ACL 2024long3 citations

MultiPICo: Multilingual Perspectivist Irony Corpus

Silvia Casola, Simona Frenda, Soda Marem Lo, Erhan Sezerer, Antonio Uva, Valerio Basile, Cristina Bosco, Alessandro Pedrani

Abstract

Recently, several scholars have contributed to the growth of a new theoretical framework in NLP called perspectivism. This approach aimsto leverage data annotated by different individuals to model diverse perspectives that affect their opinions on subjective phenomena such as irony. In this context, we propose MultiPICo, a multilingual perspectivist corpus of ironic short conversations in different languages andlinguistic varieties extracted from Twitter and Reddit. The corpus includes sociodemographic information about its annotators. Our analysis of the annotated corpus shows how different demographic cohorts may significantly disagree on their annotation of irony and how certain cultural factors influence the perception of the phenomenon and the agreement on the annotation. Moreover, we show how disaggregated annotations and rich annotator metadata can be exploited to benchmark the ability of large language models to recognize irony, their positionality with respect to sociodemographic groups, and the efficacy of perspective-taking prompting for irony detection in multiple languages.

BibTeX
@inproceedings{casola-etal-2024-multipico,
    title = "{M}ulti{PIC}o: Multilingual Perspectivist Irony Corpus",
    author = "Casola, Silvia  and
      Frenda, Simona  and
      Lo, Soda Marem  and
      Sezerer, Erhan  and
      Uva, Antonio  and
      Basile, Valerio  and
      Bosco, Cristina  and
      Pedrani, Alessandro  and
      Rubagotti, Chiara  and
      Patti, Viviana  and
      Bernardi, Davide",
    editor = "Ku, Lun-Wei  and
      Martins, Andre  and
      Srikumar, Vivek",
    booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = aug,
    year = "2024",
    address = "Bangkok, Thailand",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.acl-long.849/",
    doi = "10.18653/v1/2024.acl-long.849",
    pages = "16008--16021"
}
MultiPICo: Multilingual Perspectivist Irony Corpus · ACL 2024