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MultiPICo: Multilingual Perspectivist Irony Corpus

  • Silvia Casola
  • , Simona Frenda
  • , Soda Marem Lo
  • , Erhan Sezerer
  • , Antonio Uva
  • , Valerio Basile
  • , Cristina Bosco
  • , Alessandro Pedrani
  • , Chiara Rubagotti
  • , Viviana Patti
  • , Davide Bernardi

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Recently, several scholars have contributed to the growth of a new theoretical framework in NLP called perspectivism. This approach aims to 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 and linguistic 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.
Original languageEnglish
Title of host publicationProceedings of the 62nd Annual Meeting of the Association for Computational Linguistics
Subtitle of host publicationVolume 1: Long Papers
EditorsLun-Wei Ku, Andre F. T. Martins, Vivek Srikumar
PublisherAssociation for Computational Linguistics
Pages16008-16021
Number of pages14
Volume1
ISBN (Print)9798891760943
DOIs
Publication statusPublished - 11 Aug 2024
Event62nd Annual Meeting of the Association for Computational Linguistics 2024 - Hybrid, Bangkok, Thailand
Duration: 11 Aug 202416 Aug 2024
https://linguistlist.org/issues/35/433/

Conference

Conference62nd Annual Meeting of the Association for Computational Linguistics 2024
Abbreviated titleACL 2024
Country/TerritoryThailand
CityBangkok
Period11/08/2416/08/24
Internet address

ASJC Scopus subject areas

  • Computer Science Applications
  • Linguistics and Language
  • Language and Linguistics

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