MLDCAT-AP

Abstract

MLDCAT-AP aims to describe machine learning models, together with their datasets, quality measured on the datasets and citing papers. It has been originally developed in collaboration with OpenML. Over time, concepts coming from AI Act and AI Code of Practice (AI Cop) have been included and a reference to them has been added for each class or property where needed, including those references to existing data models.

Prefix	Namespace IRI
`adms`	`http://www.w3.org/ns/adms#`
`biro`	`http://purl.org/spar/biro/`
`cv`	`http://data.europa.eu/m8g/`
`dcat`	`http://www.w3.org/ns/dcat#`
`dct`	`http://purl.org/dc/terms/`
`dpv`	`https://w3id.org/dpv#`
`dqv`	`http://www.w3.org/ns/dqv#`
`foaf`	`http://xmlns.com/foaf/0.1/`
`frapo`	`http://purl.org/cerif/frapo/`
`it6`	`http://data.europa.eu/it6/`
`lpwc`	`https://linkedpaperswithcode.com/property/`
`lpwcc`	`https://linkedpaperswithcode.com/class/`
`mls`	`http://www.w3.org/ns/mls#`
`mlso`	`http://w3id.org/mlso/`
`odrl`	`http://www.w3.org/ns/odrl/2/`
`owl`	`http://www.w3.org/2002/07/owl#`
`qb`	`http://purl.org/linked-data/cube#`
`rdf`	`http://www.w3.org/1999/02/22-rdf-syntax-ns#`
`rdfs`	`http://www.w3.org/2000/01/rdf-schema#`
`skos`	`http://www.w3.org/2004/02/skos/core#`
`spdx`	`http://spdx.org/rdf/terms#`
`xsd`	`http://www.w3.org/2001/XMLSchema#`

Main Entities

The main entities are those that form the core of the Application Profile.

Agent

Definition: Any entity carrying out actions with respect to the entities Catalogue and the Catalogued Resources.
Reference: DCAT-AP [A]
Usage Note: If the Agent is an organisation, the use of the Organisation Ontology is recommended.
Properties: For this entity the following properties are defined: name .

	Property	Range	Card	Definition	Usage	REF
	name	Literal	1..*	A name of the agent.	This property can be repeated for different versions of the name (e.g. the name in different languages).	DCAT-AP [A]

Algorithm

Definition: The algorithm regardless software implementation.
Reference: MLS [A]
Properties: For this entity the following properties are defined: has algorithm type , has learning method type .

	Property	Range	Card	Definition	Usage	REF
	has algorithm type	Concept	0..*	A relation between an algorithm the category of algorithms that belongs to.		MLSO [A]
	has learning method type	Concept	0..1	A relation between an algorithm learning method and the category of algorithm learning methods that it belongs to.		MLSO [A]

Catalogue

Definition: A catalogue or repository that hosts the Datasets or Data Services being described.
Reference: DCAT-AP [A]
Properties: For this entity the following properties are defined: creator , dataset , description , homepage , identifier , keyword , licence , modification date , publisher , record , release date , service , title .

Property	Range	Card	Definition	Usage	REF
creator	Agent	0..1	An entity responsible for the creation of the Catalogue.		DCAT-AP [A]
dataset	Dataset	0..*	A Dataset that is part of the Catalogue.	As empty Catalogues are usually indications of problems, this property should be combined with the property service to implement an empty Catalogue check.	DCAT-AP [A]
description	Literal	1..*	A free-text account of the Catalogue.	This property can be repeated for parallel language versions of the description.	DCAT-AP [A]
homepage	Document	0..1	A web page that acts as the main page for the Catalogue.		DCAT-AP [A]
identifier	Literal	0..1	A unique identifier of the resource being described or cataloged.		DCAT [E]
keyword	Literal	0..*	A keyword or tag describing the resource.		DCAT [A]
licence	Licence Document	0..1	A licence under which the Catalogue can be used or reused.		DCAT-AP [A]
modification date	Temporal Literal	0..1	The most recent date on which the Catalogue was modified.		DCAT-AP [A]
publisher	Agent	1	An entity (organisation) responsible for making the Catalogue available.	In case multiple organisations are considered the publishers of the catalogue, it is recommended to use foaf:Group to bundle them into one entity.	DCAT-AP [A]
record	Catalogue Record	0..*	A Catalogue Record that is part of the Catalogue.		DCAT-AP [A]
release date	Temporal Literal	0..1	The date of formal issuance (e.g., publication) of the Catalogue.		DCAT-AP [A]
service	Data Service	0..*	A site or end-point (Data Service) that is listed in the Catalogue.	As empty Catalogues are usually indications of problems, this property should be combined with the property dataset to implement an empty Catalogue check	DCAT-AP [A]
title	Literal	1..*	A name given to the Catalogue.	This property can be repeated for parallel language versions of the name.	DCAT-AP [A]

Dataset

Definition: A conceptual entity that represents the information published.
Reference: DCAT-AP [A] , AI Act anx_XI
Usage Note: If a Dataset is used as part of a Dataset Series, the usage of the properties listed below must be coherent with the associated Dataset Series. For this usage, consult the guidelines in section 14. General usage guidelines.
Subclass of
: Catalogued Resource
Properties: For this entity the following properties are defined: access rights , bias method , collection date , collection method , contributor , creator , curation method , data provenance , dataset distribution , description , geographical coverage , has version , identifier , is referenced by , is version of , keyword , landing page , language , publisher , release date , status , theme , title , type , unsuitability method , version , version label , visibility .

Property	Range	Card	Definition	Usage	REF
access rights	Rights statement	0..1	Information that indicates whether the Dataset is publicly accessible, has access restrictions or is not public.	The recommended controlled vocabulary is the Access Rights Named Authority List.	DCAT-AP [A]
bias method	Literal	0..*	A description of any methods implemented in data acquisition or processing, if any, to address the prevalence of identifiable biases in the training data.		AI CoP
collection date	Temporal Literal	1	The date the data was originally collected, given by the uploader.		No references available.
collection method	Literal	0..1	Method used to collect the data, provided by the uploader.		AI CoP , AI Act anx_XI
contributor	Agent	0..*	An entity responsible for making contributions to the dataset.		No references available.
creator	Agent	0..*	An entity responsible for producing the Dataset.		DCAT-AP [A]
curation method	Literal	0..*	General description of the data processing involved in transforming the acquired data into training, testing, and validation data for the model, such as cleaning (e.g. filtering out irrelevant content such as advertisements), normalisation (e.g. tokenizing), augmentation (e.g. back-translation).		AI CoP
data provenance	Literal	0..*	A documented trail that accounts for the origin of the data.		AI CoP
dataset distribution	Distribution	0..*	An available Distribution for the Dataset.		DCAT-AP [A]
description	Literal	1..*	A free-text account of the Dataset.	This property can be repeated for parallel language versions of the description.	DCAT-AP [A] , AI CoP
geographical coverage	Location	0..*	A geographic region that is covered by the Dataset.		DCAT-AP [A] , AI CoP
has version	Dataset	0..*	A related Dataset that is a version, edition, or adaptation of the described Dataset.		DCAT-AP [A]
identifier	Literal	0..*	The main identifier for the Dataset, e.g. the URI or other unique identifier in the context of the Catalogue.		DCAT-AP [A]
is referenced by	Paper	0..*	A related resource that references, cites, or otherwise points to the dataset.		DCAT-AP [E]
is version of	Dataset	0..*	A related Dataset of which the described Dataset is a version, edition, or adaptation.		No references available.
keyword	Literal	0..*	A keyword or tag describing the Dataset.		DCAT-AP [A]
landing page	Document	0..*	A web page that provides access to the Dataset, its Distributions and/or additional information.	It is intended to point to a landing page at the original data provider, not to a page on a site of a third party, such as an aggregator.	DCAT-AP [A]
language	Linguistic System	0..1	A language of the Dataset.		DCAT-AP [A] , AI CoP
publisher	Agent	0..1	An entity (organisation) responsible for making the resource available.		DCAT-AP [A]
release date	Temporal Literal	0..1	The date of formal issuance (e.g., publication) of the Dataset.		DCAT-AP [A]
status	Concept	0..1	The stage of the dataset in the context of the publication process.	The recommended controlled vocabulary is the Dataset status code list.	DCAT [E]
theme	Concept	0..*	A category of the Dataset.		DCAT-AP [A] , AI CoP
title	Literal	1..*	A name given to the Dataset.	This property can be repeated for parallel language versions of the name.	DCAT-AP [A]
type	Concept	0..*	A type of the Dataset.	A recommended controlled vocabulary data-type is foreseen.	DCAT-AP [A] , AI CoP
unsuitability method	Literal	0..*	A description of any methods implemented in data acquisition or processing, if any, to detect the presence of unsuitable data sources considering the models intended uses, including but not limited to illegal content, child sexual abuse material (CSAM), non-consensual intimate imagery (NCII), and personal data leading to its unlawful processing.		AI CoP
version	Literal	0..1	The version indicator (name or identifier) of a resource.		DCAT [A]
version label	Literal	0..1	User-provided version label, which can be a date, hash, or other identifier relevant to the user.		No references available.
visibility	Concept	0..1	Settings for a dataset that determine who can access or view it. Options typically include 'Everyone', 'All my friends', 'Only me', or specific user-defined circles.	The recommended controlled vocabulary is the Dataset visibility code list.	No references available.

