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soilwise-he / soil-health-knowledge-graph

Repository for the soil health knowledge graph
MIT License
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Introduce domain-specific ontologies/vocabs to replace generic/customized ones #1

Closed wbcbugfree closed 2 days ago

wbcbugfree commented 5 months ago

Introduce domain-specific ontologies/vocabularies in place of generic/customized ones for concepts from soil health knowledge graph. Here are some candidates:

wbcbugfree commented 1 month ago

We managed to figure out how to use domain-specific ontologies/vocabs when manually annotating RDF triples from text (see #8), but now the problem becomes how to get LLMs to do the same. There are two solution paths here:

We temporarily use post-processing to ensure that the RDF triples generated by LLMs do not contain any customized and non-existent ontologies.

wbcbugfree commented 2 days ago

For entities/concepts, instead of importing existing vocabularies, we will define our own entities/concepts, i.e., use our own domain name/prefix to label entities/concepts. These concepts are then linked to matched external vocabularies, see #16 and #17. For relationships, see #10.