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| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-01 16:15:41 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-08-01 16:15:41 -0500 |
| commit | 08fd63b8fee62ccdc284380c9832900ee83f9ede (patch) | |
| tree | 53d49406a0b778e25c7604a7ae0fe5d2ecf15367 /artifacts/vg_5k/shared_rank_final.json | |
| parent | 58b9c84dae293359f498fdf6afd533df5c9d3c25 (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>
Diffstat (limited to 'artifacts/vg_5k/shared_rank_final.json')
| -rw-r--r-- | artifacts/vg_5k/shared_rank_final.json | 351 |
1 files changed, 351 insertions, 0 deletions
diff --git a/artifacts/vg_5k/shared_rank_final.json b/artifacts/vg_5k/shared_rank_final.json new file mode 100644 index 0000000..3ade344 --- /dev/null +++ b/artifacts/vg_5k/shared_rank_final.json @@ -0,0 +1,351 @@ +{ + "protocol": "Effective rank from the participation ratio of each field's spectrum; shared directions from principal angles between the two leading eigenspaces. No pairing enters beyond the alignment the fields already carry.", + "width": 32, + "rows": [ + { + "label": "synth-RECOVERS-95pct", + "size": 256, + "correlation": 0.9284809883663888, + "visual_effective_rank": 14.50854049599196, + "text_effective_rank": 11.832081486516831, + "shared_directions_cos_gt_0.7": 27, + "shuffled_null": 1.0, + "shared_above_null": 26.0, + "principal_cosines_top8": [ + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 0.999, + 0.999, + 0.999 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.9988184979219944 + }, + { + "index": 1, + "best_text_overlap": 0.9038254548424662 + }, + { + "index": 2, + "best_text_overlap": 0.7738637793117231 + }, + { + "index": 3, + "best_text_overlap": 0.7898924505967239 + }, + { + "index": 4, + "best_text_overlap": 0.9633572761985347 + }, + { + "index": 5, + "best_text_overlap": 0.9667594083538564 + }, + { + "index": 6, + "best_text_overlap": 0.8581068112833727 + }, + { + "index": 7, + "best_text_overlap": 0.7720408457258224 + }, + { + "index": 8, + "best_text_overlap": 0.9451869286586472 + }, + { + "index": 9, + "best_text_overlap": 0.9346387523699597 + }, + { + "index": 10, + "best_text_overlap": 0.9744620235608439 + }, + { + "index": 11, + "best_text_overlap": 0.8287855141725994 + }, + { + "index": 12, + "best_text_overlap": 0.8450929971524885 + }, + { + "index": 13, + "best_text_overlap": 0.7475087759782241 + }, + { + "index": 14, + "best_text_overlap": 0.5363062788775304 + }, + { + "index": 15, + "best_text_overlap": 0.5851587348701632 + } + ] + }, + { + "label": "synth-v0-fails-5pct", + "size": 256, + "correlation": 0.507656498620682, + "visual_effective_rank": 31.301831479053796, + "text_effective_rank": 27.887166453738427, + "shared_directions_cos_gt_0.7": 19, + "shuffled_null": 1.0, + "shared_above_null": 18.0, + "principal_cosines_top8": [ + 0.999, + 0.99, + 0.986, + 0.983, + 0.981, + 0.979, + 0.975, + 0.971 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.9711463046324016 + }, + { + "index": 1, + "best_text_overlap": 0.5862398136648852 + }, + { + "index": 2, + "best_text_overlap": 0.40411629072393973 + }, + { + "index": 3, + "best_text_overlap": 0.3782147186014658 + }, + { + "index": 4, + "best_text_overlap": 0.49623067040441227 + }, + { + "index": 5, + "best_text_overlap": 0.38858486646786783 + }, + { + "index": 6, + "best_text_overlap": 0.4204576749257697 + }, + { + "index": 7, + "best_text_overlap": 0.4531244365205851 + }, + { + "index": 8, + "best_text_overlap": 0.5071647502947677 + }, + { + "index": 