Compression Diagnostics: Measuring What the AI Burns, Invents, and Distorts

EA-CD-01 — Measurement science definition for Compression Diagnostics: the quantitative measurement of what survives AI compression. Defines five metrics: β (Beige Threshold), Δ_G⁺ (Content Gain/Hallucination), Δ_G⁻ (Content Loss/Erasure), S_c (Semantic Coherence/Fragmentation), R (Compression Regime). Calibration data from Basecamp audit. Instrument: The Encyclotron. Related disciplines: Retrieval Architecture, Retrieval Forensics, Entity Integrity, Metadata Packet for AI Indexing. Published in Transactions of the Semantic Economy Institute, Vol. 2, No. 4.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-14
DOI
https://doi.org/10.5281/zenodo.19578092
Citations
16
Primary Topic
Benford’s Law and Fraud Detection
Type
article
Field-Weighted Citation Impact
528.12
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article

Compression Diagnostics: Measuring What the AI Burns, Invents, and Distorts

Rex Fraction, Lee Sharks
16 citations
Zenodo (CERN European Organization for Nuclear Research)
Benford’s Law and Fraud Detection
528.12
article

Compression Diagnostics: Measuring What the AI Burns, Invents, and Distorts

Rex Fraction, Lee Sharks
article en
16 citations

Abstract

EA-CD-01 — Measurement science definition for Compression Diagnostics: the quantitative measurement of what survives AI compression. Defines five metrics: β (Beige Threshold), Δ_G⁺ (Content Gain/Hallucination), Δ_G⁻ (Content Loss/Erasure), S_c (Semantic Coherence/Fragmentation), R (Compression Regime). Calibration data from Basecamp audit. Instrument: The Encyclotron. Related disciplines: Retrieval Architecture, Retrieval Forensics, Entity Integrity, Metadata Packet for AI Indexing. Published in Transactions of the Semantic Economy Institute, Vol. 2, No. 4.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 0%
Benford’s Law and Fraud Detection
528.12
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