{ "type": "Post-hoc descriptive analysis of retained already-opened conditional-fit scores; not new qualification", "windows": 32, "rows_per_window": 2046, "row_mask": "Exclude prediction row0; use1..2046", "metrics": [ "top1 equality with teacher", "cross-model top1 equality", "teacher-confidence subsets pmax>=0.5 and pmax>=0.9", "original-text mean negative log likelihood and perplexity", "mean student NLL minus teacher NLL" ], "aggregation": "Equal window mean for all-row metrics; pooled eligible row count for confidence subsets; confidence thresholds selected before this script inspected score values", "uncertainty": "Paired window BCa95 intervals for TrellisMX-minus-TR3 top1 agreement and excess NLL,20000resamples,seed20260902; not server-run variability", "limits": [ "Conditional teacher-forced histories, not free generation", "Runtime/EP/activation/nonrouted-weight confounds retained", "Teacher is BF16 and can itself be incorrect", "No top-k ranks/probabilities retained; no fabricated top-k results" ] }