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variance-decomposition

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A diagnostic control paradigm for activation measurements in transformer language models. Cross-replay separates text-bound from architecture-bound components by replaying generated sequences through intact and perturbed model variants.

  • Updated May 17, 2026
  • Jupyter Notebook

End-to-End Python implementation of the Mesoscopic Structural Risk-Navigation System from Shao, Yang & Zhang (2026). Estimates rolling QVAR models, extracts multiscale network backbones via Disparity Filter, enumerates 13 directed triadic motifs (30 node orbits), and optimizes a Minimum Structural Similarity Portfolio.

  • Updated May 2, 2026
  • Jupyter Notebook

Measures what language models say about a brand and reports what the sample actually supports. Wilson intervals, a variance split that says whether more questions or more repeats buy your precision, and a hash-chained ledger that seals its own length.

  • Updated Aug 4, 2026
  • Python

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