Treat external label IDs, model classes, and deterministic arguments as separate contracts
Sparse external label identifiers should never double as dense model-head positions. Normalize the catalog into explicit bidirectional ID/class mappings, construct sibling negatives in external-ID space, convert only at the loss boundary, and map predictions back before evaluatio…