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authorYurenHao0426 <Blackhao0426@gmail.com>2026-08-01 16:15:41 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-08-01 16:15:41 -0500
commit08fd63b8fee62ccdc284380c9832900ee83f9ede (patch)
tree53d49406a0b778e25c7604a7ae0fe5d2ecf15367 /logs/projection_sweep.log
parent58b9c84dae293359f498fdf6afd533df5c9d3c25 (diff)
Retire the correlation gate: the shared spectrum governs recovery
A controlled truncation refutes the project's central go/no-go rule. Projecting the recovering synthetic fields to rank r holds the field correlation at 0.902-0.929 while recovery moves 6.2% -> 12.9% -> 95.6% across ranks 4, 8, 16. A field past the supposed 0.9 threshold recovers 13%, so correlation neither predicts nor forbids recovery and the width of the shared spectrum is what moves it. The gate becomes a joint condition on correlation and shared width, measured by principal angles against a scene-shuffled null. Neither suffices alone: 18 shared directions at 0.508 fails, 11 at 0.902 fails. With the old gate retired, natural data was finally searched: 0.0000 against 0.0039 chance. The old verdict was right, its reasoning was not. Also closes route D by measurement. rho_IT ~ sqrt(4 log N / N) rises as N falls, and at N = 16 through 96 the deepest state a strong searcher reaches is deeper than the truth in 3/3 replicates at every size. Free gains: eigenvalue-weighted projection over a wide basis with 128-dim text vectors takes the correlation 0.656 -> 0.716 and shared width 10 -> 16. Hubness refuted as an inflation hypothesis. Moving the per-image segmentation eigendecomposition onto the GPU cut batch time from 130s to 1.9s. Co-Authored-By: Claude <noreply@anthropic.com>
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+fit 1200 vision / 1200 text, evaluated 256
+linear keep=4 shrink=0.01 rho=0.6453
+linear keep=8 shrink=0.01 rho=0.6495
+linear keep=16 shrink=0.01 rho=0.6471
+linear keep=32 shrink=0.01 rho=0.6227
+linear keep=64 shrink=0.01 rho=0.6143
+linear keep=4 shrink=0.05 rho=0.6525
+linear keep=8 shrink=0.05 rho=0.6559
+linear keep=16 shrink=0.05 rho=0.6519
+linear keep=32 shrink=0.05 rho=0.6274
+linear keep=64 shrink=0.05 rho=0.6198
+linear keep=4 shrink=0.2 rho=0.6607
+linear keep=8 shrink=0.2 rho=0.6582
+linear keep=16 shrink=0.2 rho=0.6513
+linear keep=32 shrink=0.2 rho=0.6292
+linear keep=64 shrink=0.2 rho=0.6231
+linear keep=4 shrink=1.0 rho=0.6579
+linear keep=8 shrink=1.0 rho=0.6405
+linear keep=16 shrink=1.0 rho=0.6280
+linear keep=32 shrink=1.0 rho=0.6142
+linear keep=64 shrink=1.0 rho=0.6106
+weighted^0.5 keep=8 shrink=0.05 rho=0.6698
+weighted^1.0 keep=8 shrink=0.05 rho=0.6651
+weighted^0.5 keep=16 shrink=0.05 rho=0.6826
+weighted^1.0 keep=16 shrink=0.05 rho=0.6721
+weighted^0.5 keep=32 shrink=0.05 rho=0.6874
+weighted^1.0 keep=32 shrink=0.05 rho=0.6753
+weighted^0.5 keep=64 shrink=0.05 rho=0.6922
+weighted^1.0 keep=64 shrink=0.05 rho=0.6768
+weighted^0.5 keep=8 shrink=0.2 rho=0.6728
+weighted^1.0 keep=8 shrink=0.2 rho=0.6692
+weighted^0.5 keep=16 shrink=0.2 rho=0.6835
+weighted^1.0 keep=16 shrink=0.2 rho=0.6752
+weighted^0.5 keep=32 shrink=0.2 rho=0.6884
+weighted^1.0 keep=32 shrink=0.2 rho=0.6780
+weighted^0.5 keep=64 shrink=0.2 rho=0.6918
+weighted^1.0 keep=64 shrink=0.2 rho=0.6788
+kernel g=0.25 keep=8 shrink=0.05 rho=0.6239
+kernel g=0.25 keep=16 shrink=0.05 rho=0.6199
+kernel g=0.25 keep=32 shrink=0.05 rho=0.6044
+kernel g=1.0 keep=8 shrink=0.05 rho=0.5589
+kernel g=1.0 keep=16 shrink=0.05 rho=0.5472
+kernel g=1.0 keep=32 shrink=0.05 rho=0.5251
+{"variant": "weighted^0.5", "keep": 64, "shrinkage": 0.05, "correlation": 0.6922159706308013}