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Utilizing Large Language Models for Zero-Shot Medical Ontology Extension from Clinical Notes. [PDF]

Proceedings (IEEE Int Conf Bioinformatics Biomed)
Wu G, Xie Y, Wu H, He Z, Shao H, Hu X, Yang C.   +6 more
europepmc   +1 more source

Scientific knowledge graph and ontology generation using open large language models.

Digit Discov
Oarga A, Hart M, Bran AM, Lederbauer M, Schwaller P.   +4 more
europepmc   +1 more source

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Ontology engineering with Large Language Models

Symposium on Symbolic and Numeric Algorithms for Scientific Computing, 2023
We tackle the task of enriching ontologies by automatically translating natural language (NL) into Description Logic (DL). Since Large Language Models (LLMs) are the best tools for translations, we fine-tuned a GPT-3 model to convert NL into OWL ...
Patricia Mateiu, Adrian Groza
semanticscholar   +1 more source

Ontology Engineering

Lecture Notes in Computer Science, 2015
V. Tamma, Mauro Dragoni, Rafael S. Gonçalves, A. Ławrynowicz   +3 more
semanticscholar   +2 more sources

Ontology engineering: Current state, challenges, and future directions

Semantic Web, 2020
In the past decade, we have witnessed a significant adoption of ontologies in a variety of fields including biomedicine, finance, engineering, law, and cultural heritage.
Tania Tudorache
semanticscholar   +1 more source

Ontology Engineering by Combining Ontology Patterns

International Conference on Conceptual Modeling, 2015
Building proper reference ontologies is a hard task. There are a number of methods and tools that traditionally have been used to support this task. These include foundational theories, reuse of domain and core ontologies, development methods, and software tool support. In this context, an approach that has gained increased attention in recent years is
F. B. Ruy, C. Reginato, V. A. Santos, R. Falbo, G. Guizzardi   +4 more
semanticscholar   +2 more sources

OntoChat: a Framework for Conversational Ontology Engineering using Language Models

ESWC Satellite Events
Ontology engineering (OE) in large projects poses a number of challenges arising from the heterogeneous backgrounds of the various stakeholders, domain experts, and their complex interactions with ontology designers.
Bohui Zhang, Valentina Anita Carriero, Katrin Schreiberhuber, Stefani Tsaneva, Luc'ia S'anchez Gonz'alez, Jongmo Kim, Jacopo de Berardinis   +6 more
semanticscholar   +1 more source