2026. Energy-Efficient NLP Through Tiny-Model Distillation, Pruning, and Quantized Inference. Kashf Journal of Multidisciplinary Research. 3, 05 (Jul. 2026), 1–8. DOI:https://doi.org/10.71146/kjmr965.