DuoNova@LTEDI 2026: Multilingual Span Detection and Counter-Narrative Generation on Homophobic and Transphobic Comments

Manasa S, Arohi Rawat, Anbukkarasi Sampath


Abstract
The detection and response to homophobicand transphobic comments are important challengesin Natural Language Processing. In thispaper, we focus on the detection of span forhomophobic and transphobic comments (Task1) and generation of counter narratives for abusivecomments (Task 2) for the LT-EDI @ ACL2026 shared task. Harmful comments madeonline against the LGBTQ+ community havecreated a hostile environment for users. In thispaper, we have used the transformer model forthe detection of span for homophobic and transphobiccomments and generation of counternarratives. In this task, the detection of the spanof comments containing homophobic and transphobicwords and the generation of counter narrativesfor abusive comments have been doneusing the transformer model. The results showthe efficiency of the transformer model in thedetection of the span of comments and generationof counter narratives. This paper emphasizesthe efficiency of the transformer model increating a safe environment for users.
Anthology ID:
2026.ltedi-1.17
Volume:
Proceedings of the Sixth Workshop on Language Technology for Equality, Diversity, Inclusion
Month:
July
Year:
2026
Address:
Virtual (Online)
Editors:
Bharathi Raja Chakravarthi, Bharathi B, Paul Buitelaar, Durairaj Thenmozhi, Miguel Ángel García Cumbreras, Salud María Jiménez Zafra
Venues:
LTEDI | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
167–171
Language:
URL:
https://preview.aclanthology.org/ingest-acl-workshops/2026.ltedi-1.17/
DOI:
Bibkey:
Cite (ACL):
Manasa S, Arohi Rawat, and Anbukkarasi Sampath. 2026. DuoNova@LTEDI 2026: Multilingual Span Detection and Counter-Narrative Generation on Homophobic and Transphobic Comments. In Proceedings of the Sixth Workshop on Language Technology for Equality, Diversity, Inclusion, pages 167–171, Virtual (Online). Association for Computational Linguistics.
Cite (Informal):
DuoNova@LTEDI 2026: Multilingual Span Detection and Counter-Narrative Generation on Homophobic and Transphobic Comments (S et al., LTEDI 2026)
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PDF:
https://preview.aclanthology.org/ingest-acl-workshops/2026.ltedi-1.17.pdf