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TRUE-10: A Ten-Layer Engine for Information Integrity Evaluation

Authors: Zafar, Usman;

TRUE-10: A Ten-Layer Engine for Information Integrity Evaluation

Abstract

TRUE‑10 is a ten‑layer information integrity evaluation framework designed to assess written content across five core dimensions: truthfulness, clarity, manipulation‑integrity, timeliness, and effectiveness. Built on seven cognitive mechanisms and a deterministic architectural sequence, TRUE‑10 provides a transparent, auditable, and regulator‑aligned method for analyzing text ranging from short articles to long‑form documents, including materials containing tables and figures. This deposit includes the full TRUE‑10 specification, mathematical formulation, scoring methodology, governance thresholds, and sector‑specific weighting schemes. The framework is implementation‑agnostic and intended to serve as a reproducible standard for researchers, analysts, and institutions seeking a unified approach to information integrity evaluation.

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