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AtlasOpenCoder / validation /paper2 /ABLATION_NATS.json
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AtlasOpenCoder v1: the battery, the artefacts and both papers' manifests
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{
"what": "the ablation effect in nats, the unit the papers' bodies now use",
"why_not_control_units": "at 83.9 B and 2,034 B the control SD is ~2.2x its own mean and still rising with the mask count while the mean is flat, so the unit's denominator has not converged; the same ratio is 1.04 at 4.19 B. Measured on the 200-mask run's nested prefixes (50/100/200).",
"definition": {
"rise_over_random_nats": "PRIMARY. (loss rise with the carrier set zeroed) minus (mean loss rise over the size-matched random sets), in nats, at the construct's own positions. Signed; no absolute value is taken anywhere.",
"ratio_rise_to_random": "the carriers' rise divided by the random sets' mean rise. Reported as a RATIO OF MEDIANS over the constructs, because per construct the denominator runs down to and below zero at the later references. Per-construct ratios are given only where the control mean is > 0.",
"sign_test": "count of constructs with rise_over_random_nats > 0, one-sided binomial against p = 0.5, over the 16 constructs at that reference.",
"interval": "construct bootstrap, 10000 resamples of the 16 constructs with replacement, 95% percentile interval, seed 20261023. It describes the spread over constructs, not over control masks.",
"old_set_at_the_end": "the 84 B carrier set removed at the end of pretraining, under the SAME masks as the current set: against the random sets (drifted - random mean) and against the current set (drifted - current).",
"control_units": "retained ONLY in Table D.1, with each cell's mask count and stability flag."
},
"fixed_before_computing": true,
"n_bootstrap": 10000,
"seed": 20261023,
"nested_prefixes": [
50,
100,
200
],
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