Interpreting BIC values involves comparing the BIC of different models. The model with the lowest BIC is generally preferred. However, it is essential to consider the absolute difference in BIC values. A difference of 2-6 indicates positive evidence against the higher BIC model, 6-10 indicates strong evidence, and a difference greater than 10 indicates very strong evidence.