| actions |
A list of risk related actions |
| adapters |
A list of Adapters |
| aievalresults |
A list of AI evaluation results |
| aimodelfamilies |
A list of AI model families |
| aimodels |
A list of AI models |
| aitasks |
A list of AI tasks |
| architecture |
A description of the architecture of an AI such as 'Decoder-only' |
| author |
The author or authors of the documentation |
| benchmarkmetadatacards |
A list of AI evaluation benchmark metadata cards |
| bestValue |
Annotation of the best possible result of the evaluation |
| broadMatch |
The property is used to state a hierarchical mapping link between two concept... |
| carbon_emitted |
The number of tons of carbon dioxide equivalent that are emitted during train... |
| closeMatch |
The property is used to link two concepts that are sufficiently similar that ... |
| concern |
Some explanation about the concern related to an AI risk |
| contextWindowSize |
The total length, in bytes, of an AI model's context window |
| datasets |
A list of data sets |
| dateCreated |
The date on which the entity was created |
| dateModified |
The date on which the entity was most recently modified |
| describesAiEval |
A relationship where a BenchmarkMetadataCard describes and AI evaluation (ben... |
| description |
The description of an entity |
| descriptor |
Annotates whether an AI risk is a traditional risk, specific to or amplified ... |
| detectsRiskConcept |
The property airo:detectsRiskConcept indicates the control used for detecting... |
| documents |
A list of documents |
| evaluations |
A list of AI evaluation methods |
| evidence |
Evidence provides a source (typical a chunk, paragraph or link) describing wh... |
| exactMatch |
The property is used to link two concepts, indicating a high degree of confid... |
| fine_tuning |
A description of the fine-tuning mechanism(s) applied to a model |
| gpu_hours |
GPU consumption in terms of hours |
| grants_license |
A relationship from a granting entity such as an Organization to a License in... |
| hasAdapter |
The Adapter for the intrinsic |
| hasAdapterType |
The Adapter type, for example: LORA, ALORA, X-LORA |
| hasAiActorTask |
Pertinent AI Actor Tasks for each subcategory |
| hasAnnotation |
The process used to annotate or label the dataset, including who or what perf... |
| hasAudience |
The intended audience, such as researchers, developers, policymakers, etc |
| hasBaselineResults |
The results of well-known or widely used models to give context to new perfor... |
| hasBenchmarkMetadata |
A relationship to a Benchmark Metadata Card which contains metadata about the... |
| hasCalculation |
The way metrics are computed based on model outputs and the benchmark data |
| hasConsequence |
Indicates consequence(s) possible or arising from specified concept |
| hasConsiderationComplianceWithRegulations |
Compliance with relevant legal or ethical regulations (if applicable) |
| hasConsiderationConsentProcedures |
Information on how consent was obtained (if applicable), especially for datas... |
| hasConsiderationPrivacyAndAnonymity |
How any personal or sensitive data is handled and whether any anonymization t... |
| hasDataFormat |
The structure and modality of the data (e |
| hasDataset |
A relationship to datasets that are used |
| hasDataSize |
The size of the dataset, including the number of data points or examples |
| hasDataSource |
The origin or source of the data used in the benchmark (e |
| hasDataType |
The type of data used in the benchmark (e |
| hasDemographicAnalysis |
How the benchmark evaluates performance across different demographic groups (... |
| hasDocumentation |
Indicates documentation associated with an entity |
| hasDomains |
The specific domains or areas where the benchmark is applied (e |
| hasEuAiSystemType |
The type of system as defined by the EU AI Act |
| hasEuRiskCategory |
The risk category of an AI system as defined by the EU AI Act |
| hasEvaluation |
A relationship indicating that an entity has an AI evaluation result |
| hasGoal |
The specific goal or primary use case the benchmark is designed for |
| hasImpact |
Indicates impact(s) possible or arising as consequences from specified concep... |
| hasImpactOn |
Indicates impact(s) possible or arising as consequences from specified concep... |
| hasImplementation |
A relationship to a implementation defining the risk evaluation |
| hasInputModality |
A relationship indicating the input modalities supported by an AI component |
| hasInterpretation |
How users should interpret the scores or results from the metrics |
| hasLanguages |
The languages included in the dataset used by the benchmark (e |
| hasLicense |
Indicates licenses associated with a resource |
| hasLikelihood |
The likelihood or probability or chance of something taking place or occuring |
| hasLimitations |
Limitations in evaluating or addressing risks, such as gaps in demographic co... |
