The article compares different types of logit models to see which one is best for predicting corporate takeovers. The researchers found that advanced logit models like mixed logit and latent class MNL are more accurate than the standard logit model. These advanced models provide better explanations and predictions, making them more useful for understanding the factors influencing corporate takeovers.