Skip to content

Class: BenchmarkMetadataCard

Benchmark metadata cards offer a standardized way to document LLM benchmarks clearly and transparently. Inspired by Model Cards and Datasheets, Benchmark metadata cards help researchers and practitioners understand exactly what benchmarks test, how they relate to real-world risks, and how to interpret their results responsibly. This is an implementation of the design set out in 'BenchmarkCards: Large Language Model and Risk Reporting' (https://doi.org/10.48550/arXiv.2410.12974)

URI: nexus:benchmarkmetadatacard

 classDiagram
    class BenchmarkMetadataCard
    click BenchmarkMetadataCard href "../BenchmarkMetadataCard/"
      Entity <|-- BenchmarkMetadataCard
        click Entity href "../Entity/"

      BenchmarkMetadataCard : broad_mappings





        BenchmarkMetadataCard --> "*" Any : broad_mappings
        click Any href "../Any/"



      BenchmarkMetadataCard : close_mappings





        BenchmarkMetadataCard --> "*" Any : close_mappings
        click Any href "../Any/"



      BenchmarkMetadataCard : dateCreated

      BenchmarkMetadataCard : dateModified

      BenchmarkMetadataCard : describesAiEval





        BenchmarkMetadataCard --> "*" AiEval : describesAiEval
        click AiEval href "../AiEval/"



      BenchmarkMetadataCard : description

      BenchmarkMetadataCard : exact_mappings





        BenchmarkMetadataCard --> "*" Any : exact_mappings
        click Any href "../Any/"



      BenchmarkMetadataCard : hasAnnotation

      BenchmarkMetadataCard : hasAudience

      BenchmarkMetadataCard : hasBaselineResults

      BenchmarkMetadataCard : hasCalculation

      BenchmarkMetadataCard : hasConsiderationComplianceWithRegulations

      BenchmarkMetadataCard : hasConsiderationConsentProcedures

      BenchmarkMetadataCard : hasConsiderationPrivacyAndAnonymity

      BenchmarkMetadataCard : hasDataFormat

      BenchmarkMetadataCard : hasDataSize

      BenchmarkMetadataCard : hasDataSource

      BenchmarkMetadataCard : hasDataType

      BenchmarkMetadataCard : hasDemographicAnalysis

      BenchmarkMetadataCard : hasDocumentation





        BenchmarkMetadataCard --> "*" Documentation : hasDocumentation
        click Documentation href "../Documentation/"



      BenchmarkMetadataCard : hasDomains

      BenchmarkMetadataCard : hasGoal

      BenchmarkMetadataCard : hasInterpretation

      BenchmarkMetadataCard : hasLanguages

      BenchmarkMetadataCard : hasLicense





        BenchmarkMetadataCard --> "0..1" License : hasLicense
        click License href "../License/"



      BenchmarkMetadataCard : hasLimitations

      BenchmarkMetadataCard : hasMethods

      BenchmarkMetadataCard : hasMetrics

      BenchmarkMetadataCard : hasOutOfScopeUses

      BenchmarkMetadataCard : hasRelatedRisk





        BenchmarkMetadataCard --> "*" Risk : hasRelatedRisk
        click Risk href "../Risk/"



      BenchmarkMetadataCard : hasResources

      BenchmarkMetadataCard : hasSimilarBenchmarks

      BenchmarkMetadataCard : hasTasks

      BenchmarkMetadataCard : hasValidation

      BenchmarkMetadataCard : id

      BenchmarkMetadataCard : isCategorizedAs





        BenchmarkMetadataCard --> "*" Any : isCategorizedAs
        click Any href "../Any/"



      BenchmarkMetadataCard : name

      BenchmarkMetadataCard : narrow_mappings





        BenchmarkMetadataCard --> "*" Any : narrow_mappings
        click Any href "../Any/"



      BenchmarkMetadataCard : overview

      BenchmarkMetadataCard : related_mappings





        BenchmarkMetadataCard --> "*" Any : related_mappings
        click Any href "../Any/"



