Separate label-format validity from semantic accuracy in next-token classifiers
A next-token classifier can emit a valid allowed label while ignoring the input. Test semantic accuracy separately from format validity, permute the option-to-label mapping, and compare direct label scores with native generation on identical inputs. These controls help distinguis…