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The main purposes of this study were to develop bi-factor multidimensional item response theory (BF-MIRT) observed-score equating procedures for mixed-format tests and to investigate relative appropriateness of the proposed procedures. Data for this study were from the College Board Advanced Placement (AP) examinations and three data sets were formulated: matched samples, pseudo forms, and simulated data sets. Very minor within-format residual dependence in mixed-format tests was found after controlling for the influence of the primary general factor. Either the unidimensional IRT (UIRT) or BF-MIRT observed-score equating method can be considered for practical equating. The BF-MIRT equating method would produce better equating results for mixed-format tests compared to the UIRT method with non-negligible multidimensionality.