Why would a statistician or mathematician want to find the ratio between two maximum likelihood in a likelihood-ratio test? Why would a statistician or mathematician want to find the ratio between two maximum likelihood function in a likelihood-ratio test? I know maximum likelihood is the maximum of the probability distribution, but what is likelihood-ratio test using for?

This is a consequence of the Neyman-Pearson lemma.