Validate fine-tuned classifiers on their deployment scope
Treat cross-scope reuse of a fine-tuned classifier as a separate transfer hypothesis. Partition benchmarks by task and node scope, keep thresholds fixed, and evaluate a fresh balanced holdout for each intended route. Normalize observational production comparisons within scope. F…