In the first example, the generator learns to complete the actions of placing the mixture into the a greased casserole and then baking it, which the MLE model misses.
indeed, recent studies have reported cases where commonly used measures do not align well with desired aspects of generation quality (Rennie et al., 2017;Li et al., 2016).