      BenchmarkMetadataCard : url

Inheritance

  • Entity
  • BenchmarkMetadataCard

Slots

Name Cardinality and Range Description Inheritance
describesAiEval *
AiEval
A relationship where a BenchmarkMetadataCard describes and AI evaluation (ben... direct
hasDataType *
String
The type of data used in the benchmark (e direct
hasDomains *
String
The specific domains or areas where the benchmark is applied (e direct
hasLanguages *
String
The languages included in the dataset used by the benchmark (e direct
hasSimilarBenchmarks *
String
Benchmarks that are closely related in terms of goals or data type direct
hasResources *
String
Links to relevant resources, such as repositories or papers related to the be... direct
hasGoal 0..1
String
The specific goal or primary use case the benchmark is designed for direct
hasAudience 0..1
String
The intended audience, such as researchers, developers, policymakers, etc direct
hasTasks *
String
The tasks or evaluations the benchmark is intended to assess direct
hasLimitations *
String
Limitations in evaluating or addressing risks, such as gaps in demographic co... direct
hasOutOfScopeUses *
String
Use cases where the benchmark is not designed to be applied and could give mi... direct
hasDataSource *
String
The origin or source of the data used in the benchmark (e direct
hasDataSize 0..1
String
The size of the dataset, including the number of data points or examples direct
hasDataFormat 0..1
String
The structure and modality of the data (e direct
hasAnnotation 0..1
String
The process used to annotate or label the dataset, including who or what perf... direct
hasMethods *
String
The evaluation techniques applied within the benchmark direct
hasMetrics *
String
The specific performance metrics used to assess models (e direct
hasCalculation *
String
The way metrics are computed based on model outputs and the benchmark data direct
hasInterpretation *
String
How users should interpret the scores or results from the metrics direct
hasBaselineResults 0..1
String
The results of well-known or widely used models to give context to new perfor... direct
hasValidation *
String
Measures taken to ensure that the benchmark provides valid and reliable evalu... direct
hasRelatedRisk *
Risk or 
RiskConcept or 
Term
A relationship where an entity relates to a risk direct
hasDemographicAnalysis 0..1
String
How the benchmark evaluates performance across different demographic groups (... direct
hasConsiderationPrivacyAndAnonymity 0..1
String
How any personal or sensitive data is handled and whether any anonymization t... direct
hasLicense 0..1
License
Indicates licenses associated with a resource direct
hasConsiderationConsentProcedures 0..1
String
Information on how consent was obtained (if applicable), especially for datas... direct
hasConsiderationComplianceWithRegulations 0..1
String
Compliance with relevant legal or ethical regulations (if applicable) direct
hasDocumentation *
Documentation
Indicates documentation associated with an entity direct
name 0..1
String
The official name of the benchmark direct
overview 0..1
String
A brief description of the benchmark's main goals and scope direct
id 1
String
A unique identifier to this instance of the model element Entity
description 0..1
String
The description of an entity Entity
url 0..1
Uri
An optional URL associated with this instance Entity
dateCreated 0..1
Date
The date on which the entity was created Entity
dateModified 0..1
Date
The date on which the entity was most recently modified Entity
exact_mappings *
Any
The property is used to link two concepts, indicating a high degree of confid... Entity
close_mappings *
Any
The property is used to link two concepts that are sufficiently similar that ... Entity
related_mappings *
Any
The property skos:relatedMatch is used to state an associative mapping link b... Entity
narrow_mappings *
Any
The property is used to state a hierarchical mapping link between two concept... Entity
broad_mappings *
Any
The property is used to state a hierarchical mapping link between two concept... Entity
isCategorizedAs *
Any
A relationship where an entity has been deemed to be categorized Entity

Usages

used by used in type used
Container benchmarkmetadatacards range BenchmarkMetadataCard
AiEval hasBenchmarkMetadata range BenchmarkMetadataCard
BenchmarkMetadataCard describesAiEval domain BenchmarkMetadataCard
Question hasBenchmarkMetadata range BenchmarkMetadataCard
Questionnaire hasBenchmarkMetadata range BenchmarkMetadataCard

Identifier and Mapping Information

Schema Source

  • from schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology

Mappings

Mapping Type Mapped Value
self nexus:benchmarkmetadatacard
native nexus:BenchmarkMetadataCard

LinkML Source

Direct

```yaml name: BenchmarkMetadataCard description: 'Benchmark metadata cards offer a standardized way to document LLM benchmarks clearly and transparently. Inspired by Model Cards and Datasheets, Benchmark metadata cards help researchers and practitioners understand exactly what benchmarks test, how they relate to real-world risks, and how to interpret their results responsibly. This is an implementation of the design set out in ''BenchmarkCards: Large Language Model and Risk Reporting'' (https://doi.org/10.48550/arXiv.2410.12974)' from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology is_a: Entity slots: - describesAiEval - hasDataType - hasDomains - hasLanguages - hasSimilarBenchmarks - hasResources - hasGoal - hasAudience - hasTasks - hasLimitations - hasOutOfScopeUses - hasDataSource - hasDataSize - hasDataFormat - hasAnnotation - hasMethods - hasMetrics - hasCalculation - hasInterpretation - hasBaselineResults - hasValidation - hasRelatedRisk - hasDemographicAnalysis - hasConsiderationPrivacyAndAnonymity - hasLicense - hasConsiderationConsentProcedures - hasConsiderationComplianceWithRegulations - hasDocumentation attributes: name: name: name description: The official name of the benchmark. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_eval domain_of: - Entity - BenchmarkMetadataCard overview: name: overview description: A brief description of the benchmark's main goals and scope. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_eval rank: 1000 domain_of: - BenchmarkMetadataCard class_uri: nexus:benchmarkmetadatacard ````

Induced