Distribution

Definition: A physical embodiment of the Dataset in a particular format.
Reference: DCAT-AP [A]
Properties: For this entity the following properties are defined: access service , access URL , byte size , checksum , default target attribute , download URL , format , has data , has feature , has policy , has quality measurement , identifier , ignore attribute , language , licence , media type , number of datapoints , processing date , processing error , processing warning , row ID attribute , title .

Property	Range	Card	Definition	Usage	REF
access service	Data Service	0..*	A data service that gives access to the distribution of the dataset.		DCAT-AP [A]
access URL	Catalogued Resource	1..*	A URL that gives access to a Distribution of the Dataset.	The resource at the access URL may contain information about how to get the Dataset.	DCAT-AP [A]
byte size	nonNegativeInteger	0..1	The size of a Distribution in bytes.		DCAT-AP [A]
checksum	Checksum	0..1	A mechanism that can be used to verify that the contents of a distribution have not changed.	The checksum is related to the downloadURL.	DCAT-AP [A]
default target attribute	Literal	0..*	The primary attribute intended for analysis or processing, if applicable.	Tasks can also be defined that use another attribute as target.	No references available.
download URL	Catalogued Resource	0..*	A URL that is a direct link to a downloadable file in a given format.		DCAT-AP [A]
format	Media Type Or Extent	0..1	The file format of the Distribution.	The recommended controlled vocabulary is the EU Vocabularies File Type Named Authority List.	DCAT-AP [A]
has data	Concept	0..*	Indicates association with Data (may or may not be personal).	The suggested code list is the Data Categories.	No references available.
has feature	Feature	0..*	The attribute or column being part of a distribution.		No references available.
has policy	Policy	0..1	The policy expressing the rights associated with the distribution if using the [[ODRL]] vocabulary.		DCAT-AP [A]
has quality measurement	Quality Measurement	1..*	Metrics that can be performed to assess the quality of any kind of resource (e.g., a dataset, a linkset, a graph, a set of triples). However, in the DQV context, it is generally expected to be used in statements in which subjects are instances of dcat:Dataset or dcat:Distribution.		No references available.
identifier	Literal	0..1	An unambiguous identifier for the resource.		No references available.
ignore attribute	Literal	0..*	Attributes that should be excluded in modelling, such as identifiers and indexes.		No references available.
language	Linguistic System	0..*	A language used in the Distribution.	This property can be repeated if the metadata is provided in multiple languages. The recommended controlled vocabulary is the EU Vocabularies Languages Named Authority List.	DCAT-AP [A]
licence	Licence Document	0..1	A licence under which the Distribution is made available.		DCAT-AP [A] , AI CoP
media type	Media Type	0..1	The media type of the Distribution as defined in the official register of media types managed by IANA.		DCAT-AP [A]
number of datapoints	nonNegativeInteger	0..1	The total count of individual data entries or observations contained.		AI CoP , AI Act anx_XI , AI Act anx_XII , AI Act anx_XIII
processing date	Temporal Literal	0..1	Date of processing.		No references available.
processing error	Literal	0..1	Errors discovered while processing the dataset.		No references available.
processing warning	Literal	0..1	Warnings while processing the dataset.		No references available.
row ID attribute	Literal	0..1	The attribute that represents the row-id column, if present in the dataset.		No references available.
title	Literal	0..*	A name given to the Distribution.	This property can be repeated for parallel language versions of the name.	DCAT-AP [A]

File

Definition: A physical embodiment of the machine learning model in a particular format.
Reference: AI Act anx_XI
Properties: For this entity the following properties are defined: checksum , format , id , title , url .

Property	Range	Card	Definition	REF
checksum	Checksum	0..*	A mechanism that can be used to verify that the contents of a distribution have not changed.	AI CoP
format	Concept	1	The file format, physical medium, or dimensions of the resource.	No references available.
id	Literal	1	An unambiguous identifier for the resource.	No references available.
title	Literal	1	The name assigned to the resource.	No references available.
url	Catalogued Resource	1	The url of the file to be downloaded.	No references available.

Harm Risk

Definition: The combination of the probability of an occurrence of harm and the severity of that harm.
Reference: AI Act art_3.tit_1
Properties: For this entity the following properties are defined: description , mitigation , nature , probability , severity , source , title , type .

Property	Range	Card	Definition	REF
description	Literal	1	An account of the resource.	No references available.
mitigation	Literal	0..*	The action of reducing the likelihood or severity of the risk.	AI Act rct_114
nature	Concept	0..*	The inherent characteristics of the risk.	AI Act rct_116
probability	Literal	0..1	The likelihood that a given event will occur.	AI Act art_3.tit_1
severity	Literal	0..1	The extent of the damage resulting from an event occurring.	AI Act art_3.tit_1
source	Concept	0..*	The origin or cause of the risk.	AI Act rct_116
title	Literal	1	A name associated to the risk.	No references available.
type	Concept	0..*	The nature or genre of the resource.	No references available.

Machine Learning Model

Definition: A file that has been trained to recognize certain types of patterns.
Reference: AI CoP , AI Act
Properties: For this entity the following properties are defined: bias , contributor , created , creator , description , design specifications , evaluation results , evaluation strategy , fine tuned from , has benchmark , has bibliographic reference , has engagement , has file , has input modality , has output modality , has policy , has prediction , has provider , has registered user , has repository , has risk , has uploader , has variation , how to use , identifier , intended use , is funded by , keyword , language , licence , limitations , logo , method of distribution , model architecture , modified , name , placed on market date , release date , runned on , short description , tested on , testing description , total number of parameters , trained on , training methodologies , training process , type , validated on , version .

Property	Range	Card	Definition	Usage	REF
bias	Literal	0..1	A description of the possible biases affecting the overall output of the model.		No references available.
contributor	Agent	0..*	An entity responsible for making contributions to the resource.		No references available.
created	Temporal Literal	1	Date of creation of the resource.		No references available.
creator	Agent	0..*	An entity responsible for making the resource.		No references available.
description	Literal	0..*	Description of the resource.		No references available.
design specifications	Literal	0..*	A general description of the main steps or stages involved in the training process, including training methodologies and techniques, the key design choices, assumptions made and what the model is designed to optimise for, and the relevance of different parameters, as applicable.		AI CoP
evaluation results	Literal	0..1	A description of the evaluation against the validation dataset.		No references available.
evaluation strategy	Literal	0..1	A description of the evaluation strategy used.		AI Act anx_XI
fine tuned from	Machine Learning Model	0..1	The model from on which this model has been fine tuned.		No references available.
has benchmark	Benchmark	0..*	The benchmarks used to evaluate this model.		AI Act anx_XIII
has bibliographic reference	Bibliographic Reference	0..*	The reference to a paper.		No references available.
has engagement	Engagement	0..1	Statistics resulting of user engagement.		No references available.
has file	File	1..*	The file in which the model is expressed.		AI Act anx_XI
has input modality	Modality	0..*	The modality of the input of the model.		AI CoP , AI Act anx_XI
has output modality	Modality	0..*	The modality of the output of the model.		AI CoP , AI Act anx_XI
has policy	Policy	0..*	The policy expressing the rights associated with the distribution if using the [[ODRL]] vocabulary.		AI CoP , AI Act anx_XI
has prediction	Dataset	0..*	The predicted dataset generated as output of a machine learning model.		AI Act anx_XI
has provider	Agent	0..*	A natural or legal person, public authority, agency or other body that develops a Machine Learning Model or places it on the market or puts the it into service under its own name or trademark, whether for payment or free of charge.		No references available.
has registered user	Agent	0..*	The registered user associated to the model.		AI Act anx_XIII
has repository	Repository	0..*	The repository associated.		No references available.
has risk	Harm Risk	0..*	A possible risk that can occur.		No references available.
has uploader	Agent	0..1	An entity responsible for uploading the resource.		No references available.
has variation	Machine Learning Model	0..*	The model that is variant of this model.		No references available.
how to use	Literal	0..1	An explanation of how to use or deploy the model.		AI CoP
identifier	Literal	1	An unambiguous identifier for the resource.		No references available.
intended use	Literal	0..*	The prescribed application of the model.		AI CoP , AI Act anx_XI , AI Act anx_XII
is funded by	Agent	0..*	An object property linking something to the funding that funds it (i.e. that finances or pays for it), or to the funding agency providing that funding. This flexibility is given because of alternative usages of the English word 'funds'.		No references available.
keyword	Literal	0..*	A tag describing the resource.		No references available.
language	Linguistic System	0..*	A language of the resource.	The language that the model is able to understand.	No references available.
licence	Licence Document	0..*	The licence under which the resource is made available.		AI CoP , AI Act anx_XI , AI Act anx_XII
limitations	Literal	0..1	The limited capabilities of the model.		No references available.
logo	Image Object	0..*	An image or logo of the model.		No references available.
method of distribution	Literal	0..*	A method of distribution through which the model has been made or can be made available to downstream providers.		AI CoP , AI Act anx_XII
model architecture	Literal	0..*	A general description of the model architecture, e.g. a transformer architecture.		AI CoP , AI Act anx_XI
modified	Temporal Literal	0..*	The date the machine learning model was last modified.		No references available.
name	Literal	1..*	The name assigned to the resource.		AI CoP , AI Act
placed on market date	Temporal Literal	0..1	Date when the model was placed on the Union market.		AI CoP
release date	Temporal Literal	0..1	The date a model is released.		AI CoP , AI Act anx_XI , AI Act anx_XII
runned on	Dataset	0..*	The dataset on which a machine learning model is executed.		No references available.
short description	Literal	0..1	A short description of a machine learning model.		No references available.
tested on	Dataset	0..*	The testing dataset used to evaluate the machine learning model.		AI Act anx_XI
testing description	Literal	0..1	A detailed description of the measures put in place for the purpose of conducting internal and/or external adversarial testing (e.g. red teaming), model adaptations, including alignment and fine-tuning.		AI Act anx_XI
total number of parameters	nonNegativeInteger	0..*	The total number of parameters of the model.		AI CoP , AI Act anx_XII
trained on	Dataset	1..*	The training dataset used to train the machine learning model.		AI Act anx_XI
training methodologies	Literal	0..1	A description of the methodologies used.		AI CoP , AI Act anx_XI
training process	Literal	0..1	A description of the training process.		AI CoP , AI Act anx_XI
type	Concept	0..*	The nature or genre of the resource.		No references available.
validated on	Dataset	0..*	The validation dataset used to fine-tune the machine learning model.		AI Act anx_XI
version	Literal	1	The current version of the model.		No references available.

