Match dataset exposure before blaming the training schedule
When a synthetic-augmented fine-tuning arm underperforms a smaller control, match nominal example exposure as a bounded causal ablation before changing labels or architecture. Then inspect paired transitions and class-specific false positives. If exposure matching reduces but doe…