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Gender Aware, Community Centered Approach to Machine Translation

I am doing FAccT DEI Scholar fund a 1-year research project with 1 MSc and 2 BSc women students from Addis Ababa Institute of Technology under Hellina Negatu Mentorship. The project will center on building gender-aware and community-centered MT tools for Ethiopian languages.

publications

Evaluating Machine Translation Datasets for Low-Web Data Languages: A Gendered Lens.

Published in Findings of the Association for Computational Linguistics: ACL 2026, pages 6632–6655 ©2026 Association for Computational Linguistics., 2026

Recommended citation: Hellina Hailu Nigatu, Bethelhem Yemane Mamo, Bontu Fufa Balcha, **Debora Taye**, Elbethel Daniel Zewdie, Ikram Behiru Nesiru, Jitu Ewnetu Hailu, Senait Mengesha Yayo (2026). "Evaluating Machine Translation Datasets for Low-Web Data Languages: A Gendered Lens."Findings of the Association for Computational Linguistics: ACL 2026, pages 6632–6655 ©2026 Association for Computational Linguistics. The paper investigates the quality and gender representation of machine translation datasets for three Ethiopian languages: Afan Oromo, Amharic, and Tigrinya. Using automated analyses and human evaluation.
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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.