Sha Yu

Psychometric utility-preserving embedding debiasing (PUPD): A dynamic framework for bias-aware and culturally inclusive language models

Abstract Psychometric Utility-Preserving Embedding Debiasing (PUPD) is proposed as a dynamic framework for bias-aware and culturally inclusive language models that explicitly balances bias mitigation with semantic utility preservation. Conventional debiasing methods often disrupt...