9, + "best_text_overlap": 0.43985083861605223 + }, + { + "index": 10, + "best_text_overlap": 0.4285920808891206 + }, + { + "index": 11, + "best_text_overlap": 0.416942537981572 + }, + { + "index": 12, + "best_text_overlap": 0.36849147041514496 + }, + { + "index": 13, + "best_text_overlap": 0.3540029990986704 + }, + { + "index": 14, + "best_text_overlap": 0.41250502299139413 + }, + { + "index": 15, + "best_text_overlap": 0.34226328782237314 + } + ] + }, + { + "label": "nat-baseline-0.656", + "size": 256, + "correlation": 0.6558829559111284, + "visual_effective_rank": 18.735297664859708, + "text_effective_rank": 13.915532152821992, + "shared_directions_cos_gt_0.7": 11, + "shuffled_null": 1.0, + "shared_above_null": 10.0, + "principal_cosines_top8": [ + 0.993, + 0.971, + 0.954, + 0.938, + 0.922, + 0.868, + 0.845, + 0.826 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.8308561390616345 + }, + { + "index": 1, + "best_text_overlap": 0.6425639957390433 + }, + { + "index": 2, + "best_text_overlap": 0.6401247564780709 + }, + { + "index": 3, + "best_text_overlap": 0.5245819731835861 + }, + { + "index": 4, + "best_text_overlap": 0.5324575387488661 + }, + { + "index": 5, + "best_text_overlap": 0.504776020548726 + }, + { + "index": 6, + "best_text_overlap": 0.5017207831704809 + }, + { + "index": 7, + "best_text_overlap": 0.26453910202691044 + }, + { + "index": 8, + "best_text_overlap": 0.3831674979777484 + }, + { + "index": 9, + "best_text_overlap": 0.34779386653289623 + }, + { + "index": 10, + "best_text_overlap": 0.2366745915766192 + }, + { + "index": 11, + "best_text_overlap": 0.1973585194151871 + }, + { + "index": 12, + "best_text_overlap": 0.21439811143331272 + }, + { + "index": 13, + "best_text_overlap": 0.2925437897693861 + }, + { + "index": 14, + "best_text_overlap": 0.09814723704154468 + }, + { + "index": 15, + "best_text_overlap": 0.20755663736183314 + } + ] + }, + { + "label": "nat-best-0.716", + "size": 256, + "correlation": 0.7157944505313559, + "visual_effective_rank": 39.69132496762981, + "text_effective_rank": 47.98422953390366, + "shared_directions_cos_gt_0.7": 16, + "shuffled_null": 1.0, + "shared_above_null": 15.0, + "principal_cosines_top8": [ + 0.987, + 0.978, + 0.96, + 0.941, + 0.934, + 0.922, + 0.899, + 0.89 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.8406807387214822 + }, + { + "index": 1, + "best_text_overlap": 0.6748753041856854 + }, + { + "index": 2, + "best_text_overlap": 0.7174150319587717 + }, + { + "index": 3, + "best_text_overlap": 0.4742164704027202 + }, + { + "index": 4, + "best_text_overlap": 0.7105187496542062 + }, + { + "index": 5, + "best_text_overlap": 0.5435228035336661 + }, + { + "index": 6, + "best_text_overlap": 0.5173316630294161 + }, + { + "index": 7, + "best_text_overlap": 0.3720956303455928 + }, + { + "index": 8, + "best_text_overlap": 0.4031225977235423 + }, + { + "index": 9, + "best_text_overlap": 0.5909531802492844 + }, + { + "index": 10, + "best_text_overlap": 0.373881786434362 + }, + { + "index": 11, + "best_text_overlap": 0.2816693575587397 + }, + { + "index": 12, + "best_text_overlap": 0.21822240451244762 + }, + { + "index": 13, + "best_text_overlap": 0.3929212823566225 + }, + { + "index": 14, + "best_text_overlap": 0.4024276537497661 + }, + { + "index": 15, + "best_text_overlap": 0.2659834432053085 + } + ] + } + ], + "reading": "The narrow modality is the one to upgrade. A shared count far below both effective ranks means each side is rich but they are rich about different things." +}
\ No newline at end of file |