Paper

Definition: A paper makes content and research results available to the general public.
Reference: LPWC [A]
Properties: For this entity the following properties are defined: abstract , creator , date , has document , has model , has repository , references , subject , title .

Property	Range	Card	Definition	REF
abstract	Literal	0..1	A summary of the resource.	LPWC [E]
creator	Agent	0..*	An entity responsible for making the resource.	No references available.
date	Temporal Literal	1	A point or period of time associated with an event in the lifecycle of the resource.	LPWC [E]
has document	Document	1	The url or location of the document itself.	No references available.
has model	Machine Learning Model	0..*	The model that is used by a paper or an evaluation.	LPWC [E]
has repository	Repository	0..*	The repository of a paper.	LPWC [A]
references	Dataset	0..*	A related resource that is referenced, cited, or otherwise pointed to by the described resource.	No references available.
subject	Literal	0..1	A topic of the resource.	No references available.
title	Literal	1	A name given to the resource.	LPWC [E]

Quality Measurement

Definition: The evaluation of a given dataset (or dataset distribution) against a specific quality metric.
Properties: For this entity the following properties are defined: dataset , feature index , interval end , interval start , type , value .

Property	Range	Card	Definition	REF
dataset	Quality Measurement Dataset	0..*	The data set of which this observation is a part.	No references available.
feature index	Feature	0..1	The feature on which the quality is measure on.	No references available.
interval end	Temporal Literal	0..1	The maximum value of the Quality Measure.	No references available.
interval start	Temporal Literal	0..1	The minimum value of the Quality Measure.	No references available.
type	Data Quality	1	A classification for a quality.	No references available.
value	Literal	1	Values computed by metric.	No references available.

Supportive Entities

The supportive entities are supporting the main entities in the Application Profile. They are included in the Application Profile because they form the range of properties.

Benchmark

Definition: A type of comparison between two or more resources.
Reference: AI Act anx_XIII
Properties: For this entity the following properties are defined: title .

	Property	Range	Card	Definition	Usage	REF
	title	Literal	1	The name assigned to the resource.		AI Act anx_XIII

Bibliographic Reference

Definition: An expression of a bibliographic record in a specific format, that references a particular textual or data publication (or a work in preparation for publication). Each bibliographic reference is a list of items containing entities that describe aspects of the referenced work - for example authors, title, journal, publication year - selected from the bibliographic record. Note that because different journal styles may require omission of elements of the bibliographic record in references included in a paper's reference list (e.g. the title, the identifier, the names of the eighth and subsequent authors), and because errors can be introduced when an author creates a bibliographic reference, the bibliographic reference to a published work may not be a complete or fully accurate expression of the information contained within the authoritative bibliographic record for that work.
Properties: For this entity the following properties are defined: bibliographic citation , format , references .

Property	Range	Card	Definition	REF
bibliographic citation	Literal	1	A bibliographic reference for the resource.	No references available.
format	Literal	1	The file format, physical medium, or dimensions of the resource.	No references available.
references	Paper	0..*	A related resource that is referenced, cited, or otherwise pointed to by the described resource.	No references available.

Catalogue Record

Definition: A description of a Catalogued Resource's entry in the Catalogue.
Reference: DCAT-AP [A]
Properties: For this entity the following properties are defined: description , description version , modification date , primary topic .

Property	Range	Card	Definition	Usage	REF
description	Literal	0..*	A free-text account of the record.	This property can be repeated for parallel language versions of the description.	DCAT-AP [A]
description version	Literal	0..1	Version number of the description. '1' for original version.		No references available.
modification date	Temporal Literal	1	The most recent date on which the Catalogue entry was changed or modified.		DCAT-AP [A]
primary topic	Catalogued Resource	1	A link to the Dataset, Data service or Catalog described in the record.	A catalogue record will refer to one entity in a catalogue. This can be either a Dataset or a Data Service. To ensure an unambiguous reading of the cardinality the range is set to Catalogued Resource. However it is not the intend with this range to require the explicit use of the class Catalogued Record. As abstract class, an subclass should be used.	DCAT-AP [A]

Catalogued Resource

Definition: Resource published or curated by a single agent.
Reference: DCAT-AP [A]
Usage Note: This class Catalogued Record is an abstract class for DCAT-AP. Therefore only subclasses should be used in a data exchange.
Properties: This specification does not impose any additional requirements to properties for this entity.

Checksum

Definition: A value that allows the contents of a file to be authenticated.
Reference: DCAT-AP [A]
Usage Note: This class allows the results of a variety of checksum and cryptographic message digest algorithms to be represented.
Properties: For this entity the following properties are defined: algorithm , checksum value .

	Property	Range	Card	Definition	Usage	REF
	algorithm	Checksum Algorithm	1	The algorithm used to produce the subject Checksum.	The members of this property are the supported checksum algorithms.	DCAT-AP [A]
	checksum value	hexBinary	1	A lower case hexadecimal encoded digest value produced using a specific algorithm.		DCAT-AP [A]

Checksum Algorithm

Definition: Algorithm for Checksums.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Collection

Definition: A group of task or runs to easily refer to them and share them with others.
Properties: For this entity the following properties are defined: creation date , description , has uploader , identifier , title , visibility .

Property	Range	Card	Definition	Usage	REF
creation date	Temporal Literal	1	Date of creation of the resource.		No references available.
description	Literal	0..1	Description of the resource.		No references available.
has uploader	Agent	1	An entity responsible for uploading the resource.		No references available.
identifier	Literal	1	An unambiguous identifier for the resource.		No references available.
title	Literal	1	A name assigned to the resource.		No references available.
visibility	Concept	1	Settings for a dataset that determine who can access or view it. Options typically include 'Everyone', 'All my friends', 'Only me', or specific user-defined circles.	The recommended controlled vocabulary is the Collection visibility code list.	No references available.

Computer Infrastructure

Definition: The architecture that represents the set of hardware, software, network resources and services required for the operation of an IT environment.
Reference: AI Act anx_XI , AI CoP , AI Act anx_XII
Properties: For this entity the following properties are defined: has hardware , has library , title .

Property	Range	Card	Definition	REF
has hardware	Hardware	1..*	The hardware associated with the computer infrastructure.	No references available.
has library	Library	1..*	The library associated with the computer infrastructure.	No references available.
title	Literal	1	The name assigned to the resource.	AI Act anx_XI , AI CoP

Concept

Definition: An idea or notion; a unit of thought.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Cost Matrix

Definition
Properties: This specification does not impose any additional requirements to properties for this entity.

Data Quality

Definition: A measurable property of datasets, such as size, shape, statistical properties, benchmarks, and the presence of missing values.
Usage Note: Examples are size, shape, statistical properties, benchmarks, and the presence of missing values.
Subclass of
: Measure
Properties: For this entity the following properties are defined: description , identifier , title .

Property	Range	Card	Definition	REF
description	Literal	0..1	An explanation of the quality type.	No references available.
identifier	Literal	1	An unambiguous identifier for the resource.	No references available.
title	Literal	1	The name assigned to the resource.	No references available.

