IHLC@LT-EDI 2026: Steering Toward Inclusivity - A Representation Engineering for Gender-Neutral Rewriting

Akhil Rajeev P, Manoj Balaji Jagadeeshan


Abstract
We describe the IHLC team’s submissionto the LT-EDI ACL 2026 Shared Task onGender-Inclusive Language Generation andCounterfactual/Counter Narrative Generation.Our English-only system applies an activationsteeringapproach combined with carefullyengineered prompt templates to producegender-neutral rewrites and empathetic counternarratives.We summarize system design, experimentalsetup, evaluation protocol used bythe shared task, and report results for both subtasks(Task A: Gender Inclusive Language Generation– Average = 80.00%, Rank 3; TaskB: Counter Narrative Generation – Average =78.12%, Rank 6). We also analyze strengthsand failure modes observed in automatic andhuman-checked evaluations and highlight directionsfor improvement.
Anthology ID:
2026.ltedi-1.19
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:
177–181
Language:
URL:
https://preview.aclanthology.org/ingest-acl-workshops/2026.ltedi-1.19/
DOI:
Bibkey:
Cite (ACL):
Akhil Rajeev P and Manoj Balaji Jagadeeshan. 2026. IHLC@LT-EDI 2026: Steering Toward Inclusivity - A Representation Engineering for Gender-Neutral Rewriting. In Proceedings of the Sixth Workshop on Language Technology for Equality, Diversity, Inclusion, pages 177–181, Virtual (Online). Association for Computational Linguistics.
Cite (Informal):
IHLC@LT-EDI 2026: Steering Toward Inclusivity - A Representation Engineering for Gender-Neutral Rewriting (P & Jagadeeshan, LTEDI 2026)
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PDF:
https://preview.aclanthology.org/ingest-acl-workshops/2026.ltedi-1.19.pdf