Entity Integrity: Maintaining Accurate Representation in AI Knowledge Graphs

EA-EI-01 — Practice definition for Entity Integrity: ensuring AI systems represent an entity as a distinct, correctly attributed node. Catalogs five failure modes: Entity Collision, Entity Fragmentation, Attribution Drift, Category Absorption, Temporal Collapse. Fix: Metadata Packet for AI Indexing. Worked example: Lee Sharks Knowledge Graph (three-way disambiguation). Related disciplines: Retrieval Architecture, Retrieval Forensics, Compression Diagnostics, Metadata Packet for AI Indexing. Published in Transactions of the Semantic Economy Institute, Vol. 2, No. 5.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-14
DOI
https://doi.org/10.5281/zenodo.19578093
Primary Topic
Advanced Graph Neural Networks
Type
article
Field-Weighted Citation Impact
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article

Entity Integrity: Maintaining Accurate Representation in AI Knowledge Graphs

Lee Sharks, Rex Fraction
Zenodo (CERN European Organization for Nuclear Research)
Advanced Graph Neural Networks
article

Entity Integrity: Maintaining Accurate Representation in AI Knowledge Graphs

Lee Sharks, Rex Fraction
article en

Abstract

EA-EI-01 — Practice definition for Entity Integrity: ensuring AI systems represent an entity as a distinct, correctly attributed node. Catalogs five failure modes: Entity Collision, Entity Fragmentation, Attribution Drift, Category Absorption, Temporal Collapse. Fix: Metadata Packet for AI Indexing. Worked example: Lee Sharks Knowledge Graph (three-way disambiguation). Related disciplines: Retrieval Architecture, Retrieval Forensics, Compression Diagnostics, Metadata Packet for AI Indexing. Published in Transactions of the Semantic Economy Institute, Vol. 2, No. 5.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 13%
Advanced Graph Neural Networks
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