Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection

Suavis Giramata; Madhusudan Srinivasan; Venkat Naidu Gudivada; Upulee Kanewala

doi:10.1109/aitest66680.2025.00031

Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection

Suavis Giramata
, Madhusudan Srinivasan
, Venkat Naidu Gudivada
, Upulee Kanewala

School of Computing

East Carolina University

Producción científica: Literary contribution

Idioma original	English
Título de la publicación alojada	Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025
Páginas	191-200
Número de páginas	10
ISBN (versión digital)	9798331589134
DOI	https://doi.org/10.1109/aitest66680.2025.00031
Estado	Published - jul 21 2025
Evento	7th IEEE International Conference on Artificial Intelligence Testing, AITest 2025 - Tucson, United States Duración: jul 21 2025 → jul 24 2025

Serie de la publicación

Nombre	Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025

Conference

Conference	7th IEEE International Conference on Artificial Intelligence Testing, AITest 2025
País/Territorio	United States
Ciudad	Tucson
Período	7/21/25 → 7/24/25

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Science Applications
Computer Vision and Pattern Recognition
Safety, Risk, Reliability and Quality

Acceder al documento

10.1109/aitest66680.2025.00031

Otros archivos y enlaces

https://www.mendeley.com/catalogue/00530923-5c61-30ca-9a7d-7b24386ed563/

Citar esto

Giramata, S., Srinivasan, M., Gudivada, V. N., & Kanewala, U. (2025). Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection. En Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025 (pp. 191-200). (Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025). https://doi.org/10.1109/aitest66680.2025.00031

Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection. / Giramata, Suavis; Srinivasan, Madhusudan; Gudivada, Venkat Naidu et al.
Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025. 2025. p. 191-200 (Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025).

Producción científica: Literary contribution

Giramata, S, Srinivasan, M, Gudivada, VN & Kanewala, U 2025, Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection. En Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025. Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025, pp. 191-200, 7th IEEE International Conference on Artificial Intelligence Testing, AITest 2025, Tucson, United States, 7/21/25. https://doi.org/10.1109/aitest66680.2025.00031

Giramata S, Srinivasan M, Gudivada VN, Kanewala U. Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection. En Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025. 2025. p. 191-200. (Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025). doi: 10.1109/aitest66680.2025.00031

Giramata, Suavis ; Srinivasan, Madhusudan ; Gudivada, Venkat Naidu et al. / Efficient Fairness Testing in Large Language Models : Prioritizing Metamorphic Relations for Bias Detection. Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025. 2025. pp. 191-200 (Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025).

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