Drew Layda

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 …