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CQ Benchmark

A repository dedicated to collecting Competency Questions (CQs). This is an ongoing project, and the page will be continuously updated. For each resource, whether it's a dataset of CQs or individual ontologies, we provide the resource name, the number of CQs, a description of the related paper(s) along with the link to the paper, and a direct link to the corresponding CQs.

Datasets/ Ontologies Num. CQs Related Paper
CORAL 834 Fernández-Izquierdo, A., Poveda-Villalón, M., & García-Castro, R. (2019). CORAL: a corpus of ontological requirements annotated with lexico-syntactic patterns. In The Semantic Web: 16th International Conference, ESWC 2019, Portorož, Slovenia, June 2–6, 2019, Proceedings 16 (pp. 443-458). Springer International Publishing. URL
Dataset URL
CQs dataset 234 [1] Potoniec, J., Wiśniewski, D., Ławrynowicz, A., & Keet, C. M. (2020). Dataset of ontology competency questions to SPARQL-OWL queries translations. Data in Brief, 29, 105098. URL
[2] Wiśniewski, D., Potoniec, J., Ławrynowicz, A., & Keet, C. M. (2019). Analysis of ontology competency questions and their formalizations in SPARQL-OWL. Journal of Web Semantics, 59, 100534. URL
Dataset URL
WDV-CQ 1786 Ciroku, F., de Berardinis, J., Kim, J., Meroño-Peñuela, A., Presutti, V., & Simperl, E. (2024). RevOnt: Reverse engineering of competency questions from knowledge graphs via language models. Journal of Web Semantics, 100822. URL
Dataset URL
DOREMUS 218 Achichi, M., Lisena, P., Todorov, K., Troncy, R., & Delahousse, J. (2018). DOREMUS: A graph of linked musical works. In The Semantic Web–ISWC 2018: 17th International Semantic Web Conference, Monterey, CA, USA, October 8–12, 2018, Proceedings, Part II 17 (pp. 3-19). Springer International Publishing. URL
GitHub URL
NORIA-O 55 Tailhardat, L., Chabot, Y., & Troncy, R. (2024). NORIA-O: an Ontology for Anomaly Detection and Incident Management in ICT Systems. In European Semantic Web Conference (pp. 21-39). Cham: Springer Nature Switzerland. URL
CQs URL
Odeuropa 13 Lisena, P., Schwabe, D., van Erp, M., Troncy, R., Tullett, W., Leemans, I., ... & Ehrich, S. C. (2022). Capturing the semantics of smell: the odeuropa data model for olfactory heritage information. In European Semantic Web Conference (pp. 387-405). Cham: Springer International Publishing. URL
CQs URL
PolifoniaCQ 247 de Berardinis, J., Carriero, V. A., Jain, N., Lazzari, N., Meroño-Peñuela, A., Poltronieri, A., & Presutti, V. (2023). The polifonia ontology network: Building a semantic backbone for musical heritage. In International Semantic Web Conference (pp. 302-322). Cham: Springer Nature Switzerland. URL
CQs URL
xAPI 6 Vidal, J. C., Rabelo, T., Lama, M., & Amorim, R. (2018). Ontology-based approach for the validation and conformance testing of xapi events. Knowledge-Based Systems, 155, 22–34. URL
CQs are in the paper
MEMON ontology 2 Masmoudi, M., Ben Abdallah Ben Lamine, S., Baazaoui Zghal, H., Karray, M. H., & Archimede, B. (2018). An ontology-based monitoring system for multisource environmental observations. Procedia Computer Science, 126, 1865–1874. URL
CQs are in the paper
EM-KPI ontology 10 Li, Y., García-Castro, R., Mihindukulasooriya, N., O'Donnell, J., & Vega-Sánchez, S. (2019). Enhancing energy management at district and building levels via an EM-KPI ontology. Automation in Construction, 99, 152-167. URL
CQs are in the paper
INHD ontology 52 Stucky, B. et al. (2019). Developing a vocabulary and ontology for modeling insect natural history data: example data, use cases, and competency questions. Biodiversity Data Journal, 7, e33303. URL
CQs URL
ROCQS 323 Keet, M. C., Khan, Z., C. (2024). On the Roles of Competency Questions in Ontology Engineering. In the proceedings of the 24th International Conference on Knowledge Engineering and Knowledge Management EKAW 2024, 26-28 Nov. 2024, Amsterdam, Netherlands (to be appeared).
CQs URL

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