AI article

Your Distilled Model Performs Worse Than the Teacher

Community description: Model distillation looks straightforward until the student collapses into a weaker copy. Here is what breaks and how to fix it.

Dev.to | Sep 14, 2026 | RobustTrueTry

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Standard distillation trains a student to match the teacher's softmax outputs directly. The problem: without temperature scaling, the teacher's probability distribution is overconfident. Distillation assumes the teacher's outputs contain usable signal.

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