Dwivedi, J. N., Pareek, K. K., Satyamurty, C. V. S., Madaan, S., Mamatha, G., & Vigneshwari, K. (2026). A Signal-Based Comparative Analysis Of Transformer And Cnn Architectures For Natural Language Processing Applications. INTERNATIONAL JOURNAL OF ADVANCES IN SIGNAL AND IMAGE SCIENCES, 1656-1664. https://doi.org/10.29284/ryks4174