First, we correct certain omissions in the literature on the complexity analysis of Crossbred and give a full analysis of this algorithm. Secondly, we propose a criterion to reduce the number of polynomials generated in the preprocessing step for a set of admissible parameters , and , whenever this step of the algorithm produces more polynomials than necessary. We conclude by applying this criterion to the security of MQOM.