{ "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": "text-dim24", "size": 256, "correlation": 0.6614852336553844, "visual_effective_rank": 39.69132496762981, "text_effective_rank": 18.960351283615108, "shared_directions_cos_gt_0.7": 10, "principal_cosines_top8": [ 0.989, 0.977, 0.944, 0.917, 0.909, 0.861, 0.844, 0.826 ], "spectrum_profile": [ { "index": 0, "best_text_overlap": 0.7251810720780995 }, { "index": 1, "best_text_overlap": 0.619527952553889 }, { "index": 2, "best_text_overlap": 0.6084134190397698 }, { "index": 3, "best_text_overlap": 0.4814861406651484 }, { "index": 4, "best_text_overlap": 0.47994567975555563 }, { "index": 5, "best_text_overlap": 0.36947588861735575 }, { "index": 6, "best_text_overlap": 0.3930833060287113 }, { "index": 7, "best_text_overlap": 0.3941645312523783 }, { "index": 8, "best_text_overlap": 0.2802360778324725 }, { "index": 9, "best_text_overlap": 0.2539445797009068 }, { "index": 10, "best_text_overlap": 0.2263224976556755 }, { "index": 11, "best_text_overlap": 0.24920478236754334 }, { "index": 12, "best_text_overlap": 0.23839820384648105 }, { "index": 13, "best_text_overlap": 0.32390692869819593 }, { "index": 14, "best_text_overlap": 0.18319221000344854 }, { "index": 15, "best_text_overlap": 0.17296430682365208 } ] }, { "label": "text-dim48", "size": 256, "correlation": 0.6922159706308013, "visual_effective_rank": 39.69132496762981, "text_effective_rank": 31.7662539087451, "shared_directions_cos_gt_0.7": 15, "principal_cosines_top8": [ 0.989, 0.978, 0.956, 0.938, 0.916, 0.892, 0.881, 0.87 ], "spectrum_profile": [ { "index": 0, "best_text_overlap": 0.7532219338133863 }, { "index": 1, "best_text_overlap": 0.618182152081914 }, { "index": 2, "best_text_overlap": 0.6411572047678387 }, { "index": 3, "best_text_overlap": 0.5609614131227192 }, { "index": 4, "best_text_overlap": 0.5786521313263311 }, { "index": 5, "best_text_overlap": 0.6212040366073345 }, { "index": 6, "best_text_overlap": 0.6014409101136969 }, { "index": 7, "best_text_overlap": 0.3241154791286174 }, { "index": 8, "best_text_overlap": 0.33772536144199544 }, { "index": 9, "best_text_overlap": 0.46886651280081304 }, { "index": 10, "best_text_overlap": 0.339879585332424 }, { "index": 11, "best_text_overlap": 0.2697704959742108 }, { "index": 12, "best_text_overlap": 0.3089464131279491 }, { "index": 13, "best_text_overlap": 0.34824951852897246 }, { "index": 14, "best_text_overlap": 0.26546032832701905 }, { "index": 15, "best_text_overlap": 0.17108445671033506 } ] }, { "label": "text-dim128", "size": 256, "correlation": 0.7157944505313559, "visual_effective_rank": 39.69132496762981, "text_effective_rank": 47.98422953390366, "shared_directions_cos_gt_0.7": 16, "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": "text-dim256", "size": 256, "correlation": 0.7000821325988256, "visual_effective_rank": 39.69132496762981, "text_effective_rank": 53.019713413426004, "shared_directions_cos_gt_0.7": 17, "principal_cosines_top8": [ 0.985, 0.972, 0.956, 0.95, 0.937, 0.928, 0.918, 0.907 ], "spectrum_profile": [ { "index": 0, "best_text_overlap": 0.8762239900209906 }, { "index": 1, "best_text_overlap": 0.6354174458640104 }, { "index": 2, "best_text_overlap": 0.6663671679367767 }, { "index": 3, "best_text_overlap": 0.5750584418168163 }, { "index": 4, "best_text_overlap": 0.6301701541550169 }, { "index": 5, "best_text_overlap": 0.5674100516608417 }, { "index": 6, "best_text_overlap": 0.5656412745853614 }, { "index": 7, "best_text_overlap": 0.40296826460328056 }, { "index": 8, "best_text_overlap": 0.39820202744406064 }, { "index": 9, "best_text_overlap": 0.53793615928177 }, { "index": 10, "best_text_overlap": 0.2919657497931648 }, { "index": 11, "best_text_overlap": 0.39265961704593844 }, { "index": 12, "best_text_overlap": 0.310451119516457 }, { "index": 13, "best_text_overlap": 0.5334702303308833 }, { "index": 14, "best_text_overlap": 0.24458631502415207 }, { "index": 15, "best_text_overlap": 0.306773828748064 } ] } ], "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." }