Manzar Shahbaz and Saqlain Mushtaq 2025. Towards Inclusive AI: A Theoretical Exploration of Sociolinguistic Variations and Biases in NLP Models. Indus Journal of Social Sciences. 3, 1 (Mar. 2025), 657–667. DOI:https://doi.org/10.59075/ijss.v3i1.761.