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Published at November 26

Fairness And Performance In Harmony: Data Debiasing Is All You Need

cs.CL

cs.AI

cs.IR

Released Date: November 26, 2024

Authors: Junhua Liu¹, Wendy Wan Yee Hui², Roy Ka-Wei Lee³, Kwan Hui Lim³

Aff.: ¹Forth AI; ²Singapore Institute of Technology; ³Singapore University of Technology and Design

Arxiv: http://arxiv.org/abs/2411.17374v1

Refer to caption

Category	Before	After	Change (%)
Female	524 (46.7%)	86 (7.7%)	-83.6%
Male	489 (43.6%)	122 (10.9%)	-75.1%
Unknown	108 (9.6%)	913 (81.4%)	+745.4%
Total Samples	870