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How to use large language models and knowledge graphs to manage enterprise data

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In recent years, knowledge graphs have become an important tool for organizing and accessing large volumes of enterprise data in diverse industries — from healthcare to industrial, to banking and insurance, to retail and more. A knowledge graph is a graph-based database that represents knowledge in …

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Ontology-guided machine learning outperforms zero-shot foundation models for cardiac ultrasound text reports

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Natural language processing (NLP) can help and includes both statistical- and large language model based techniques. Cardiac ultrasound reports include structured and free text and vary across institutions, hampering attempts to mine text for useful insights.