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From natural language to knowledge: The Role of LLMs in conceptual and data modeling | Synapse
March 3, 2026
From natural language to knowledge: The Role of LLMs in conceptual and data modeling
LC
Luigi Di Caro
AR
Amon Rapp
VS
Vijayan Sugumaran
Oakland University
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Key Points
Natural language processing enhances knowledge representation in various modeling frameworks.
Analysis shows a significant improvement in data modeling efficiency through large language models.
The study utilizes an observational approach across multiple modeling domains, revealing key insights.
This highlights the potential of large language models for advancing conceptual understanding in knowledge engineering.
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Cite This Study
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Caro et al. (Thu,) studied this question.
synapsesocial.com/papers/69a75cc7c6e9836116a25f31
https://doi.org/https://doi.org/10.1016/j.datak.2026.102567