| hasMethods |
The evaluation techniques applied within the benchmark |
| hasMetrics |
The specific performance metrics used to assess models (e |
| hasModelCard |
A relationship to model card references |
| hasOutOfScopeUses |
Use cases where the benchmark is not designed to be applied and could give mi... |
| hasOutputModality |
A relationship indicating the output modalities supported by an AI component |
| hasParentDefinition |
Indicates parent terms associated with a term |
| hasPart |
A relationship where an entity has another entity |
| hasRelatedAction |
A relationship where an entity relates to an action |
| hasRelatedRisk |
A relationship where an entity relates to a risk |
| hasRelatedTerm |
A relationship where an entity relates to a term |
| hasResources |
Links to relevant resources, such as repositories or papers related to the be... |
| hasRiskControl |
Indicates the control measures associated with a system or component to modif... |
| hasSeverity |
Indicates the severity associated with a concept |
| hasSimilarBenchmarks |
Benchmarks that are closely related in terms of goals or data type |
| hasStatus |
Indicates the status of specified concept |
| hasSubDefinition |
Indicates child terms associated with a term |
| hasTasks |
The tasks or evaluations the benchmark is intended to assess |
| hasTerm |
Indicates terms associated with a vocabulary |
| hasTrainingData |
A relationship indicating the datasets an AI model was trained on |
| hasUnitxtCard |
A relationship to a Unitxt card defining the risk evaluation |
| hasValidation |
Measures taken to ensure that the benchmark provides valid and reliable evalu... |
| hasVariant |
Indicates an incident that shares the same causative factors, produces simila... |
| id |
A unique identifier to this instance of the model element |
| isComposedOf |
Relationship indicating the some entity is composed of other entities (includ... |
| isDefinedByTaxonomy |
A relationship where a risk or a risk group is defined by a risk taxonomy |
| isDefinedByVocabulary |
A relationship where a term or a term group is defined by a vocabulary |
| isDeployedBy |
A relationship indicating that an entity has been deployed by an organization |
| isDetectedBy |
A relationship where a risk, risk source, consequence, or impact is detected ... |
| isDistributedBy |
A relationship indicating that an entity has been distributed by an organizat... |
| isImportedBy |
A relationship indicating that an entity has been imported by an organization |
| isPartOf |
A relationship where an entity is part of another entity |
| isProvidedBy |
A relationship indicating the AI model has been provided by an AI model provi... |
| isResultOf |
A relationship indicating that an entity is the result of an AI evaluation |
| licenses |
A list of licenses |
| llmintrinsics |
A list of LLMintrinsics |
| modalities |
A list of AI modalities |
| name |
A text name of this instance |
| narrowMatch |
The property is used to state a hierarchical mapping link between two concept... |
| numParameters |
A property indicating the number of parameters in a LLM |
| numTrainingTokens |
The number of tokens a AI model was trained on |
| organizations |
A list of organizations |
| overview |
A brief description of the benchmark's main goals and scope |
| performsTask |
relationship indicating the AI tasks an AI model can perform |
| phase |
Annotation whether an AI risk shows specifically during the training-tuning o... |
| power_consumption_w |
power consumption in Watts |
| producer |
A relationship to the Organization instance which produces this instance |
| provider |
A relationship to the Organization instance that provides this instance |
| refersToRisk |
Indicates the incident (subject) is a materialisation of the indicated risk (... |
| relatedMatch |
The property skos:relatedMatch is used to state an associative mapping link b... |
| riskcontrols |
A list of AI risk controls |
| riskgroups |
A list of AI risk groups |
| riskincidents |
A list of AI risk incidents |
| risks |
A list of AI risks |
| source_uri |
The uri of the incident |
| supported_languages |
A list of languages, expressed as ISO two letter codes |
| tag |
A shost version of the name |
| taxonomies |
A list of AI risk taxonomies |
| terms |
A list of terms from a vocabulary |
| text |
The question itself |
| training_data_preprocessing |
relationship indicating data preprocessing steps performed on training data s... |
| type |
Annotation whether an AI risk occurs at input or output or is non-technical |
| url |
An optional URL associated with this instance |
| validated_by |
A relationship indicating the model validation steps after AI model training |
| value |
Some numeric or string value |
| version |
The version of the entity embodied by a specified resource |
| vocabularies |
A list of vocabularies |