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Data · dataset · 2026

SmallData ML metadata schema (CRC 1597)

Listed in FreiData

Metadata schema for describing the machine learning approaches reported in scientific publications, developed within the Collaborative Research Centre 1597 "Small Data" (SmallData), funded by the Deutsche Forschungsgemeinschaft (DFG).

Description

The deposit contains the final schema (94 items), the preliminary schema used for the LLM-based validation experiment (104 items), and a complete changelog documenting the 7 items added and 17 items removed between the two versions.

Items are organised into five categories: what the approach does, which techniques it uses, the overall category of the approach, the type of data, and implementation details. The schema is an application profile — a structured, hierarchically organised set of annotation items — and not an ontology: it carries no formal axiomatisation, no OWL or RDFS semantics, and no asserted subsumption relations beyond the grouping of items into categories and sub-items.

Read the rest (1 more)

Files are provided as CSV and JSON. See README.md for column definitions, the composition of each category, and a description of the procedure by which the schema was developed and revised.

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 1 source records, 20 field assertions
SourceKeyLast seenRaw
FreiDatakje6w-gt1936 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[field].anzsrc:group:3001mapping · freidata uni freiburg devocabulary-mapper@1.0.0keywords['Agricultural biotechnology']
concepts[field].anzsrc:group:4611mapping · freidata uni freiburg devocabulary-mapper@1.0.0keywords['machine learning']
concepts[field].local:field:computer-science-aimapping · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[field].local:field:life-sciencesmapping · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:agricultural-biotechnologysource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:ai-ready-datasource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:application-profilesource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:collaborative-research-centresource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:fair-datasource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:machine-learningsource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:metadata-schemasource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:research-data-managementsource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
concepts[topic].invenio_subject:freidata_uni_freiburg_de:semantic-annotationsource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
descriptionsource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0/metadata/description
licensesource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
publication_datesource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
titlesource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0/metadata/title
updated_datesource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0
version_labelsource · freidata uni freiburg deconnector:freidata_uni_freiburg_de@1.0.0