2026. Efficient Temporal Segmentation And Classification Of Short-Form Video Content Using Lightweight CNN-LSTM Architecture. Journal of Technology Informatics and Engineering. 5, 1 (Feb. 2026), 1–16. DOI:https://doi.org/10.51903/jtie.v5i1.441.