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Data · dataset · 2025

Training dataset for AI-supported subject indexing of research data with DFG classification

Listed in DaRUS

This is a structured JSON dataset for training and evaluating AI models for automated subject indexing of research data and linking of research data and publications.

Description

It was created for the project DA-FDM in order to train a vector based model to give automated suggestions for the topic classification of research datasets in DaRUS. In the context of this project, the DFG-classification was integrated as a controlled vocabulary in DaRUS for the Topic Classification field.

DFG classes were added manually to datasets from DaRUS that were uploaded prior to the integration. This dataset includes classification tags (DFG, GND, Wikidata), publication links, respective open-access information, and, if the publication is open-access, the respective full texts for datasets from DaRUS as well as TUdatalib. Example object for the dataset: { "name": "doi:10.18419/darus-1234", "tags": [ { "name": "dfg-fs$102-04", "url": "w3id.org/dfgfo/2020/102-04" }, { "name": "ResearchDataSet" } ], "links": [ { "name": "doi:10.12345/abc5678", "type": "publication", "is_open_access": true, "open_access_url": "asdfg.com/10.12345/abc5678", "text": "Extracted publication full text ..." } ] }

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Text 75%
Provenance · 1 source records, 12 field assertions
SourceKeyLast seenRaw
DaRUSdoi:10.18419/DARUS-550013 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:group:4611mapping · darus uni stuttgart devocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].dataverse_subject:computer-and-information-sciencesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].dataverse_subject:engineeringsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:computer-science-aimapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:engineeringmapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[modality].local:modality:textenrichment · darus uni stuttgart dekeyword-concept-rules@1.0.0title+description (75%)
created_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
descriptionsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/description
publication_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
titlesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/name
updated_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
version_labelsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0