La importancia de los metadatos para evitar alucinaciones con la IA

Trillo Tinoco, Flor La importancia de los metadatos para evitar alucinaciones con la IA., 2026 . In Congreso Internacional sobre Metadatos 2026: "Los metadatos en el antropoceno cultural: análisis disruptivo de las colecciones digitales", Mexico City, 26 to 28 May 2026. [Presentation]

Video (Recorded Presentation) CIM2026_FlorTrilloPonencia_28May2026_VozMejorado.mp4 - Presentation Restricted to Registered users only Available under License Creative Commons Attribution Non-commercial No Derivatives. Download (293MB)

English abstract

Artificial intelligence (AI) is transforming how information is accessed and used, but its reliability depends on the quality of underlying data structures. This paper argues that metadata is essential for preventing AI hallucinations and ensuring trustworthy outcomes. When AI systems operate in fragmented or poorly structured environments, they often produce plausible but incorrect results due to insufficient context and weak governance. These failures are not only model limitations but also reflect deficiencies in metadata and information management practices. By providing identity, context, provenance, status, permissions, and traceability, metadata enables accurate retrieval, verification, and responsible automation. The paper also highlights the importance of information governance frameworks in ensuring consistency and accountability, positioning metadata as critical infrastructure for reliable and auditable AI systems.

Item type:	Presentation
Keywords:	Metadata; Artificial Intelligence; AI Agents; Information Governance
Subjects:	A. Theoretical and general aspects of libraries and information. > AC. Relationship of LIS with other fields . B. Information use and sociology of information > BC. Information in society. E. Publishing and legal issues. > ED. Intellectual property: author's rights, ownership, copyright, copyleft, open access. I. Information treatment for information services > IE. Data and metadata structures. L. Information technology and library technology > LP. Intelligent agents.
Depositing user:	Flor Trillo
Date deposited:	24 Jun 2026 18:55
Last modified:	24 Jun 2026 18:55
URI:	http://hdl.handle.net/10760/47831

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