Construction of a valid context inversion operator

Construct a Context Inversion Operator for the Multi-Layer Context Camouflaging Theory that satisfies locality, vocabulary closure, and polarity reversal conditions C1–C3 at a useful camouflage density.

Background

The Context Inversion Operator generates the camouflage stream superposed with the authentic assessment content. Its admissibility is constrained by three formal requirements: bounded local dependence on source spans, proximity to the assessment-item vocabulary, and semantic polarity reversal.

The paper specifies these conditions but does not construct an operator—whether lexical, such as one based on WordNet, or learned and generative—that can satisfy all three simultaneously at a practically useful density. Establishing such a construction is necessary for moving the theory from an abstract formulation to a deployable rendering procedure.