Leakage Aware Evaluation of Arabic Text Classification: Quantifying Document Level Leakage and the Sufficiency of Linear TF IDF Baselines. Libyan Open Univ J Appl Sci. 2026;2(2):22-46. doi:10.65422/loujas.v2i2.341