Tag Coefficient Debug: ADD

Fold 3 - Understanding why coefficient -523254079 was selected

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Summary

Tag: ADD

Selected Coefficient: -523254079

Taxonomy Path: -1.1.10.2.11

Taxonomy Name:

Products with this tag: 2

Unique residual values tried: 2

Candidate Coefficients Tried

The algorithm tries each unique residual value as a candidate coefficient and selects the one with the lowest total p-adic loss. The selected row is highlighted.

Candidate Value Total P-adic Loss Taxonomy Path P-adic Expansion Taxonomy Name Selected?
-5232540791.000000-1.1.10.2.11-11.2.10.1.1 (-(11*83^4 + 2*83^3 + 10*83^2 + 83 + 1))Yes
01.00000000 (0)No

Products with this Tag

These are the training products that have the "ADD" tag (processing sequence 4973). The residual is the encoded taxonomy value minus all coefficients from previously processed tags.

Product ID Title Residual Before Taxonomy Before Tags Already Processed Residual After Taxonomy After Tags Not Yet Processed
19749Clear Focus Formula0FOCUS523254079ROSEMARY
27621Armadillo Otaku Anime Vintage by DOTC 11oz Mug-523254079WEARING, OFFICE0HOME, SPECIAL