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Lessons Learned

  • The highest risk item is generation of the structured query (Cyphrer or SPARQL) from a plain English request. Some publications estimate success rate of about 48% on the first attempt.

  • The structure of the database used for queries matters. LLMs can easier produce meaningful structured queries for databases with flat, simple structure.

  • Practically useful system requires filtering or secondary mining of output in addition to natural language narration.

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