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stochastic-resonance

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Hallucination detection and repair for language models, from the orbit partition of a relation. 0.995 AUROC with no ground truth, five proved bounds, and a noise intervention whose level is selected blind.

  • Updated Aug 18, 2026
  • Python

Boundary Information Geometry (BIG): boundary-centered reduced models for compact support, finite-time thresholds, fission-like metastability, finite-noise capture, and hidden-depth inheritance.

  • Updated Jun 27, 2026

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