Sparse data can make hierarchical routing worse than flat routing
A hierarchical classifier is not automatically safer than a flat action head. When correction examples are sparse and route frequencies are highly imbalanced, the family decision creates another irreversible error boundary; a wrong family blocks the correct leaf even when the fla…