Two minimum-bit experiments: int4 NB keeps 93.2% on SMS at 160 bytes but collapses on AG News; TF-IDF coreset selection wins only at very small budgets.
4-bit Naive Bayes: symmetric fails on AG News, zero-point rescues it
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