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cs.CL2025
SMITE: Enhancing Fairness in LLMs through Optimal In-Context Example Selection via Dynamic Validation
Garima Chhikara, Kripabandhu Ghosh, Abhijnan Chakraborty
Large Language Models (LLMs) are widely used for downstream tasks such as tabular classification, where ensuring fairness in their outputs is critical for inclusivity, equal repres…
cs.CL2025★ 1 cited
Through the Prism of Culture: Evaluating LLMs' Understanding of Indian Subcultures and Traditions
Garima Chhikara, Abhishek Kumar, Abhijnan Chakraborty
Large Language Models (LLMs) have shown remarkable advancements but also raise concerns about cultural bias, often reflecting dominant narratives at the expense of under-represente…