Proportional odds models are commonly used to model ordinal responses, but the proportional assumption may not hold in practice, leading biased inference. Tests such as score, Wald and likelihood ratio (LR) have been proposed evaluate based on without assumption. Brant has an independent binary model-based Wald-type test, Wolfe Gould extended idea propose LR-type test. This paper provides a bri...