OnSET: Ontology and Semantic Exploration Toolkit

Retrieval over knowledge graphs is typically performed using specialized, complex query languages such as SPARQL.We propose a novel system, Ontology and Semantic Exploration Toolkit (OnSET), that allows novice users to quickly build queries with visual user guidance provided by topic modeling and semantic search throughout the application.OnSET enables users without prior knowledge of the ontology or networked knowledge to start exploring topics of interest over knowledge graphs, including the retrieval and detailed exploration of prototypical sub-graphs and their instances.Existing systems either focus on direct graph exploration or do not foster further exploration of the result set.We, however, provide a node-based editor that can extend these missing properties of existing systems to support search over large ontologies with subgraph instances.Furthermore, OnSET combines efficient and open platforms to deploy the system on commodity hardware.

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Publication Details

Published
2025-07-13
DOI
https://doi.org/10.1145/3726302.3730148
Primary Topic
Semantic Web and Ontologies
Type
article
Field-Weighted Citation Impact
0.00

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article

OnSET: Ontology and Semantic Exploration Toolkit

Tobias Schreck, Stefan Lengauer, Elisabeth Lex, Kevin Innerebner et al.
Semantic Web and Ontologies
article

OnSET: Ontology and Semantic Exploration Toolkit

Tobias Schreck, Stefan Lengauer, Elisabeth Lex, Kevin Innerebner, Benedikt Kantz, Peter Waldert
article en

Abstract

Retrieval over knowledge graphs is typically performed using specialized, complex query languages such as SPARQL.We propose a novel system, Ontology and Semantic Exploration Toolkit (OnSET), that allows novice users to quickly build queries with visual user guidance provided by topic modeling and semantic search throughout the application.OnSET enables users without prior knowledge of the ontology or networked knowledge to start exploring topics of interest over knowledge graphs, including the retrieval and detailed exploration of prototypical sub-graphs and their instances.Existing systems either focus on direct graph exploration or do not foster further exploration of the result set.We, however, provide a node-based editor that can extend these missing properties of existing systems to support search over large ontologies with subgraph instances.Furthermore, OnSET combines efficient and open platforms to deploy the system on commodity hardware.

Graz University of Technology (AT)
European Commission, Austrian Science Fund, HORIZON EUROPE Framework Programme
Openalex Percentile: Top 92%
Semantic Web and Ontologies
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OnSET: Ontology and Semantic Exploration Toolkit — Tobias Schreck, Stefan Lengauer, et al. · (2025) | TGRS Research Map | TGRS