The article introduces a new test statistic for checking if data follows a specific pattern, using entropy distance. This new statistic is more sensitive than traditional ones like X^2 and G^2, especially for distributions that are very similar to the desired one. The researchers also developed a new test statistic based on mutual information for testing independence between variables.