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

Research output: Chapter or Contribution to Book › Literary contribution

Original language	English
Title of host publication	Proceedings - 2025 IEEE International Conference on Artificial Intelligence Testing, AITest 2025
Pages	191-200
Number of pages	10
ISBN (Electronic)	9798331589134
DOIs	https://doi.org/10.1109/aitest66680.2025.00031
State	Published - Jul 21 2025
Event	7th IEEE International Conference on Artificial Intelligence Testing, AITest 2025 - Tucson, United States Duration: Jul 21 2025 → Jul 24 2025

Publication series

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

Conference

Conference	7th IEEE International Conference on Artificial Intelligence Testing, AITest 2025
Country/Territory	United States
City	Tucson
Period	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

Keywords

Metamorphic Relation Prioritization
Metamorphic Testing

Access to Document

10.1109/aitest66680.2025.00031

Cite this

Giramata, S., Srinivasan, M., Gudivada, V. N., & Kanewala, U. (2025). Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection. In 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).

Research output: Chapter or Contribution to Book › Literary contribution

Giramata, S, Srinivasan, M, Gudivada, VN & Kanewala, U 2025, Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection. in 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. In 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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Efficient Fairness Testing in Large Language Models: Prioritizing Metamorphic Relations for Bias Detection

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this