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Teacher Prediction Refinement Distillation (TPRD), a plug-and-play module that refines teacher predictions before distillation by exploiting stage-wise prediction information, and Maximum Dark Knowledge Preservation (MDKP), which selectively refines target-class logits while retaining non-target relations.