Multilingual Perspectivist NLU

In this repository, we publish various results (linguistic resources, models, and codes) related to make perspectivist the technologies of Natural Language Understanding.

For more information about the theoretical framework and available works on perspectivism see the manifesto page: https://pdai.info/

Updates

• The EPICorpus (Frenda et al. 2023) is avalaible on HuggingFace: https://huggingface.co/datasets/Multilingual-Perspectivist-NLU/EPIC
• Released models are available on HuggingFace: https://huggingface.co/Multilingual-Perspectivist-NLU/aggregatedModel
• The MultiPICorpus (Casola, Frenda, Lo et al. 2024) is available on HuggingFace: https://huggingface.co/datasets/Multilingual-Perspectivist-NLU/MultiPICo
• The folder code contains the scripts used for the experiments published in Casola et al. (2023) at EMNLP 2023

Publications

@inproceedings{casola-etal-2023-confidence,
    title = "Confidence-based Ensembling of Perspective-aware Models",
    author = "Casola, Silvia  and
      Lo, Soda  and
      Basile, Valerio  and
      Frenda, Simona  and
      Cignarella, Alessandra  and
      Patti, Viviana  and
      Bosco, Cristina",
    editor = "Bouamor, Houda  and
      Pino, Juan  and
      Bali, Kalika",
    booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing",
    month = dec,
    year = "2023",
    address = "Singapore",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.emnlp-main.212",
    doi = "10.18653/v1/2023.emnlp-main.212",
    pages = "3496--3507",
 }

@inproceedings{frenda-etal-2023-epic,
    title = "{EPIC}: Multi-Perspective Annotation of a Corpus of Irony",
    author = "Frenda, Simona  and
      Pedrani, Alessandro  and
      Basile, Valerio  and
      Lo, Soda Marem  and
      Cignarella, Alessandra Teresa  and
      Panizzon, Raffaella  and
      Marco, Cristina  and
      Scarlini, Bianca  and
      Patti, Viviana  and
      Bosco, Cristina  and
      Bernardi, Davide",
    editor = "Rogers, Anna  and
      Boyd-Graber, Jordan  and
      Okazaki, Naoaki",
    booktitle = "Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2023",
    address = "Toronto, Canada",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.acl-long.774",
    doi = "10.18653/v1/2023.acl-long.774",
    pages = "13844--13857",
}

@inproceedings{multipico,
  title = {{M}ulti{PIC}o: {M}ultilingual {P}erspectivist {I}rony {C}orpus},
  booktitle = {Proceedings of the 62th {{Annual Meeting}} of the {{Association}} for {{Computational Linguistics}}},
  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},
  year = {2024},
  month = aug,
  publisher = {Association for Computational Linguistics},
  address = {Online},
}