An LLM system with real-time access to ontology services outperforms plain LLM prompting on standardizing 839 HuBMAP legacy metadata records against an expert gold standard.
Minimum information about a microarray experiment (MIAME)—toward standards for microarray data
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Automated Standardization of Legacy Biomedical Metadata Using an Ontology-Constrained LLM Agent
An LLM system with real-time access to ontology services outperforms plain LLM prompting on standardizing 839 HuBMAP legacy metadata records against an expert gold standard.