Data Service

Definition: A collection of operations that provides access to one or more datasets or data processing functions.
Reference: DCAT-AP [A]
Subclass of
: Catalogued Resource
Properties: For this entity the following properties are defined: endpoint URL , serves dataset , serves model , title .

Property	Range	Card	Definition	Usage	REF
endpoint URL	Catalogued Resource	1..*	The root location or primary endpoint of the service (an IRI).		DCAT-AP [A]
serves dataset	Dataset	0..*	A collection of data that this data service can distribute.		DCAT-AP [A]
serves model	Machine Learning Model	0..*	A model that this data service can distribute.		AI CoP
title	Literal	1..*	A name given to the Data Service.	This property can be repeated for parallel language versions of the name.	DCAT-AP [A]

Document

Definition: A textual resource intended for human consumption that contains information, e.g. a web page about a Dataset.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Engagement

Definition
Properties: For this entity the following properties are defined: download , like .

	Property	Range	Card	Definition	Usage	REF
	download	integer	0..1	The number of downloads of the machine learning model.		No references available.
	like	integer	0..1	The number of likes the machine learning model received.		No references available.

Environmental Impact

Definition: The measurable effects of activities on the environment.
Reference: AI Act anx_XI , AI Act anx_XIII
Properties: For this entity the following properties are defined: carbon emitted , measurement methodology , power consumption .

Property	Range	Card	Definition	REF
carbon emitted	Literal	0..1	The emitted carbon.	AI Act anx_XI
measurement methodology	Literal	0..*	The methodology with which the resource was measured.	AI CoP
power consumption	Literal	0..1	The consumed power.	AI Act anx_XI , AI Act anx_XIII

Estimation Procedure

Definition: How models should be evaluated, typically by defining specific kinds of train- and test splits.
Subclass of
: Measure
Properties: For this entity the following properties are defined: description , has parameter , has split , identifier , title , type .

Property	Range	Card	Definition	Usage	REF
description	Literal	1	Description of the resource.		No references available.
has parameter	Parameter	1..*	The configured setting.		No references available.
has split	Split		The split that is used for the estimation procedure.		No references available.
identifier	Literal	1	An unambiguous identifier for the resource.		No references available.
title	Literal	1	The name assigned to the resource.		No references available.
type	Concept	1	A classification of the resource.	The recommended controlled vocabulary is the Estimation Procedure type code list.	No references available.

Evaluation

Definition
Properties: For this entity the following properties are defined: array data , fold , has flow , identifier , interval end , interval start , label , repeat , sample , sample size , stdev , title , value .

Property	Range	Card	Definition	REF
array data	Literal	0..1		No references available.
fold	Literal	0..1		No references available.
has flow	Flow	0..*		No references available.
identifier	Literal	0..1	An unambiguous identifier for the resource.	No references available.
interval end	Temporal Literal	0..1		No references available.
interval start	Temporal Literal	0..1		No references available.
label	Literal	0..1		No references available.
repeat	Literal	0..1		No references available.
sample	Literal	0..1		No references available.
sample size	Literal	0..1		No references available.
stdev	Literal	0..1		No references available.
title	Literal	1	The name assigned to the resource.	No references available.
value	Literal	0..1		No references available.

Evaluation Measure

Definition: A way to score the outputs of machine learning models (e.g. predictions).
Subclass of
: Measure
Properties: For this entity the following properties are defined: description , implementation , title , value , value bad , value good .

Property	Range	Card	Definition	REF
description	Literal	0..1		No references available.
implementation	Literal	0..1		No references available.
title	Literal	1	The name assigned to the resource.	No references available.
value	Literal	1		No references available.
value bad	Literal	0..1		No references available.
value good	Literal	0..1		No references available.

Feature

Definition: The attribute or column in which a distribution is structured.
Properties: For this entity the following properties are defined: description , title , type .

Property	Range	Card	Definition	Usage	REF
description	Literal	0..1	An explanation of the attribute.		No references available.
title	Literal	1	The name assigned to the resource.		No references available.
type	Concept	1	A classification of the resource.	The recommended controlled vocabulary is the Feature type code list.	No references available.

Flow

Definition: A machine learning pipeline or neural architectures, or (untrained) machine learning models, such as in general.
Usage Note: Flows contain all the information necessary to build a model, including its exact structure and any software dependencies. Given a flow, supported machine learning libraries can reproduce the model exactly.
Properties: For this entity the following properties are defined: class name , custom name , description , external version , has dependency , has flow parameter , has uploader , identifier , keyword , status , title , uploaded , version .

Property	Range	Card	Definition	Usage	REF
class name	Literal	0..1			No references available.
custom name	Literal	0..1			No references available.
description	Literal	0..1	Description of the resource.		No references available.
external version	Literal	0..1			No references available.
has dependency	Library	0..*	The libraries that a flow depends on.		No references available.
has flow parameter	Flow Parameter	0..*			No references available.
has uploader	Agent	0..1	An entity responsible for uploading the resource.		No references available.
identifier	Literal	0..1	An unambiguous identifier for the resource.		No references available.
keyword	Literal	0..*			No references available.
status	Concept	1		The recommended controlled vocabulary is the Flow status code list.	No references available.
title	Literal	0..1	The name assigned to the resource.		No references available.
uploaded	Literal	1			No references available.
version	Literal	0..1			No references available.

Flow Parameter

Definition
Properties: For this entity the following properties are defined: default value , description , recommended range , title , type .

Property	Range	Card	Definition	Usage	REF
default value	Literal	0..1			No references available.
description	Literal	0..1	Description of the resource.		No references available.
recommended range	Literal	0..1			No references available.
title	Literal	1	The name assigned to the resource.		No references available.
type	Concept	0..1	A classification of the resource.	The recommended controlled vocabulary is the Flow Parameter type code list.	No references available.

Hardware

Definition: The tangible, physical devices and components that support the operation of software applications and services.
Reference: AI CoP , AI Act anx_XII
Properties: For this entity the following properties are defined: description , title .

	Property	Range	Card	Definition	Usage	REF
	description	Literal	0..*	Description of the resource.		AI CoP
	title	Literal	1	The name assigned to the resource.		No references available.

Image Object

Definition: A logo to describe / represent an entity.
Properties: This specification does not impose any additional requirements to properties for this entity.

Library

Definition: A collection of code.
Reference: AI Act anx_XII , AI CoP
Properties: For this entity the following properties are defined: description , is executed by , licence , title , version .

Property	Range	Card	Definition	REF
description	Literal	0..*	Description of the resource.	AI CoP
is executed by	File	0..*	The library that is executed by this file.	No references available.
licence	Licence Document	0..*	A licence under which the Library is made available.	AI CoP
title	Literal	1	The name assigned to the resource.	No references available.
version	Literal	0..1	Version of the resource.	AI CoP

Licence Document

Definition: A legal document giving official permission to do something with a resource.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Linguistic System

Definition: A system of signs, symbols, sounds, gestures, or rules used in communication, e.g. a language.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Location

Definition: A spatial region or named place.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Measure

Definition
Properties: This specification does not impose any additional requirements to properties for this entity.

Media Type

Definition: A file format or physical medium.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Media Type Or Extent

Definition: A media type or extent.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Modality

Definition: The distinct format of structure of input or output data.
Reference: AI CoP , AI Act anx_XI , AI Act anx_XII , AI Act anx_XIII
Properties: For this entity the following properties are defined: classification , size .

	Property	Range	Card	Definition	Usage	REF
	classification	Concept	0..*	The classification of the modality.		AI CoP , AI Act anx_XI , AI Act anx_XII , AI Act anx_XIII
	size	Literal	0..*	The maximum size of the modality.		AI CoP

Output File Description

Definition: The degree or extent of something, as determined by measurement or calculation.
Properties: For this entity the following properties are defined: id , title , url .

Property	Range	Card	Definition	REF
id	Literal	1	An unambiguous identifier for the resource.	No references available.
title	Literal	1	The name assigned to the resource.	No references available.
url	Catalogued Resource	1		No references available.

Parameter

Definition: The various configuration settings that are specified prior to and during training a model.
Properties: For this entity the following properties are defined: component , name , value .

Property	Range	Card	Definition	REF
component	Literal	0..1		No references available.
name	Literal	1	The name assigned to the resource.	No references available.
value	Literal	1		No references available.

Policy

Definition: A non-empty group of Permissions and/or Prohibitions.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Prediction

Definition
Properties: For this entity the following properties are defined: format , has prediction feature .

	Property	Range	Card	Definition	Usage	REF
	format	Concept	1			No references available.
	has prediction feature	Prediction Feature	1..*			No references available.

Prediction Feature

Definition
Properties: For this entity the following properties are defined: title , type .

	Property	Range	Card	Definition	Usage	REF
	title	Literal	1	The name assigned to the resource.		No references available.
	type	Concept	1	A classification of the resource.	The recommended controlled vocabulary is the Prediction Feature type code list.	No references available.

