What is the law of large numbers? As the sample size decreases, the relative frequency of outcomes gets closer to the theoretical probability of the outcome. As the sample size increases, the cumulative frequency of outcomes gets closer to the theoretical probability of the outcome. As the sample size increases, the relative frequency of outcomes gets closer to the theoretical probability of the outcome. As the sample size increases, the relative frequency of outcomes moves further from the theoretical probability of the outcome.