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category
  • Linked Data
  • Semantic Web
  • Virtuoso
  • Graph Database
  • Web 3.0
  • Knowledge Graph
text
  • Virtuoso uses LLMs as a natural language based conversational UI/UX into its modern multi-model data layer comprising structured data represented as tables (n-tuples) or RDF-based entity relationship graphs (3-tuples) which are also generally referred to as Knowledge Graphs. Integration occurs in loosely-coupled fashion, courtesy of Linked Data Principles where hyperlinks functioning as powerful pointers usable for creating data source names from SQL and/or SPARQL query templates for LLM fine-tuning. This capability extends to the following functionality realms: <ul> <li> - Reasoning & Inference: Built-in and/or custom reasoning and inference that scales massively for conceptual data analysis, integration, and management</li> <li> - Data Virtualization: Powerful virtual database core that extends its data reach to HTTP-, ODBC-, and JDBC-accessible data source across private and/or public networks. Once attached, this data is harmonized semantically using a variety of mapping techniques based on existing open standards e.g., the RDF-based RDF to Relational Mapping Language commonly referred to as R2RML.</li> <li> - Data Crawling: Unique native ability to crawl data from across a public or private network as part of its query solution production pipeline in very fine-grained form i.e., to the level of query language variables and constants.</li> </ul>
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  • Virtuoso uses LLMs as a natural language based conversational UI/UX into its modern multi-model data layer comprising structured data represented as tables (n-tuples) or RDF-based entity relationship graphs (3-tuples) which are also generally referred to as Knowledge Graphs. Integration occurs in loosely-coupled fashion, courtesy of Linked Data Principles where hyperlinks functioning as powerful pointers usable for creating data source names from SQL and/or SPARQL query templates for LLM fine-tuning. This capability extends to the following functionality realms: <ul> <li> - Reasoning & Inference: Built-in and/or custom reasoning and inference that scales massively for conceptual data analysis, integration, and management</li> <li> - Data Virtualization: Powerful virtual database core that extends its data reach to HTTP-, ODBC-, and JDBC-accessible data source across private and/or public networks. Once attached, this data is harmonized semantically using a variety of mapping techniques based on existing open standards e.g., the RDF-based RDF to Relational Mapping Language commonly referred to as R2RML.</li> <li> - Data Crawling: Unique native ability to crawl data from across a public or private network as part of its query solution production pipeline in very fine-grained form i.e., to the level of query language variables and constants.</li> </ul>
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