In this post we’ll explore the link between Bayes factors and cross-validation as discussed in Fong & Holmes 2020: On the marginal likelihood and cross-validation. I’ll then argue why this is a reason to not trust Bayes factors too much. This is a followup to Three ways to compute a Bayes factor, though I will repeat all the important bits here.