```yaml name: BenchmarkMetadataCard description: 'Benchmark metadata cards offer a standardized way to document LLM benchmarks clearly and transparently. Inspired by Model Cards and Datasheets, Benchmark metadata cards help researchers and practitioners understand exactly what benchmarks test, how they relate to real-world risks, and how to interpret their results responsibly. This is an implementation of the design set out in ''BenchmarkCards: Large Language Model and Risk Reporting'' (https://doi.org/10.48550/arXiv.2410.12974)' from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology is_a: Entity attributes: name: name: name description: The official name of the benchmark. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_eval alias: name owner: BenchmarkMetadataCard domain_of: - Entity - BenchmarkMetadataCard range: string overview: name: overview description: A brief description of the benchmark's main goals and scope. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai_eval rank: 1000 alias: overview owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string describesAiEval: name: describesAiEval description: A relationship where a BenchmarkMetadataCard describes and AI evaluation (benchmark). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 domain: BenchmarkMetadataCard alias: describesAiEval owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard inverse: hasBenchmarkMetadata range: AiEval multivalued: true inlined: false hasDataType: name: hasDataType description: The type of data used in the benchmark (e.g., text, images, or multi-modal) from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasDataType owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasDomains: name: hasDomains description: The specific domains or areas where the benchmark is applied (e.g., natural language processing,computer vision). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasDomains owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasLanguages: name: hasLanguages description: The languages included in the dataset used by the benchmark (e.g., English, multilingual). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasLanguages owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasSimilarBenchmarks: name: hasSimilarBenchmarks description: Benchmarks that are closely related in terms of goals or data type. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasSimilarBenchmarks owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasResources: name: hasResources description: Links to relevant resources, such as repositories or papers related to the benchmark. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasResources owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasGoal: name: hasGoal description: The specific goal or primary use case the benchmark is designed for. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasGoal owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasAudience: name: hasAudience description: The intended audience, such as researchers, developers, policymakers, etc. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasAudience owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasTasks: name: hasTasks description: The tasks or evaluations the benchmark is intended to assess. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasTasks owner: BenchmarkMetadataCard domain_of: - AiEval - BenchmarkMetadataCard range: string multivalued: true inlined: false hasLimitations: name: hasLimitations description: Limitations in evaluating or addressing risks, such as gaps in demographic coverage or specific domains. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasLimitations owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasOutOfScopeUses: name: hasOutOfScopeUses description: Use cases where the benchmark is not designed to be applied and could give misleading results. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasOutOfScopeUses owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasDataSource: name: hasDataSource description: The origin or source of the data used in the benchmark (e.g., curated datasets, user submissions). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasDataSource owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasDataSize: name: hasDataSize description: The size of the dataset, including the number of data points or examples. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasDataSize owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasDataFormat: name: hasDataFormat description: The structure and modality of the data (e.g., sentence pairs, question-answer format, tabular data). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasDataFormat owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasAnnotation: name: hasAnnotation description: The process used to annotate or label the dataset, including who or what performed the annotations (e.g., human annotators, automated processes). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasAnnotation owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasMethods: name: hasMethods description: The evaluation techniques applied within the benchmark. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasMethods owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasMetrics: name: hasMetrics description: The specific performance metrics used to assess models (e.g., accuracy, F1 score, precision, recall). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasMetrics owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasCalculation: name: hasCalculation description: The way metrics are computed based on model outputs and the benchmark data. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasCalculation owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasInterpretation: name: hasInterpretation description: How users should interpret the scores or results from the metrics. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasInterpretation owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasBaselineResults: name: hasBaselineResults description: The results of well-known or widely used models to give context to new performance scores. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasBaselineResults owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasValidation: name: hasValidation description: Measures taken to ensure that the benchmark provides valid and reliable evaluations. