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Explainability

nounid 4882·updated May 13, 2026
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Classifications

Entity Type

Unknownauthoritativeglossary_import_default_pending_classifier

Sensitivity

unclassified

Information Class

unclassified

Variants

synonym
interpretability
plural
Explainabilities
possessive
Explainability's
pluralpossessive
Explainabilities'

Framework definitions

Comptroller's Handbook: Model Risk Management, Version 1.01 senseview framework →
§1
Within the context of AI, the extent to which AI decisioning processes and outcomes are reasonably understood.
A Taxonomy and Terminology of Adversarial Machine Learning1 senseview framework →
§1
The ability to provide a human interpretable explanation for a machine learning prediction and produce insights about the causes of decisions, potentially to line up with human reasoning.
National Security Commission on Artificial Intelligence: The Final Report1 senseview framework →
§1
A characteristic of an AI system in which there is provision of accompanying evidence or reasons for system output in a manner that is meaningful or understandable to individual users (as well as to developers and auditors) and reflects the system’s process for generating the output (e.g., what alternatives were considered, but not proposed, and why not).

Outgoing relationships

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Incoming relationships

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