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Drew Layda

1 paper in the PaperMetrix corpus

Publications

Papers by this author

  1. Constraint-Layered Drift Detection in Long-Context Language Model Evaluation

    2026 · Zenodo (CERN European Organization for Nuclear Research)

    Thesis:This paper introduces a constraint-layered evaluation framework for detecting interpretive drift in long-context language model interactions. The method combines hierarchical source enforcement, fault-tree analysis, and cross-layer semantic consistency checks to systematically expose reasoning failures that …