Why F1 Score Fails Ordinal Tasks (and What to Use Instead)
F1 treats a near-miss and a catastrophe as the same mistake. For ordered labels — essay scores, star ratings, severity grades — that’s a blind spot. Here’s the math that proves it, and the metrics that don’t lie.