Shaik, A.H., Shaik, F., Shaik, K. and G, S. 2025. LinBGN-Net: A Unified Linguistic Framework for Multi-Task Text Classification in Telugu Using BERT, GCN, and Naive Bayes. Forum for Linguistic Studies. 7, 7 (Jul. 2025), 518–539. DOI:https://doi.org/10.30564/fls.v7i7.9470.