TSX-4 — The Measurement of ΔR: Operational Metrics for Semantic Residue and Coherence Collapse
Abstract
Abstract TSX-4 defines an operational methodology for measuring ΔR (semantic residue) across symbolic and chromatic regimes. The document introduces empirical metrics such as token-entropy drift, attention-head dispersion, latent-space deviation, and cross-iteration residue curves. It shows that symbolic systems accumulate ΔR under compression, while chromatic systems converge to ΔR ≈ 0. This technical note provides the first measurement framework for residue-based semantic stability and establishes ΔR as a practical diagnostic variable for AI behavior, interface evolution, and communicative collapse. Keywords: ΔR Measurement; Semantic Residue; Entropy Metrics; Symbolic Drift; Chromatic Stability; Transformer Dynamics; Coherence Collapse Project Websites https://ambientphone.com https://ambientarchitectures.org https://ambientera.org
Fields of Study & Subjects
Topic Modeling
Diverse Interdisciplinary Research Studies
Complex Systems and Dynamics
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 24 February 2026
- Language
- EN