Aditya Ganesh Kumar

When Equal Isn’t Fair: Mitigating Over-Normalization in Large Language Models (Student Abstract)

Bias in Large Language Models (LLMs) is increasingly addressed through fairness-oriented techniques. However, in some cases, these approaches may inadvertently remove genuine cultural differences between groups, leading to “over-normalization” or models losing important socio-cultural distinctions.