Quality Measurement Dataset

Definition: A dataset of quality measurements, evaluations of one or more datasets (or dataset distributions) against specific quality metrics.
Properties: For this entity the following properties are defined: evaluation engine id , identifier .

	Property	Range	Card	Definition	Usage	REF
	evaluation engine id	Literal	0..1	The engine responsible for extracting the features.		No references available.
	identifier	Literal	1	An unambiguous identifier for the resource.		No references available.

Repository

Definition: A repository is a place where code and data is stored.
Reference: LPWC [A]
Properties: For this entity the following properties are defined: has file , name .

	Property	Range	Card	Definition	Usage	REF
	has file	File	0..*			No references available.
	name	Literal	1	The name assigned to the resource.		No references available.

Resource

Definition: Anything described by RDF.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Rights statement

Definition: A statement about the intellectual property rights (IPR) held in or over a resource, a legal document giving official permission to do something with a resource, or a statement about access rights.
Reference: DCAT-AP [A]
Properties: This specification does not impose any additional requirements to properties for this entity.

Run

Definition: An evaluation of machine learning models (flows) trained on a given task.
Usage Note: Runs can be created and shared automatically from supported machine learning libraries. They contain the exact hyperparameters used, all detailed results, and potentially the trained models.
Properties: For this entity the following properties are defined: error message , executes , has evaluation , has flow , has inferencing impact , has output file description , has output file prediction , has parameter , has task , has training impact , has uploader , identifier , keyword , run details , setup Id , setup string , training time .

Property	Range	Card	Definition	REF
error message	Literal	0..1		No references available.
executes	Algorithm	1..*	The Algorithm executed by the run.	No references available.
has evaluation	Evaluation	0..*		No references available.
has flow	Flow	1		No references available.
has inferencing impact	Environmental Impact	0..*	The impact of inferencing the model.	AI CoP
has output file description	Output File Description	1		No references available.
has output file prediction	File	1		No references available.
has parameter	Parameter	0..*	The configured setting.	No references available.
has task	Task	0..1		No references available.
has training impact	Environmental Impact	0..*	Measured or estimated amount of energy used for training.	AI CoP , AI Act anx_XI , AI Act anx_XIII
has uploader	Agent	0..1	An entity responsible for uploading the resource.	No references available.
identifier	Literal	0..1	An unambiguous identifier for the resource.	No references available.
keyword	Literal	0..*		No references available.
run details	Literal	0..1		No references available.
setup Id	Literal	0..1		No references available.
setup string	Literal	0..1		No references available.
training time	Temporal Literal	0..*	A description of the training time.	AI CoP

Run Collection

Definition: A group of runs to easily refer to them and share them with others.
Subclass of
: Collection
Properties: For this entity the following properties are defined: has run .

	Property	Range	Card	Definition	Usage	REF
	has run	Run	1..*			No references available.

Split

Definition: Represents a partition of a distribution of data.
Properties: For this entity the following properties are defined: description , id , is applied to , title , type .

Property	Range	Card	Definition	REF
description	Literal	0..1	An explanation of the attribute.	No references available.
id	Literal	1	An unambiguous identifier for the resource.	No references available.
is applied to	Distribution	1..*		No references available.
title	Literal	1	The name assigned to the resource.	No references available.
type	Concept	0..1	A classification of the resource.	No references available.

Task

Definition: A task defines specific problems to be solved using a given dataset.
Usage Note: Tasks specify train and test sets, which target feature(s) to predict for supervised problems, and possibly which evaluation measure to optimize. They make the problem reproducible and machine-readable.
Properties: For this entity the following properties are defined: has cost matrix , has estimation procedure , has evaluation measure , has output , has task type , id , keyword , source data , target feature , title .

Property	Range	Card	Definition	Usage	REF
has cost matrix	Cost Matrix	0..1			No references available.
has estimation procedure	Estimation Procedure	1..*			No references available.
has evaluation measure	Evaluation Measure	1..*			No references available.
has output	Prediction	1			No references available.
has task type	Task Type	1		The recommended controlled vocabulary is the Task type code list.	No references available.
id	Literal	0..1	An unambiguous identifier for the resource.		No references available.
keyword	Literal	0..*	A keyword or tag describing the resource.		No references available.
source data	Dataset	1..*			No references available.
target feature	Feature	1..*			No references available.
title	Literal	1	The name assigned to the resource.		No references available.

Task Collection

Definition: A group of tasks to easily refer to them and share them with others.
Subclass of
: Collection
Properties: For this entity the following properties are defined: has task .

	Property	Range	Card	Definition	Usage	REF
	has task	Task	1..*			No references available.

Task Type

Definition
Properties: For this entity the following properties are defined: description , id , title .

Property	Range	Card	Definition	REF
description	Literal	1		No references available.
id	Literal	1	An unambiguous identifier for the resource.	No references available.
title	Literal	1	The name assigned to the resource.	No references available.

	Class	Definition
	hexBinary	Hex-encoded binary data. The ·value space· of hexBinary is the set of finite-length sequences of binary octets.
	integer	Integer is derived from decimal by fixing the value of fractionDigits to be 0 and disallowing the trailing decimal point. This results in the standard mathematical concept of the integer numbers.
	Literal	A literal value such as a string or integer; Literals may be typed, e.g. as a date according to xsd:date. Literals that contain human-readable text have an optional language tag as defined by BCP 47[[rfc5646]].
	nonNegativeInteger	Number derived from integer by setting the value of minInclusive to be 0.
	Temporal Literal	rdfs:Literal encoded using the relevant [[ISO8601]] Date and Time compliant string and typed using the appropriate XML Schema datatype (xsd:gYear, xsd:gYearMonth, xsd:date, or xsd:dateTime).

Quick Reference of Classes and Properties

This section provides a condensed tabular overview of the mentioned classes and properties in this specification. The properties are indicated as mandatory, recommended, optional and deprecated. These terms have the following meaning.

Mandatory property: a receiver MUST be able to process the information for that property; a sender MUST provide the information for that property.
Recommended property: a receiver MUST be able to process the information for that property; a sender SHOULD provide the information for that property if it is available.
Optional property: a receiver MUST be able to process the information for that property; a sender MAY provide the information for that property but is not obliged to do so.
Deprecated property: a receiver SHOULD be able to process information about instances of that property; a sender SHOULD NOT provide the information about instances of that property.

