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A pseudo non-parametric method for model selection in mixture modeling applications has recently been proposed as an improved alternative to fully non-parametric methods. We evaluate performance of this recent method for mixture and hidden Markov IRT models. Additionally, we discuss its utility over traditional model selection approaches.