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Faculty of Computing and Mathematical Sciences, University of Mines and Technology (UMaT), Tarkwa, Ghana
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Calibration methods relying on hard labels can misrepresent model reliability, especially in scenarios with inherent label ambiguity, leading to significant safety risks in deployment.