This document provides a taxonomy of AI quality attributes based on the EU AI Act. The vocabulary is proposed to be intergrated with the Data Privacy Vocabulary (DPV). For the status of the intergration please visit https://dev.dpvcg.org/proposals/002-ai-quality-vocab/aiact/

Vocabulary

Dimensions

Categories

System Quality

Data Quality

Model Quality

Metrics

Vocabulary Index

Accuracy

Term Accuracy Prefix eu-aiact
Label Accuracy
IRI https://w3id.org/dqv4ai/eu-aiact#Accuracy
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 15
dqv:inCategory System Quality
See More: section CORE in EU-AIACT

Computational Performance

Term ComputationalPerformance Prefix eu-aiact
Label Computational Performance
IRI https://w3id.org/dqv4ai/eu-aiact#ComputationalPerformance
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Annex XIII (c)
dqv:inCategory Model Quality
See More: section CORE in EU-AIACT

Data Availability

Term DataAvailability Prefix eu-aiact
Label Data Availability
IRI https://w3id.org/dqv4ai/eu-aiact#DataAvailability
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 10(1)(e)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Data Completeness

Term DataCompleteness Prefix eu-aiact
Label Data Completeness
IRI https://w3id.org/dqv4ai/eu-aiact#DataCompleteness
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Definition Completeness of Training, validation and testing data sets in respect to the intended purpose.
Source AI Act Article 10(3)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Data Quality

Term DataQuality Prefix eu-aiact
Label Data Quality
IRI https://w3id.org/dqv4ai/eu-aiact#DataQuality
Type rdfs:Class, skos:Concept, dqv:Category
Broader/Parent types dqv:Category
Definition Quality associated with data and data sets
See More: section CORE in EU-AIACT

Data Quantity

Term DataQuantity Prefix eu-aiact
Label Data Quantity
IRI https://w3id.org/dqv4ai/eu-aiact#DataQuantity
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 10(1)(e)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Data Relevance

Term DataRelevance Prefix eu-aiact
Label Data Relevance
IRI https://w3id.org/dqv4ai/eu-aiact#DataRelevance
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Definition Relevance of Training, validation and testing data sets in respect to the intended purpose.
Source AI Act Article 10(3)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Data Representativeness

Term DataRepresentativeness Prefix eu-aiact
Label Data Representativeness
IRI https://w3id.org/dqv4ai/eu-aiact#DataRepresentativeness
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Definition Representativeness of Training, validation and testing data sets in respect to the intended purpose.
Source AI Act Article 10(3)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Data Suitability

Term DataSuitability Prefix eu-aiact
Label Data Suitability
IRI https://w3id.org/dqv4ai/eu-aiact#DataSuitability
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 10(1)(e)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Error Free

Term ErrorFree Prefix eu-aiact
Label Error Free
IRI https://w3id.org/dqv4ai/eu-aiact#ErrorFree
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 10(3)
dqv:inCategory Data Quality
See More: section CORE in EU-AIACT

Fault Tolerance

Term FaultTolerance Prefix eu-aiact
Label Fault Tolerance
IRI https://w3id.org/dqv4ai/eu-aiact#FaultTolerance
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 15(4)
dqv:inCategory System Quality
See More: section CORE in EU-AIACT

Floating Point Operations

Term FloatingPointOperations Prefix eu-aiact
Label Floating Point Operations
IRI https://w3id.org/dqv4ai/eu-aiact#FloatingPointOperations
Type rdfs:Class, skos:Concept, dqv:Metric
Broader/Parent types dqv:Metric
Source AI Act Annex XIII (c)
dqv:indimension Computational Performance
See More: section CORE in EU-AIACT

Interpretability

Term Interpretability Prefix eu-aiact
Label Interpretability
IRI https://w3id.org/dqv4ai/eu-aiact#Interpretability
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Definition Interpretabilty of system’s output
Source AI Act Article 13
dqv:inCategory System Quality
See More: section CORE in EU-AIACT

Model Quality

Term ModelQuality Prefix eu-aiact
Label Model Quality
IRI https://w3id.org/dqv4ai/eu-aiact#ModelQuality
Type rdfs:Class, skos:Concept, dqv:Category
Broader/Parent types dqv:Category
Definition Quality associated with AI Models
See More: section CORE in EU-AIACT

Model Training Cost

Term ModelTrainingCost Prefix eu-aiact
Label Model Training Cost
IRI https://w3id.org/dqv4ai/eu-aiact#ModelTrainingCost
Type rdfs:Class, skos:Concept, dqv:Metric
Broader/Parent types dqv:Metric
Source AI Act Annex XIII (c)
dqv:indimension Computational Performance
See More: section CORE in EU-AIACT

Model Training Energy Consumption

Term ModelTrainingEnergyConsumption Prefix eu-aiact
Label Model Training Energy Consumption
IRI https://w3id.org/dqv4ai/eu-aiact#ModelTrainingEnergyConsumption
Type rdfs:Class, skos:Concept, dqv:Metric
Broader/Parent types dqv:Metric
Source AI Act Annex XIII (c)
dqv:indimension Computational Performance
See More: section CORE in EU-AIACT

Model Training Time

Term ModelTrainingTime Prefix eu-aiact
Label Model Training Time
IRI https://w3id.org/dqv4ai/eu-aiact#ModelTrainingTime
Type rdfs:Class, skos:Concept, dqv:Metric
Broader/Parent types dqv:Metric
Source AI Act Annex XIII (c)
dqv:indimension Computational Performance
See More: section CORE in EU-AIACT

Resilience

Term Resilience Prefix eu-aiact
Label Resilience
IRI https://w3id.org/dqv4ai/eu-aiact#Resilience
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 15(4)
dqv:inCategory System Quality
See More: section CORE in EU-AIACT

Robustness

Term Robustness Prefix eu-aiact
Label Robustness
IRI https://w3id.org/dqv4ai/eu-aiact#Robustness
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Source AI Act Article 15
dqv:inCategory System Quality
See More: section CORE in EU-AIACT

System Performance

Term SystemPerformance Prefix eu-aiact
Label System Performance
IRI https://w3id.org/dqv4ai/eu-aiact#SystemPerformance
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Definition performance of an AI system means the ability of an AI system to achieve its intended purpose
Source AI Act Article 3(18)
dqv:inCategory System Quality
See More: section CORE in EU-AIACT

System Quality

Term SystemQuality Prefix eu-aiact
Label System Quality
IRI https://w3id.org/dqv4ai/eu-aiact#SystemQuality
Type rdfs:Class, skos:Concept, dqv:Category
Broader/Parent types dqv:Category
Definition Quality associated with AI Systems
See More: section CORE in EU-AIACT

Transparency

Term Transparency Prefix eu-aiact
Label Transparency
IRI https://w3id.org/dqv4ai/eu-aiact#Transparency
Type rdfs:Class, skos:Concept, dqv:Dimension
Broader/Parent types dqv:Dimension
Definition Transparency of the operation of AI system
Source AI Act Article 13
dqv:inCategory Model Quality , System Quality
See More: section CORE in EU-AIACT