Kartikaya Purohit 2025. The Reasoning Paradigm: Evolution of E-commerce Ranking Models from Statistical Signals to User Intent Inference. International Journal of Computational and Experimental Science and Engineering. 11, 4 (Dec. 2025). DOI:https://doi.org/10.22399/ijcesen.4463.