Why Sigmoid? The Mathematical Inevitability Behind Bayesian BM25

by Jaepil Jeong | February 23, 2026

Sigmoid is not a design choice — it is a mathematical theorem. We show why the sigmoid function is the unique valid transform for converting BM25 scores to probabilities, completing Robertson's Probability Ranking Principle after 50 years.