CATs are Fuzzy PETs: A Corpus and Analysis of Potentially Euphemistic Terms

Martha Gavidia, Patrick Lee, Anna Feldman, JIng Peng


Abstract
Euphemisms have not received much attention in natural language processing, despite being an important element of polite and figurative language. Euphemisms prove to be a difficult topic, not only because they are subject to language change, but also because humans may not agree on what is a euphemism and what is not. Nonetheless, the first step to tackling the issue is to collect and analyze examples of euphemisms. We present a corpus of potentially euphemistic terms (PETs) along with example texts from the GloWbE corpus. Additionally, we present a subcorpus of texts where these PETs are not being used euphemistically, which may be useful for future applications. We also discuss the results of multiple analyses run on the corpus. Firstly, we find that sentiment analysis on the euphemistic texts supports that PETs generally decrease negative and offensive sentiment. Secondly, we observe cases of disagreement in an annotation task, where humans are asked to label PETs as euphemistic or not in a subset of our corpus text examples. We attribute the disagreement to a variety of potential reasons, including if the PET was a commonly accepted term (CAT).
Anthology ID:
2022.lrec-1.285
Volume:
Proceedings of the Thirteenth Language Resources and Evaluation Conference
Month:
June
Year:
2022
Address:
Marseille, France
Editors:
Nicoletta Calzolari, Frédéric Béchet, Philippe Blache, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Jan Odijk, Stelios Piperidis
Venue:
LREC
SIG:
Publisher:
European Language Resources Association
Note:
Pages:
2658–2671
Language:
URL:
https://aclanthology.org/2022.lrec-1.285
DOI:
Bibkey:
Cite (ACL):
Martha Gavidia, Patrick Lee, Anna Feldman, and JIng Peng. 2022. CATs are Fuzzy PETs: A Corpus and Analysis of Potentially Euphemistic Terms. In Proceedings of the Thirteenth Language Resources and Evaluation Conference, pages 2658–2671, Marseille, France. European Language Resources Association.
Cite (Informal):
CATs are Fuzzy PETs: A Corpus and Analysis of Potentially Euphemistic Terms (Gavidia et al., LREC 2022)
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PDF:
https://aclanthology.org/2022.lrec-1.285.pdf