SINAI at SemEval-2023 Task 10: Leveraging Emotions, Sentiments, and Irony Knowledge for Explainable Detection of Online Sexism

María Estrella Vallecillo Rodrguez, Flor Miriam Plaza Del Arco, L. Alfonso Ureña López, M. Teresa Martín Valdivia


Abstract
This paper describes the participation of SINAI research team in the Explainable Detection of Online Sexism (EDOS) Shared Task at SemEval 2023. Specifically, we participate in subtask A (binary sexism detection), subtask B (category of sexism), and subtask C (fine-grained vector of sexism). For the three subtasks, we propose a system that integrates information related to emotions, sentiments, and irony in order to check whether these features help detect sexism content. Our team ranked 46th in subtask A, 37th in subtask B, and 29th in subtask C, achieving 0.8245, 0.6043, and 0.4376 of macro f1-score, respectively, among the participants.
Anthology ID:
2023.semeval-1.136
Volume:
Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023)
Month:
July
Year:
2023
Address:
Toronto, Canada
Editors:
Atul Kr. Ojha, A. Seza Doğruöz, Giovanni Da San Martino, Harish Tayyar Madabushi, Ritesh Kumar, Elisa Sartori
Venue:
SemEval
SIG:
SIGLEX
Publisher:
Association for Computational Linguistics
Note:
Pages:
986–994
Language:
URL:
https://aclanthology.org/2023.semeval-1.136
DOI:
10.18653/v1/2023.semeval-1.136
Bibkey:
Cite (ACL):
María Estrella Vallecillo Rodrguez, Flor Miriam Plaza Del Arco, L. Alfonso Ureña López, and M. Teresa Martín Valdivia. 2023. SINAI at SemEval-2023 Task 10: Leveraging Emotions, Sentiments, and Irony Knowledge for Explainable Detection of Online Sexism. In Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023), pages 986–994, Toronto, Canada. Association for Computational Linguistics.
Cite (Informal):
SINAI at SemEval-2023 Task 10: Leveraging Emotions, Sentiments, and Irony Knowledge for Explainable Detection of Online Sexism (Vallecillo Rodrguez et al., SemEval 2023)
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PDF:
https://aclanthology.org/2023.semeval-1.136.pdf
Video:
 https://aclanthology.org/2023.semeval-1.136.mp4