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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_degree.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_degree.json')
| -rw-r--r-- | artifacts/vg_5k/shared_rank_degree.json | 351 |
1 files changed, 351 insertions, 0 deletions
diff --git a/artifacts/vg_5k/shared_rank_degree.json b/artifacts/vg_5k/shared_rank_degree.json new file mode 100644 index 0000000..7940d64 --- /dev/null +++ b/artifacts/vg_5k/shared_rank_degree.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": "degree2-best", + "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 + } + ] + }, + { + "label": "degree3-w8", + "size": 256, + "correlation": 0.717450184813228, + "visual_effective_rank": 40.67303880139185, + "text_effective_rank": 47.11594894154097, + "shared_directions_cos_gt_0.7": 16, + "shuffled_null": 1.0, + "shared_above_null": 15.0, + "principal_cosines_top8": [ + 0.988, + 0.978, + 0.961, + 0.944, + 0.936, + 0.924, + 0.901, + 0.886 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.8348375430905127 + }, + { + "index": 1, + "best_text_overlap": 0.6837720540848308 + }, + { + "index": 2, + "best_text_overlap": 0.7155802705177406 + }, + { + "index": 3, + "best_text_overlap": 0.5058562446867387 + }, + { + "index": 4, + "best_text_overlap": 0.7663355948751955 + }, + { + "index": 5, + "best_text_overlap": 0.516380442780415 + }, + { + "index": 6, + "best_text_overlap": 0.554955451295094 + }, + { + "index": 7, + "best_text_overlap": 0.3516466638329569 + }, + { + "index": 8, + "best_text_overlap": 0.5186308948947995 + }, + { + "index": 9, + "best_text_overlap": 0.5015555070809197 + }, + { + "index": 10, + "best_text_overlap": 0.3700340337533245 + }, + { + "index": 11, + "best_text_overlap": 0.34258025998594904 + }, + { + "index": 12, + "best_text_overlap": 0.256732226634933 + }, + { + "index": 13, + "best_text_overlap": 0.4359760369195398 + }, + { + "index": 14, + "best_text_overlap": 0.32969959689961453 + }, + { + "index": 15, + "best_text_overlap": 0.2530743072716043 + } + ] + }, + { + "label": "degree3-w12", + "size": 256, + "correlation": 0.7164530320598383, + "visual_effective_rank": 42.77448656306514, + "text_effective_rank": 47.90052292048341, + "shared_directions_cos_gt_0.7": 16, + "shuffled_null": 1.0, + "shared_above_null": 15.0, + "principal_cosines_top8": [ + 0.988, + 0.978, + 0.961, + 0.946, + 0.937, + 0.929, + 0.91, + 0.889 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.8277435616658919 + }, + { + "index": 1, + "best_text_overlap": 0.6779609268778297 + }, + { + "index": 2, + "best_text_overlap": 0.7219010238018317 + }, + { + "index": 3, + "best_text_overlap": 0.5055290038432999 + }, + { + "index": 4, + "best_text_overlap": 0.7718721615385675 + }, + { + "index": 5, + "best_text_overlap": 0.5256873621550153 + }, + { + "index": 6, + "best_text_overlap": 0.5367136087431718 + }, + { + "index": 7, + "best_text_overlap": 0.36680812886106473 + }, + { + "index": 8, + "best_text_overlap": 0.5387792531732701 + }, + { + "index": 9, + "best_text_overlap": 0.5550666365558536 + }, + { + "index": 10, + "best_text_overlap": 0.2891791715134958 + }, + { + "index": 11, + "best_text_overlap": 0.2984192540709536 + }, + { + "index": 12, + "best_text_overlap": 0.28170926274492825 + }, + { + "index": 13, + "best_text_overlap": 0.4002691992367436 + }, + { + "index": 14, + "best_text_overlap": 0.31596068490447127 + }, + { + "index": 15, + "best_text_overlap": 0.26924174791563826 + } + ] + }, + { + "label": "degree3-w20", + "size": 256, + "correlation": 0.7171326909156863, + "visual_effective_rank": 46.709791939402166, + "text_effective_rank": 50.02596883001826, + "shared_directions_cos_gt_0.7": 17, + "shuffled_null": 1.0, + "shared_above_null": 16.0, + "principal_cosines_top8": [ + 0.988, + 0.978, + 0.962, + 0.945, + 0.939, + 0.931, + 0.911, + 0.894 + ], + "spectrum_profile": [ + { + "index": 0, + "best_text_overlap": 0.8231142857010968 + }, + { + "index": 1, + "best_text_overlap": 0.6748733981742054 + }, + { + "index": 2, + "best_text_overlap": 0.7180139533448364 + }, + { + "index": 3, + "best_text_overlap": 0.5179878165995193 + }, + { + "index": 4, + "best_text_overlap": 0.7736927465190133 + }, + { + "index": 5, + "best_text_overlap": 0.5414967531898147 + }, + { + "index": 6, + "best_text_overlap": 0.5416571648246705 + }, + { + "index": 7, + "best_text_overlap": 0.3600170379372908 + }, + { + "index": 8, + "best_text_overlap": 0.5145850503977925 + }, + { + "index": 9, + "best_text_overlap": 0.5683887253705958 + }, + { + "index": 10, + "best_text_overlap": 0.30798470685067697 + }, + { + "index": 11, + "best_text_overlap": 0.31660436348552895 + }, + { + "index": 12, + "best_text_overlap": 0.2381351557071557 + }, + { + "index": 13, + "best_text_overlap": 0.44012504821073994 + }, + { + "index": 14, + "best_text_overlap": 0.35872551158185606 + }, + { + "index": 15, + "best_text_overlap": 0.2717148785929642 + } + ] + } + ], + "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 |
