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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Neha Neha

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Open access Jul 2026

Measuring Bias In Large Language Models: A Comparative Evaluation of LLaMA3.2-1B and LLaMA3.1-8B Across Indian Socio-Culture Dimension

In this paper we present a 30, 000-variant India-context bias audit to compare LLaMA3.2-1B and LLaMA3.1-8B across categories of Gender, Religion, Profession and Region that proposes the India Context Sensitivity Index (ICSI) as a category-weighted fairness metric. The larger model shows an improvement of the aggregate...

Neha Neha, Amandeep Noliya · 0 citations

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