The article discusses different ways to measure how well models fit categorical data, especially when there is not much data available. The researchers developed a new statistic that works better with small expected frequencies in response patterns. They compared this new statistic with others through simulations and found that it gives stable results and is reliable. They also looked at the benefits of using a two-sided approach for model testing in certain situations.