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candlecao
changed the title
We lack an overall ontology for TheSession database.
We lack an overall context (e.g., ontology) for MusicBrain database.
Nov 24, 2024
As of 2024 Dec 10, we have learned that, for NLQ2SPARQL against an RDF database, the Schema rendered by ShEx is more effective than that by OWL (or RDFS). [see: https://github.com//discussions/27]The former serves as a more appropriate context to train LLMs. So, the solution for this issue can be deferred.
For NLQ2SPARQL, the current experiment is only based on creating context (ontology) for each isolated Natural language question.
See:
https://github.com/DDMAL/linkedmusic-queries/blob/main/LLM2SPARQL_TheSession_WikiData_MusicBrainz/Leveraging%20ChatGpt%20for%20Natural%20Language%20Query%20to%20SPARQL%20on%20Virtuoso.pptx
We need an overall context for further experiment.
Ideally, the context should be referential to converting any natural language question to SPARQL
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