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feat(distill): paired bootstrap CI on before/after DER (microkimi protocol) - #9

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feat(distill): paired bootstrap CI on before/after DER (microkimi protocol)#9
ronaldtse wants to merge 1 commit into
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feat/distill-paired-eval

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Adopts microkimi's eval_compare rigor for the WO07 before/after: per-sentence paired DER deltas, 1000-resample bootstrap (sentences as units), 95% CI, one-sided p-value. Derived from the study of ~/src/external/microkimi — scan-first ridge-R2 compatibility and closed-form activation bridges are queued as the next distiller upgrade for the tiny-student recipe.

microkimi's eval_compare protocol: sentences are the resampling unit,
1000 bootstrap resamples, 95% CI + one-sided p-value for 'student is
worse'. A point-estimate DER delta alone is not evidence of a
regression; the interval is.
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