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The markup in this case would be some type of semantic web format, like JSON-LD[0] or OWL[1], or some database that can process SPARQL[2] queries. Goal being th
by evanjrowley 1y ago
The markup in this case would be some type of semantic web format, like JSON-LD[0] or OWL[1], or some database that can process SPARQL[2] queries. Goal being the "inverse" of something like OWL2Vec[2].
EDIT1: A few weeks ago, a team of Brazilian researchers published a report about using ChatGPT to enhance agriculture-focused OWL dataset[4].
EDIT2: In addition to training LLMs on ontologies, it looks like Palantir is using ontologies as guardrails to prevent LLM hallucinations[5]. Makes sense.
[0] https://json-ld.org/ https://json-ld.org/
[1] https://www.w3.org/TR/owl2-syntax/ https://www.w3.org/TR/owl2-syntax/
[2] https://www.w3.org/TR/sparql11-query/ https://www.w3.org/TR/sparql11-query/
[3] https://arxiv.org/abs/2009.14654 https://arxiv.org/abs/2009.14654
[4] https://arxiv.org/abs/2504.18651 https://arxiv.org/abs/2504.18651
[5] https://blog.palantir.com/reducing-hallucinations-with-the-ontology-in-palantir-aip-288552477383 https://blog.palantir.com/reducing-hallucinations-with-the-o...