Keep oversampling in the sampler, not copied dataset rows
A balanced experiment should keep one physical record per unique example and express every repeated draw in deterministic sampler metadata. Otherwise copied rows blur corpus size, leakage audits, and per-epoch exposure, making two arms incomparable even when their files appear ba…