Ontology-Driven Conceptual Modeling with UFO, gUFO, and OntoUML - Abstract Giancarlo Guizzardi Semantics, Cybersecurity & Services, University of Twente, Enschede, The Netherlands Abstract Conceptual Modeling is about creating concrete artifacts that are meant to represent our conceptualizations of reality for the purpose of communication, domain understanding, problem-solving and meaning negotiation. The artifacts produced by this activity (i.e., conceptual models), thus, serve as an interface between reality and human cognition. For this reason, conceptual modeling languages and conceptual models should be designed by taking very seriously the nature of reality as structured by human cognition, i.e., by systematically employing the-called Descriptive Ontologies. This tutorial revisits a 20-year effort in creating one such Descriptive Ontology, namely, the Unified Foundational Ontology (UFO), as well as a set of conceptual modeling tools based on it. These include the modeling language OntoUML, several patterns and anti-patterns associated with this language, as well as a recent lightweight implementation of UFO termed gUFO (gentle UFO - https://nemo- ufes.github.io/gufo/), which supports the construction of UFO-informed knowledge structuring artifacts (e.g., Knowledge Graphs). The tutorial illustrates these tools in several real-world scenarios. Keywords 1 Foundational Ontologies, Conceptual Modeling, UFO, OntoUML, gUFO Proceedings of the International Conference on Biomedical Ontologies 2023, August 28th-September 1st, 2023, Brasilia, Brazil EMAIL: g.guizzardi@utwente.nl ORCID: 0000-0002-3452-553X © 2023 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). CEUR Wor Pr ks hop oceedi ngs ht I tp: // ceur - SSN1613- ws .or 0073 g CEUR Workshop Proceedings (CEUR-WS.org) CEUR ceur-ws.org Workshop ISSN 1613-0073 Proceedings 213