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SUSS v0.2.0: a second pre-registration confirms the key-value account

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@nonberw nonberw released this 07 Nov 18:44
· 1 commit to main since this release

The key-value account was exploratory in v0.1. This release puts it on the line: a second pre-registration, pushed before the analyses ran, and all 11 of its tests hold.

Pre-registration 2 (PREREGISTRATION_2.md, tag prereg2-94b6cf8)

Test Result Verdict
H6a: swapping only the late blocks' context keys and values transfers >= 0.8 of the behaviour (long60k, deep8, wide256) 0.85-0.96 supported in all 3
H6b: block 1 alone transfers <= 0.3 0.01-0.13 supported in all 3
H6c: at matched dimension the key-value memory reads the Bayes estimate >= 0.15 R^2 better than the residual stream 0.85-0.92 vs 0.52-0.71 supported in all 3
H7a: under a shifted prior (A entries 4x smaller), the query Jacobian is closer to ridge with the training prior than to the new prior's Bayes estimate 0.026 vs 0.028, 10/10 seeds supported
H7b: ... and closer than to OLS 0.026 vs 0.036, 10/10 seeds supported

Holm-corrected over the 11 tests. The 0.1M-parameter model, reported without hypotheses, is where the readability gap reverses. The H7a margin is small: once t >= 8 the two ridge estimates differ little, and the paper says so. Full table: results/confirm/SUMMARY.md. The first run on the GPU ran out of memory; its partial outputs were deleted unread and everything was re-run on the CPU (DEVIATIONS item 19).

Paper (main.pdf)

  • Section 8 and Appendix E report the confirmation; the abstract, introduction and limitations say what is now confirmed and what is still open (other tasks). Main text still 10 pages.
  • Fixed: number ranges inside formulas printed as two minus signs ("0.91 - - 0.94") in 20 places, including the abstract. No number changed.

Also

Assets: main.pdf (paper), arxiv_source.zip (LaTeX source for arXiv), supplement.zip.