{ "what": "[TBC: 2] Appendix C.3's three-yardstick ablation comparison, in nats over the random sets' mean rather than in control standard deviations", "why": "the control's spread is long-tailed at 83.9 B and 2,034 B -- about twice its own mean and still rising with the mask count -- so a control standard deviation has no converged denominator there. Nats over the random mean need no spread.", "definition": { "rise_over_random_mean": "the loss with the yardstick's carrier set zeroed, minus the mean loss over the size-matched random masks, in nats, at the construct's own positions. Signed.", "yardsticks": { "v": "code-coordinate", "twenty": "20-cell", "one": "one pooled cell" }, "paired_difference": "per construct, one yardstick's rise minus another's, then the median over constructs. C.3's pre-registered test is this paired median for code-coordinate minus one cell; the difference of the two medians is a different number and is reported beside it so they cannot be confused.", "sign_test": "count above zero over the 16 constructs; one-sided for a yardstick's own effect, two-sided for a paired difference, which has no prior direction", "interval": "construct bootstrap, 10000 resamples, 95% percentile, seed 20261024", "mask_count": "20 random masks (the only run carrying all three yardsticks); the nats figures do not use the control's spread" }, "fixed_before_computing": true, "per_reference": { "pretrain_iter_0001000": { "tokens_b": 4.19, "n_constructs": 16, "n_random_masks": 20, "constructs": [ "AsyncFor", "AsyncWith", "DictComp", "For", "GeneratorExp", "If", "IfExp", "Import", "ImportFrom", "Lambda", "ListComp", "NamedExpr", "SetComp", "Try", "While", "With" ], "per_yardstick": { "v": { "label": "code-coordinate", "median": 0.31736799170659813, "ci95": [ 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