brandonmusic's picture
Add CPU-only paired quality analysis and metric explanations
66293d6 verified
Raw
History Blame Contribute Delete
1.08 kB
{
"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"
]
}