MITIGATING THE SURPRISE EXAM PARADOX THROUGH SHANNON ENTROPY: Time as a Revealer: A Quantitative Approach to the Surprise Exam Paradox This paper uses entropy, Bayesian updates, and probability to show how diminishing entropy collapses the paradox, making an unexpected exam logically impossible over time.