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Are LLMs adequate SPARQL query generators? Investigating zero-shot NL-to-SPARQL translation | Synapse
March 3, 2026
Are LLMs adequate SPARQL query generators? Investigating zero-shot NL-to-SPARQL translation
AG
Alessandro Giuliani
MM
Marco Manolo Manca
University of Cagliari
LP
Leonardo Piano
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Puntos clave
LLMs demonstrate reasonable effectiveness in generating SPARQL queries from natural language.
Performance is assessed through zero-shot translation, revealing strengths and weaknesses in query clarity.
Observational analysis on the translation capabilities of LLMs suggests potential for broader applications in database querying.
Further exploration is needed to fully understand the scope and limitations of LLM-generated queries.
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Cite This Study
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Giuliani et al. (Sun,) studied this question.
synapsesocial.com/papers/69a76096c6e9836116a2d7a1
https://doi.org/https://doi.org/10.1007/s00521-025-11799-x