Are LLMs adequate SPARQL query generators? Investigating zero-shot NL-to-SPARQL translation

Key Points

• 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.