

Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge (Rinaldi et al., CLiC-it 2025)

ACL

Matteo Rinaldi, Rossella Varvara, Lorenzo Gregori, and Andrea Amelio Ravelli. 2025. Evaluating Models, Prompting Strategies, and Task Formats: A Case Study on the MACID Challenge. In Proceedings of the Eleventh Italian Conference on Computational Linguistics (CLiC-it 2025), pages 955–964, Cagliari, Italy. CEUR Workshop Proceedings.