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasValidation owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string multivalued: true hasRelatedRisk: name: hasRelatedRisk description: A relationship where an entity relates to a risk from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 domain: Any alias: hasRelatedRisk owner: BenchmarkMetadataCard domain_of: - Term - LLMQuestionPolicy - Action - AiSystem - AiEval - BenchmarkMetadataCard - Adapter - LLMIntrinsic range: Risk multivalued: true inlined: false any_of: - range: RiskConcept - range: Term hasDemographicAnalysis: name: hasDemographicAnalysis description: How the benchmark evaluates performance across different demographic groups (e.g., gender, race). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasDemographicAnalysis owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasConsiderationPrivacyAndAnonymity: name: hasConsiderationPrivacyAndAnonymity description: How any personal or sensitive data is handled and whether any anonymization techniques are applied. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasConsiderationPrivacyAndAnonymity owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasLicense: name: hasLicense description: Indicates licenses associated with a resource from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: airo:hasLicense alias: hasLicense owner: BenchmarkMetadataCard domain_of: - Dataset - Documentation - Vocabulary - Taxonomy - RiskTaxonomy - RiskControlGroupTaxonomy - BaseAi - AiEval - BenchmarkMetadataCard - Adapter range: License hasConsiderationConsentProcedures: name: hasConsiderationConsentProcedures description: Information on how consent was obtained (if applicable), especially for datasets involving personal data. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasConsiderationConsentProcedures owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasConsiderationComplianceWithRegulations: name: hasConsiderationComplianceWithRegulations description: Compliance with relevant legal or ethical regulations (if applicable). from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 alias: hasConsiderationComplianceWithRegulations owner: BenchmarkMetadataCard domain_of: - BenchmarkMetadataCard range: string hasDocumentation: name: hasDocumentation description: Indicates documentation associated with an entity. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: airo:hasDocumentation alias: hasDocumentation owner: BenchmarkMetadataCard domain_of: - Dataset - Vocabulary - Taxonomy - Concept - Group - Entry - Term - Principle - RiskTaxonomy - RiskControlGroupTaxonomy - Action - BaseAi - LargeLanguageModelFamily - AiEval - BenchmarkMetadataCard - Adapter - LLMIntrinsic range: Documentation multivalued: true inlined: false id: name: id description: A unique identifier to this instance of the model element. Example identifiers include UUID, URI, URN, etc. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: schema:identifier identifier: true alias: id owner: BenchmarkMetadataCard domain_of: - Entity range: string required: true description: name: description description: The description of an entity from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: schema:description alias: description owner: BenchmarkMetadataCard domain_of: - Entity range: string url: name: url description: An optional URL associated with this instance. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: schema:url alias: url owner: BenchmarkMetadataCard domain_of: - Entity range: uri dateCreated: name: dateCreated description: The date on which the entity was created. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: schema:dateCreated alias: dateCreated owner: BenchmarkMetadataCard domain_of: - Entity range: date required: false dateModified: name: dateModified description: The date on which the entity was most recently modified. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: schema:dateModified alias: dateModified owner: BenchmarkMetadataCard domain_of: - Entity range: date required: false exact_mappings: name: exact_mappings description: The property is used to link two concepts, indicating a high degree of confidence that the concepts can be used interchangeably across a wide range of information retrieval applications from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: skos:exactMatch alias: exact_mappings owner: BenchmarkMetadataCard domain_of: - Entity range: Any multivalued: true inlined: false close_mappings: name: close_mappings description: The property is used to link two concepts that are sufficiently similar that they can be used interchangeably in some information retrieval applications. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: skos:closeMatch alias: close_mappings owner: BenchmarkMetadataCard domain_of: - Entity range: Any multivalued: true inlined: false related_mappings: name: related_mappings description: The property skos:relatedMatch is used to state an associative mapping link between two concepts. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: skos:relatedMatch alias: related_mappings owner: BenchmarkMetadataCard domain_of: - Entity range: Any multivalued: true inlined: false narrow_mappings: name: narrow_mappings description: The property is used to state a hierarchical mapping link between two concepts, indicating that the concept linked to, is a narrower concept than the originating concept. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: skos:narrowMatch alias: narrow_mappings owner: BenchmarkMetadataCard domain_of: - Entity range: Any multivalued: true inlined: false broad_mappings: name: broad_mappings description: The property is used to state a hierarchical mapping link between two concepts, indicating that the concept linked to, is a broader concept than the originating concept. from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: skos:broadMatch alias: broad_mappings owner: BenchmarkMetadataCard domain_of: - Entity range: Any multivalued: true inlined: false isCategorizedAs: name: isCategorizedAs description: A relationship where an entity has been deemed to be categorized from_schema: https://ibm.github.io/ai-atlas-nexus/ontology/ai-risk-ontology rank: 1000 slot_uri: nexus:isCategorizedAs alias: isCategorizedAs owner: BenchmarkMetadataCard domain_of: - Entity range: Any multivalued: true inlined: false class_uri: nexus:benchmarkmetadatacard ````