Class	Class IRI	Property Type	Property	Property IRI
Agent	http://xmlns.com/foaf/0.1/Agent	Mandatory	name	http://xmlns.com/foaf/0.1/name
Algorithm	http://www.w3.org/ns/mls#Algorithm	Optional	has algorithm type	http://w3id.org/mlso/hasAlgorithmType
Algorithm	http://www.w3.org/ns/mls#Algorithm	Optional	has learning method type	http://w3id.org/mlso/hasLearningMethodType
Benchmark	http://data.europa.eu/it6/Benchmark	Mandatory	title	http://purl.org/dc/terms/title
Bibliographic Reference	http://purl.org/spar/biro/BibliographicReference	Mandatory	bibliographic citation	http://purl.org/dc/terms/bibliographicCitation
Bibliographic Reference	http://purl.org/spar/biro/BibliographicReference	Mandatory	format	http://purl.org/dc/terms/format
Bibliographic Reference	http://purl.org/spar/biro/BibliographicReference	Optional	references	http://purl.org/dc/terms/references
Catalogue	http://www.w3.org/ns/dcat#Catalog	Mandatory	description	http://purl.org/dc/terms/description
Catalogue	http://www.w3.org/ns/dcat#Catalog	Mandatory	publisher	http://purl.org/dc/terms/publisher
Catalogue	http://www.w3.org/ns/dcat#Catalog	Mandatory	title	http://purl.org/dc/terms/title
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	creator	http://purl.org/dc/terms/creator
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	dataset	http://www.w3.org/ns/dcat#dataset
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	homepage	http://xmlns.com/foaf/0.1/homepage
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	identifier	http://purl.org/dc/terms/identifier
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	keyword	http://www.w3.org/ns/dcat#keyword
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	licence	http://purl.org/dc/terms/license
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	modification date	http://purl.org/dc/terms/modified
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	record	http://www.w3.org/ns/dcat#record
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	release date	http://purl.org/dc/terms/issued
Catalogue	http://www.w3.org/ns/dcat#Catalog	Optional	service	http://www.w3.org/ns/dcat#service
Catalogue Record	http://www.w3.org/ns/dcat#CatalogRecord	Optional	description	http://purl.org/dc/terms/description
Catalogue Record	http://www.w3.org/ns/dcat#CatalogRecord	Optional	description version	http://data.europa.eu/it6/descriptionVersion
Catalogue Record	http://www.w3.org/ns/dcat#CatalogRecord	Optional	modification date	http://purl.org/dc/terms/modified
Catalogue Record	http://www.w3.org/ns/dcat#CatalogRecord	Optional	primary topic	http://xmlns.com/foaf/0.1/primaryTopic
Catalogued Resource	http://www.w3.org/ns/dcat#Resource
Checksum	http://spdx.org/rdf/terms#Checksum	Mandatory	algorithm	http://spdx.org/rdf/terms#algorithm
Checksum	http://spdx.org/rdf/terms#Checksum	Mandatory	checksum value	http://spdx.org/rdf/terms#checksumValue
Checksum Algorithm	http://spdx.org/rdf/terms#ChecksumAlgorithm
Collection	http://data.europa.eu/it6/Collection	Mandatory	creation date	http://data.europa.eu/it6/creationDate
Collection	http://data.europa.eu/it6/Collection	Mandatory	has uploader	http://data.europa.eu/it6/hasUploader
Collection	http://data.europa.eu/it6/Collection	Mandatory	identifier	http://purl.org/dc/terms/identifier
Collection	http://data.europa.eu/it6/Collection	Mandatory	title	http://purl.org/dc/terms/title
Collection	http://data.europa.eu/it6/Collection	Mandatory	visibility	http://data.europa.eu/it6/visibility
Collection	http://data.europa.eu/it6/Collection	Optional	description	http://purl.org/dc/terms/description
Computer Infrastructure	http://data.europa.eu/it6/ComputerInfrastructure	Mandatory	has hardware	http://data.europa.eu/it6/hasHardware
Computer Infrastructure	http://data.europa.eu/it6/ComputerInfrastructure	Mandatory	has library	http://data.europa.eu/it6/hasLibrary
Computer Infrastructure	http://data.europa.eu/it6/ComputerInfrastructure	Mandatory	title	http://purl.org/dc/terms/title
Concept	http://www.w3.org/2004/02/skos/core#Concept
Cost Matrix	http://data.europa.eu/it6/CostMatrix
Data Quality	http://data.europa.eu/it6/DataQuality	Mandatory	identifier	http://purl.org/dc/terms/identifier
Data Quality	http://data.europa.eu/it6/DataQuality	Mandatory	title	http://purl.org/dc/terms/title
Data Quality	http://data.europa.eu/it6/DataQuality	Optional	description	http://purl.org/dc/terms/description
Data Service	http://www.w3.org/ns/dcat#DataService	Mandatory	endpoint URL	http://www.w3.org/ns/dcat#endpointURL
Data Service	http://www.w3.org/ns/dcat#DataService	Mandatory	title	http://purl.org/dc/terms/title
Data Service	http://www.w3.org/ns/dcat#DataService	Optional	serves dataset	http://www.w3.org/ns/dcat#servesDataset
Data Service	http://www.w3.org/ns/dcat#DataService		serves model	http://data.europa.eu/it6/servesModel
Dataset	http://www.w3.org/ns/dcat#Dataset	Mandatory	collection date	http://data.europa.eu/it6/collectionDate
Dataset	http://www.w3.org/ns/dcat#Dataset	Mandatory	description	http://purl.org/dc/terms/description
Dataset	http://www.w3.org/ns/dcat#Dataset	Mandatory	title	http://purl.org/dc/terms/title
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	access rights	http://purl.org/dc/terms/accessRights
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	bias method	http://data.europa.eu/it6/biasMethod
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	collection method	http://data.europa.eu/it6/collectionMethod
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	contributor	http://purl.org/dc/terms/contributor
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	creator	http://purl.org/dc/terms/creator
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	curation method	http://data.europa.eu/it6/curationMethod
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	data provenance	http://data.europa.eu/it6/dataProvenance
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	dataset distribution	http://www.w3.org/ns/dcat#distribution
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	geographical coverage	http://purl.org/dc/terms/spatial
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	has version	http://www.w3.org/ns/dcat#hasVersion
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	identifier	http://purl.org/dc/terms/identifier
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	is referenced by	http://purl.org/dc/terms/isReferencedBy
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	is version of	http://purl.org/dc/terms/isVersionOf
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	keyword	http://www.w3.org/ns/dcat#keyword
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	landing page	http://www.w3.org/ns/dcat#landingPage
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	language	http://purl.org/dc/terms/language
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	publisher	http://purl.org/dc/terms/publisher
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	release date	http://purl.org/dc/terms/issued
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	status	http://www.w3.org/ns/adms#status
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	theme	http://www.w3.org/ns/dcat#theme
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	type	http://purl.org/dc/terms/type
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	unsuitability method	http://data.europa.eu/it6/unsuitabilityMethod
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	version	http://www.w3.org/ns/dcat#version
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	version label	http://data.europa.eu/it6/versionLabel
Dataset	http://www.w3.org/ns/dcat#Dataset	Optional	visibility	http://data.europa.eu/it6/visibility
Distribution	http://www.w3.org/ns/dcat#Distribution	Mandatory	access URL	http://www.w3.org/ns/dcat#accessURL
Distribution	http://www.w3.org/ns/dcat#Distribution	Mandatory	has quality measurement	http://www.w3.org/ns/dqv#hasQualityMeasurement
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	access service	http://www.w3.org/ns/dcat#accessService
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	byte size	http://www.w3.org/ns/dcat#byteSize
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	checksum	http://spdx.org/rdf/terms#checksum
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	default target attribute	http://data.europa.eu/it6/defaultTargetAttribute
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	download URL	http://www.w3.org/ns/dcat#downloadURL
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	format	http://purl.org/dc/terms/format
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	has data	https://w3id.org/dpv#hasData
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	has feature	http://data.europa.eu/it6/hasFeature
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	has policy	http://www.w3.org/ns/odrl/2/hasPolicy
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	identifier	http://purl.org/dc/terms/identifier
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	ignore attribute	http://data.europa.eu/it6/ignoreAttribute
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	language	http://purl.org/dc/terms/language
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	licence	http://purl.org/dc/terms/license
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	media type	http://www.w3.org/ns/dcat#mediaType
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	number of datapoints	http://data.europa.eu/it6/numberOfDatapoints
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	processing date	http://data.europa.eu/it6/processingDate
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	processing error	http://data.europa.eu/it6/processingError
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	processing warning	http://data.europa.eu/it6/processingWarning
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	row ID attribute	http://data.europa.eu/it6/rowIDAttribute
Distribution	http://www.w3.org/ns/dcat#Distribution	Optional	title	http://purl.org/dc/terms/title
Document	http://xmlns.com/foaf/0.1/Document
Engagement	http://data.europa.eu/it6/Engagement	Optional	download	http://data.europa.eu/it6/download
Engagement	http://data.europa.eu/it6/Engagement	Optional	like	http://data.europa.eu/it6/like
