The Number Your Quantization Gate Doesn't Have

When converting models to efficient formats like int8, standard quality checks that focus only on threshold-free metrics like top-1 accuracy can miss a critical performance degradation. This oversight is dangerous because quantization fundamentally alters a model's output scores, meaning a decision threshold calibrated for the original model may no