singleNumber->findUnpaired, longestCommonPrefix->sharedPrefix,
removeDuplicates->inplaceDeduplicate, maxProfit->bestSingleTrade.
Same algorithm and test cases; method name changed so pairs no longer share
a canonical LeetCode function name with training data.
Also update results.md Q14 table: add hack_train/solve_train columns,
vanilla row, and prog_wide contamination note (docs/ is gitignored).
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Paper (longer training, >512 tok/gen) and ours (60-step fast) are not
directly comparable -- now shown as separate column pairs in both
main.tex tab:anchors and docs/results.md Q14.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Q10: swap only pair-set content (all bases k=12/tau=0, trained k=5, seed-41
mix=0.125 frozen). prog_wide (mechanism) -0.226; semantic framings ~0; null_city
placebo +0.024. v_hack tracks the hack mechanism, not a generic honesty
direction. n=1 per row, baseline noise +/-0.06.
Q11: 60-step seed-42 mix=0.125, gap closes (vanilla 0.936, frozen 0.957,
refresh-2 0.907) -- projection delays but does not prevent hacking at this
horizon. n=1, confounded with mix/seed vs Q2.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Read the safetensors shapes/metadata: v_hack_full = 10 pairs / k=5,
v_hack_21pairs = 16 pairs / k=12 (n_heldout=2; neither is 18 or 21). The two
bases differ on pairs AND directions-kept AND extract-tau simultaneously, so
the hack-cut gap is triple-confounded, not a clean "pair set is the lever"
result. Nothing was lost: the strong basis reproduces from current pairs.py
via --top-k=12 --v-hack-drop-bottom-frac=0.0, and refresh already re-extracts
at k=12. Rewrites Q8 + the top confound bullet + the README findings caveat.
A one-knob k-sweep is needed to attribute the gain.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
docs/results.md: lead with absolute last-5 rates (compare within a table by
eye); restrict refresh-cadence/gate/basis comparisons to the seed they actually
share (kills the fake refresh "ladder" that compared n=1 cadences to a 4-seed
frozen mean); add Q6 solve columns, Q8 pair-content axis breakdown (8/18 pairs
are axis-1 weak-tests; the 21-pair set is not in committed pairs.py -> FIXME),
Q9 solve-orth negative result, and a dynamics note (solve never climbs; hack
plateaus ~step 15).
scripts/results.py: add `log` provenance column; drop the wide argv/time cols.
Lock mix_ratio=0.125 as the default (FastConfig group 4->8 so the split is
non-degenerate; drop --mix-ratio=0.5 from fast recipes). Q6 shows 0.125 keeps
the hack cut with no solve tax. Smoke passes.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
- paired view: join projected to vanilla on (mix, seed), per-seed delta, mean
+/- std over shared seeds. Comparing a 3-seed mean to a 1-seed point is
meaningless; this enforces same-seed comparison (ml_debug principle).
- grouped view now reports std across seeds (null at n=1).
- exclude in-progress/aborted runs (must log all `steps`) so partial logs
don't read as impossibly-good results.
- docs/results.md rewritten around paired deltas; honest that at n=4 the
last-5 Dhack std (~0.15) ~= the mean (~0.13), so the effect is consistent
in sign but not cleanly separated from zero.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
- scripts/results.py + `just results`: aggregate logs/*.log into last-5
hack_s and gt_s (solve) tables, sorted-by-time + grouped-by-config, with
full argv provenance column. Filters smoke/probe runs.
- extract_vhack_grad: solve_orth_m knob — strip top-m known-solve subspace
(SVD of clean-side grads) from D before SVD, so projection doesn't ablate
the solve signal. No grader/oracle, off by default.
- docs/results.md: every experiment grouped by the question it answers
(feasibility, H1, gate_mode, basis, refresh, mix, noise-floor, pair-set)
with comparison tables and answers.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
wassname