Environmental Impact	http://data.europa.eu/it6/EnvironmentalImpact	Optional	carbon emitted	http://data.europa.eu/it6/carbonEmitted
Environmental Impact	http://data.europa.eu/it6/EnvironmentalImpact	Optional	measurement methodology	http://data.europa.eu/it6/measurementMethodology
Environmental Impact	http://data.europa.eu/it6/EnvironmentalImpact	Optional	power consumption	http://data.europa.eu/it6/powerConsumption
Estimation Procedure	http://data.europa.eu/it6/EstimationProcedure	Mandatory	description	http://purl.org/dc/terms/description
Estimation Procedure	http://data.europa.eu/it6/EstimationProcedure	Mandatory	has parameter	http://data.europa.eu/it6/hasParameter
Estimation Procedure	http://data.europa.eu/it6/EstimationProcedure	Mandatory	has split	http://data.europa.eu/it6/hasSplit
Estimation Procedure	http://data.europa.eu/it6/EstimationProcedure	Mandatory	identifier	http://purl.org/dc/terms/identifier
Estimation Procedure	http://data.europa.eu/it6/EstimationProcedure	Mandatory	title	http://purl.org/dc/terms/title
Estimation Procedure	http://data.europa.eu/it6/EstimationProcedure	Mandatory	type	http://purl.org/dc/terms/type
Evaluation	http://data.europa.eu/it6/Evaluation	Mandatory	title	http://purl.org/dc/terms/title
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	array data	http://data.europa.eu/it6/arrayData
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	fold	http://data.europa.eu/it6/fold
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	has flow	http://data.europa.eu/it6/hasFlow
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	identifier	http://purl.org/dc/terms/identifier
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	interval end	http://data.europa.eu/it6/intervalEnd
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	interval start	http://data.europa.eu/it6/intervalStart
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	label	http://www.w3.org/2000/01/rdf-schema#label
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	repeat	http://data.europa.eu/it6/repeat
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	sample	http://data.europa.eu/it6/sample
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	sample size	http://data.europa.eu/it6/sampleSize
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	stdev	http://data.europa.eu/it6/stdev
Evaluation	http://data.europa.eu/it6/Evaluation	Optional	value	http://data.europa.eu/it6/value
Evaluation Measure	http://data.europa.eu/it6/EvaluationMeasure	Mandatory	title	http://purl.org/dc/terms/title
Evaluation Measure	http://data.europa.eu/it6/EvaluationMeasure	Mandatory	value	http://data.europa.eu/it6/value
Evaluation Measure	http://data.europa.eu/it6/EvaluationMeasure	Optional	description	http://purl.org/dc/terms/description
Evaluation Measure	http://data.europa.eu/it6/EvaluationMeasure	Optional	implementation	http://data.europa.eu/it6/implementation
Evaluation Measure	http://data.europa.eu/it6/EvaluationMeasure	Optional	value bad	http://data.europa.eu/it6/valueBad
Evaluation Measure	http://data.europa.eu/it6/EvaluationMeasure	Optional	value good	http://data.europa.eu/it6/valueGood
Feature	http://data.europa.eu/it6/Feature	Mandatory	title	http://purl.org/dc/terms/title
Feature	http://data.europa.eu/it6/Feature	Mandatory	type	http://purl.org/dc/terms/type
Feature	http://data.europa.eu/it6/Feature	Optional	description	http://purl.org/dc/terms/description
File	http://data.europa.eu/it6/File	Mandatory	format	http://purl.org/dc/terms/format
File	http://data.europa.eu/it6/File	Mandatory	id	http://purl.org/dc/terms/identifier
File	http://data.europa.eu/it6/File	Mandatory	title	http://purl.org/dc/terms/title
File	http://data.europa.eu/it6/File	Mandatory	url	http://data.europa.eu/it6/url
File	http://data.europa.eu/it6/File	Optional	checksum	http://spdx.org/rdf/terms#checksum
Flow	http://data.europa.eu/it6/Flow	Mandatory	status	http://www.w3.org/ns/adms#status
Flow	http://data.europa.eu/it6/Flow	Mandatory	uploaded	http://data.europa.eu/it6/uploaded
Flow	http://data.europa.eu/it6/Flow	Optional	class name	http://data.europa.eu/it6/className
Flow	http://data.europa.eu/it6/Flow	Optional	custom name	http://data.europa.eu/it6/customName
Flow	http://data.europa.eu/it6/Flow	Optional	description	http://purl.org/dc/terms/description
Flow	http://data.europa.eu/it6/Flow	Optional	external version	http://data.europa.eu/it6/externalVersion
Flow	http://data.europa.eu/it6/Flow	Optional	has dependency	http://data.europa.eu/it6/hasDependency
Flow	http://data.europa.eu/it6/Flow	Optional	has flow parameter	http://data.europa.eu/it6/hasFlowParameter
Flow	http://data.europa.eu/it6/Flow	Optional	has uploader	http://data.europa.eu/it6/hasUploader
Flow	http://data.europa.eu/it6/Flow	Optional	identifier	http://purl.org/dc/terms/identifier
Flow	http://data.europa.eu/it6/Flow	Optional	keyword	http://www.w3.org/ns/dcat#keyword
Flow	http://data.europa.eu/it6/Flow	Optional	title	http://purl.org/dc/terms/title
Flow	http://data.europa.eu/it6/Flow	Optional	version	http://data.europa.eu/it6/version
Flow Parameter	http://data.europa.eu/it6/FlowParameter	Mandatory	title	http://purl.org/dc/terms/title
Flow Parameter	http://data.europa.eu/it6/FlowParameter	Optional	default value	http://data.europa.eu/it6/defaultValue
Flow Parameter	http://data.europa.eu/it6/FlowParameter	Optional	description	http://purl.org/dc/terms/description
Flow Parameter	http://data.europa.eu/it6/FlowParameter	Optional	recommended range	http://data.europa.eu/it6/recommendedRange
Flow Parameter	http://data.europa.eu/it6/FlowParameter	Optional	type	http://purl.org/dc/terms/type
Hardware	http://data.europa.eu/it6/Hardware	Mandatory	title	http://purl.org/dc/terms/title
Hardware	http://data.europa.eu/it6/Hardware	Optional	description	http://purl.org/dc/terms/description
Harm Risk	http://data.europa.eu/it6/HarmRisk	Mandatory	description	http://purl.org/dc/terms/description
Harm Risk	http://data.europa.eu/it6/HarmRisk	Mandatory	title	http://purl.org/dc/terms/title
Harm Risk	http://data.europa.eu/it6/HarmRisk	Optional	mitigation	http://data.europa.eu/it6/mitigation
Harm Risk	http://data.europa.eu/it6/HarmRisk	Optional	nature	http://data.europa.eu/it6/nature
Harm Risk	http://data.europa.eu/it6/HarmRisk	Optional	probability	http://data.europa.eu/it6/probability
Harm Risk	http://data.europa.eu/it6/HarmRisk	Optional	severity	http://data.europa.eu/it6/severity
Harm Risk	http://data.europa.eu/it6/HarmRisk	Optional	source	http://data.europa.eu/it6/source
Harm Risk	http://data.europa.eu/it6/HarmRisk	Optional	type	http://purl.org/dc/terms/type
Image Object	http://data.europa.eu/m8g/ImageObject
Library	http://data.europa.eu/it6/Library	Mandatory	title	http://purl.org/dc/terms/title
Library	http://data.europa.eu/it6/Library	Optional	description	http://purl.org/dc/terms/description
Library	http://data.europa.eu/it6/Library	Optional	is executed by	http://data.europa.eu/it6/isExecutedBy
Library	http://data.europa.eu/it6/Library	Optional	licence	http://purl.org/dc/terms/license
Library	http://data.europa.eu/it6/Library	Optional	version	http://data.europa.eu/it6/version
Licence Document	http://purl.org/dc/terms/LicenseDocument
Linguistic System	http://purl.org/dc/terms/LinguisticSystem
Location	http://purl.org/dc/terms/Location
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Mandatory	created	http://purl.org/dc/terms/created
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Mandatory	has file	http://data.europa.eu/it6/hasFile
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Mandatory	identifier	http://purl.org/dc/terms/identifier
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Mandatory	name	http://purl.org/dc/terms/title
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Mandatory	trained on	http://data.europa.eu/it6/trainedOn
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Mandatory	version	http://data.europa.eu/it6/version
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	bias	http://data.europa.eu/it6/bias
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	contributor	http://purl.org/dc/terms/contributor
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	creator	http://purl.org/dc/terms/creator
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	description	http://purl.org/dc/terms/description
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	design specifications	http://data.europa.eu/it6/designSpecifications
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	evaluation results	http://data.europa.eu/it6/evaluationResults
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	evaluation strategy	http://data.europa.eu/it6/evaluationStrategies
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	fine tuned from	http://data.europa.eu/it6/fineTunedFrom
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has benchmark	http://data.europa.eu/it6/hasBenchmark
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has bibliographic reference	http://data.europa.eu/it6/hasBibliographicReference
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has engagement	http://data.europa.eu/it6/hasEngagement
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has input modality	http://data.europa.eu/it6/hasInputModalitity
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has output modality	http://data.europa.eu/it6/hasOutputModality
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has policy	http://www.w3.org/ns/odrl/2/hasPolicy
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has prediction	http://data.europa.eu/it6/hasPrediction
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has provider	http://data.europa.eu/it6/hasProvider
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has registered user	http://data.europa.eu/it6/hasRegisteredUser
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has repository	http://data.europa.eu/it6/hasRepository
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has risk	http://data.europa.eu/it6/hasRisk
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has uploader	http://data.europa.eu/it6/hasUploader
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	has variation	http://data.europa.eu/it6/hasVariation
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	how to use	http://data.europa.eu/it6/howToUse
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	intended use	http://data.europa.eu/it6/intendedUse
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	is funded by	http://purl.org/cerif/frapo/isFundedBy
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	keyword	http://www.w3.org/ns/dcat#keyword
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	language	http://purl.org/dc/terms/language
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	licence	http://purl.org/dc/terms/license
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	limitations	http://data.europa.eu/it6/limitations
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	logo	http://data.europa.eu/m8g/logo
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	method of distribution	http://data.europa.eu/it6/methodOfDistribution
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	model architecture	http://data.europa.eu/it6/modelArchitecture
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	modified	http://purl.org/dc/terms/modified
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	placed on market date	http://data.europa.eu/it6/placedOnMarketDate
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	release date	http://data.europa.eu/it6/releaseDate
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	runned on	http://data.europa.eu/it6/runnedOn
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	short description	http://data.europa.eu/it6/shortDescription
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	tested on	http://data.europa.eu/it6/testedOn
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	testing description	http://data.europa.eu/it6/testingDescription
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	total number of parameters	http://data.europa.eu/it6/totalNumberOfParameters
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	training methodologies	http://data.europa.eu/it6/trainingMethodologies
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	training process	http://data.europa.eu/it6/trainingProcess
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	type	http://purl.org/dc/terms/type
Machine Learning Model	http://data.europa.eu/it6/MachineLearningModel	Optional	validated on	http://data.europa.eu/it6/validatedOn
Measure	http://data.europa.eu/it6/Measure
Media Type	http://purl.org/dc/terms/MediaType
Media Type Or Extent	http://purl.org/dc/terms/MediaTypeOrExtent
Modality	http://data.europa.eu/it6/Modality	Optional	classification	http://data.europa.eu/it6/classification
Modality	http://data.europa.eu/it6/Modality	Optional	size	http://data.europa.eu/it6/size
Output File Description	http://data.europa.eu/it6/OutputFileDescription	Mandatory	id	http://purl.org/dc/terms/identifier
Output File Description	http://data.europa.eu/it6/OutputFileDescription	Mandatory	title	http://purl.org/dc/terms/title
Output File Description	http://data.europa.eu/it6/OutputFileDescription	Mandatory	url	http://data.europa.eu/it6/url
Paper	https://linkedpaperswithcode.com/class/paper	Mandatory	date	http://purl.org/dc/terms/date
Paper	https://linkedpaperswithcode.com/class/paper	Mandatory	has document	http://data.europa.eu/it6/hasDocument
Paper	https://linkedpaperswithcode.com/class/paper	Mandatory	title	http://purl.org/dc/terms/title
Paper	https://linkedpaperswithcode.com/class/paper	Optional	abstract	http://purl.org/dc/terms/abstract
Paper	https://linkedpaperswithcode.com/class/paper	Optional	creator	http://purl.org/dc/terms/creator
Paper	https://linkedpaperswithcode.com/class/paper	Optional	has model	https://linkedpaperswithcode.com/property/hasModel
Paper	https://linkedpaperswithcode.com/class/paper	Optional	has repository	https://linkedpaperswithcode.com/property/hasRepository
Paper	https://linkedpaperswithcode.com/class/paper	Optional	references	http://purl.org/dc/terms/references
Paper	https://linkedpaperswithcode.com/class/paper	Optional	subject	http://purl.org/dc/terms/subject
Parameter	http://data.europa.eu/it6/Parameter	Mandatory	name	http://purl.org/dc/terms/title
Parameter	http://data.europa.eu/it6/Parameter	Mandatory	value	http://data.europa.eu/it6/value
Parameter	http://data.europa.eu/it6/Parameter	Optional	component	http://data.europa.eu/it6/component
Policy	http://www.w3.org/ns/odrl/2/Policy
Prediction	http://data.europa.eu/it6/Prediction	Mandatory	format	http://purl.org/dc/terms/format
Prediction	http://data.europa.eu/it6/Prediction	Mandatory	has prediction feature	http://data.europa.eu/it6/hasPredictionFeature
Prediction Feature	http://data.europa.eu/it6/PredictionFeature	Mandatory	title	http://purl.org/dc/terms/title
Prediction Feature	http://data.europa.eu/it6/PredictionFeature	Mandatory	type	http://purl.org/dc/terms/type
Quality Measurement	http://www.w3.org/ns/dqv#QualityMeasurement	Mandatory	type	http://purl.org/dc/terms/type
Quality Measurement	http://www.w3.org/ns/dqv#QualityMeasurement	Mandatory	value	http://www.w3.org/ns/dqv#value
Quality Measurement	http://www.w3.org/ns/dqv#QualityMeasurement	Optional	dataset	http://purl.org/linked-data/cube#dataSet
Quality Measurement	http://www.w3.org/ns/dqv#QualityMeasurement	Optional	feature index	http://data.europa.eu/it6/featureIndex
Quality Measurement	http://www.w3.org/ns/dqv#QualityMeasurement	Optional	interval end	http://data.europa.eu/it6/intervalEnd
Quality Measurement	http://www.w3.org/ns/dqv#QualityMeasurement	Optional	interval start	http://data.europa.eu/it6/intervalStart
Quality Measurement Dataset	http://www.w3.org/ns/dqv#QualityMeasurementDataset	Mandatory	identifier	http://purl.org/dc/terms/identifier
Quality Measurement Dataset	http://www.w3.org/ns/dqv#QualityMeasurementDataset	Optional	evaluation engine id	http://data.europa.eu/it6/evaluationEngine
Repository	https://linkedpaperswithcode.com/class/repository	Mandatory	name	http://purl.org/dc/terms/title
Repository	https://linkedpaperswithcode.com/class/repository	Optional	has file	http://data.europa.eu/it6/hasFile
Resource	http://www.w3.org/2000/01/rdf-schema#Resource
Rights statement	http://purl.org/dc/terms/RightsStatement
Run	http://data.europa.eu/it6/Run	Mandatory	executes	http://www.w3.org/ns/mls#realizes
Run	http://data.europa.eu/it6/Run	Mandatory	has flow	http://data.europa.eu/it6/hasFlow
Run	http://data.europa.eu/it6/Run	Mandatory	has output file description	http://data.europa.eu/it6/hasOutputFileDescription
Run	http://data.europa.eu/it6/Run	Mandatory	has output file prediction	http://data.europa.eu/it6/hasOutputFilePrediction
Run	http://data.europa.eu/it6/Run	Optional	error message	http://data.europa.eu/it6/errorMessage
Run	http://data.europa.eu/it6/Run	Optional	has evaluation	http://data.europa.eu/it6/hasEvaluation
Run	http://data.europa.eu/it6/Run	Optional	has inferencing impact	http://data.europa.eu/it6/hasInferencingImpact
Run	http://data.europa.eu/it6/Run	Optional	has parameter	http://data.europa.eu/it6/hasParameter
Run	http://data.europa.eu/it6/Run	Optional	has task	http://data.europa.eu/it6/hasTask
Run	http://data.europa.eu/it6/Run	Optional	has training impact	http://data.europa.eu/it6/hasTrainingImpact
Run	http://data.europa.eu/it6/Run	Optional	has uploader	http://data.europa.eu/it6/hasUploader
Run	http://data.europa.eu/it6/Run	Optional	identifier	http://purl.org/dc/terms/identifier
Run	http://data.europa.eu/it6/Run	Optional	keyword	http://www.w3.org/ns/dcat#keyword
Run	http://data.europa.eu/it6/Run	Optional	run details	http://data.europa.eu/it6/runDetails
Run	http://data.europa.eu/it6/Run	Optional	setup Id	http://data.europa.eu/it6/setupId
Run	http://data.europa.eu/it6/Run	Optional	setup string	http://data.europa.eu/it6/setupString
Run	http://data.europa.eu/it6/Run	Optional	training time	http://data.europa.eu/it6/trainingTime
Run Collection	http://data.europa.eu/it6/RunCollection	Mandatory	has run	http://data.europa.eu/it6/hasRun
Split	http://data.europa.eu/it6/Split	Mandatory	id	http://purl.org/dc/terms/identifier
Split	http://data.europa.eu/it6/Split	Mandatory	is applied to	http://data.europa.eu/it6/isAppliedTo
Split	http://data.europa.eu/it6/Split	Mandatory	title	http://purl.org/dc/terms/title
Split	http://data.europa.eu/it6/Split	Optional	description	http://purl.org/dc/terms/description
Split	http://data.europa.eu/it6/Split	Optional	type	http://purl.org/dc/terms/type
Task	http://data.europa.eu/it6/Task	Mandatory	has estimation procedure	http://data.europa.eu/it6/hasEstimationProcedure
Task	http://data.europa.eu/it6/Task	Mandatory	has evaluation measure	http://data.europa.eu/it6/hasEvaluationMeasure
Task	http://data.europa.eu/it6/Task	Mandatory	has output	http://data.europa.eu/it6/hasOutput
Task	http://data.europa.eu/it6/Task	Mandatory	has task type	http://data.europa.eu/it6/hasTaskType
Task	http://data.europa.eu/it6/Task	Mandatory	source data	http://data.europa.eu/it6/sourceData
Task	http://data.europa.eu/it6/Task	Mandatory	target feature	http://data.europa.eu/it6/targetFeature
Task	http://data.europa.eu/it6/Task	Mandatory	title	http://purl.org/dc/terms/title
Task	http://data.europa.eu/it6/Task	Optional	has cost matrix	http://data.europa.eu/it6/hasCostMatrix
Task	http://data.europa.eu/it6/Task	Optional	id	http://purl.org/dc/terms/identifier
Task	http://data.europa.eu/it6/Task	Optional	keyword	http://www.w3.org/ns/dcat#keyword
Task Collection	http://data.europa.eu/it6/TaskCollection	Mandatory	has task	http://data.europa.eu/it6/hasTask
Task Type	http://data.europa.eu/it6/TaskType	Mandatory	description	http://www.w3.org/2004/02/skos/core#definition
Task Type	http://data.europa.eu/it6/TaskType	Mandatory	id	http://www.w3.org/2004/02/skos/core#notation
Task Type	http://data.europa.eu/it6/TaskType	Mandatory	title	http://www.w3.org/2004/02/skos/core#prefLabel

Abstract

Introduction

Status

License

Terminology

Used Prefixes

Overview

Main Entities

Supportive Entities

Datatypes

Examples

Example Credit-g Dataset on OpenML

Example Bloom-7b1 Machine Learning Model on HuggingFace

Example Apertus Machine Learning Model on HuggingFace

Example Thermal Bridges Machine Learning Model on EOSC

Usage Guidelines

Support for implementation

JSON-LD context file

Validation

UML representation

Governance

Versioning governance

Governance requirements for re-used assets

Lexicalisation rules

Mappings

Quick Reference of Classes and Properties